Short, illustrative excerpts showing the kind of deliverable each service produces. Every example uses invented scenarios and data — none is a real client’s work.
About these examples
They show format, depth and tone — not a promise of any outcome. Your deliverables follow your own material, field conventions and requirements.
Academic Writing Support
Illustrative example
Sample feedback excerpt: tightening an argumentative thesis
A first-year student drafted a 1,500-word argumentative essay on whether cities should ban cars from their centers. The text and comments below are invented to illustrate our feedback style.
Read the excerpt
Student's working thesis
"Car bans in city centers have advantages and disadvantages, and this essay will discuss both."
Comment
This announces a topic but makes no claim — a reader cannot disagree with it. Try the 'so what' test: which side does your evidence actually support? Your paragraphs on air quality and retail footfall both point one way. Also narrow the scope: 'city centers' is broad for 1,500 words. Could you limit it to mid-sized European cities, where most of your sources come from?
Counterargument note
Your paragraph on delivery access is currently the second body paragraph, which interrupts your momentum. Consider moving it to just before the conclusion, conceding the problem, then rebutting with your evidence on timed loading zones.
Illustrative example with an invented essay and comments. Real feedback responds to your prompt, draft and marking criteria.
An undergraduate wrote a 2,000-word analysis of the opening sequence of a thriller for a film studies module. The comment below is an invented illustration.
Read the excerpt
Student's paragraph (excerpt)
"The opening scene shows the detective arriving at the crime scene at night. It is tense and dark, and the music makes us feel uneasy."
Comment
This tells us what we see and feel but not how the film creates it. Look at 00:01:12–00:01:40 in your shot log: the camera tracks behind the detective in a long take without a cut. What does withholding a cut do to the viewer's sense of time? Is the score diegetic or non-diegetic? Name the technique, give the timestamp, then explain its effect on your argument that the film makes the viewer complicit in surveillance.
Illustrative, invented example. Real feedback responds to your chosen text or film, your draft and your course's criteria.
A second-year nursing student wrote a 1,500-word reflection using Gibbs' cycle about a medication-round interruption on placement. The excerpt and comment are invented for illustration.
Read the excerpt
Student's analysis stage (excerpt)
"I felt stressed because I was interrupted. It was a busy ward and I learned that interruptions happen a lot."
Comment
This restates the feelings stage. Analysis should ask why the interruption mattered and what the evidence says. Is there literature on interruptions during medication administration and error risk? Did the ward use any strategy, such as a do-not-disturb tabard? Compare what the evidence recommends with what happened, and consider the interrupting colleague's perspective. That comparison will give your action plan something concrete to build on.
Illustrative example; the scenario and text are invented. Real feedback follows your brief, your draft and your program's guidance.
A second-year politics student wrote a 45-minute practice answer to 'To what extent do pressure groups enhance democracy?'. The band descriptors and comments are invented to illustrate our marking style.
Read the excerpt
Band placement
Placed in the middle band: 'relevant knowledge with some analysis; evaluation is limited or implicit'. Knowledge of insider and outsider groups is accurate and well illustrated.
Next-band target
The question asks 'to what extent', but your introduction lists arguments on both sides without a judgment. State a position in the first paragraph (for example, 'enhance participation but can distort equality of influence') and finish each paragraph with a sentence weighing the point.
Timing
Your plan took two minutes and the final paragraph is unfinished. Try a five-minute outline next time; it usually saves time overall.
Illustrative example with invented descriptors and comments. Real marking uses your exam's own rubric.
Sample topic memo: narrowing a public health term paper
A second-year student had a 4,000-word term paper on 'obesity and food environments'. The memo excerpt below is invented to show how we help narrow a topic.
Read the excerpt
Starting point
'Obesity and food environments' returns thousands of results and could cover policy, geography, economics or behavior. A 4,000-word paper cannot survey it all.
Option A
'What does evidence from the last ten years suggest about the effect of sugar-sweetened beverage taxes on purchasing in middle-income countries?' — focused, policy-relevant, with a manageable number of evaluations to compare.
Option B
'How do researchers define and measure "food deserts", and how do definitions change conclusions?' — suited to a methods-critical paper; a strong option if your instructor values critique of measurement.
Next step
Choose one, run the suggested database search strings and bring your five most relevant sources to the outline session.
Illustrative example; topics and advice are invented to show the format. Your memo will reflect your course, interests and sources.
An undergraduate education student was set ten evaluative annotations of 150 words each on remote learning in secondary schools. The source and text below are invented.
Read the excerpt
Student's annotation (excerpt)
"This article is about remote learning during school closures. The authors surveyed teachers and found many challenges. It is a very useful and reliable source for my research."
Comment
This tells me the topic but not the argument, method detail or limits. How many teachers, where, and when? What were the main challenges? 'Reliable' needs a reason — is it peer reviewed, is the sample large or representative? Finally, say how you'll use it: perhaps as evidence of teacher workload in your second section. Aim for one or two sentences on each of summary, evaluation and relevance.
Illustrative example with an invented source and annotation. Real feedback responds to your sources and instructions.
Sample outline feedback for a student position paper
A master's student in environmental policy outlined a 3,000-word position paper arguing that a mid-sized city should adopt congestion pricing. The comments are invented for illustration.
Read the excerpt
Audience
Your brief says the audience is the city council, but the outline opens with two pages of theory on externalities. Council members will want the local problem first: congestion costs, air quality readings and bus delays. Move the theory into one short paragraph supporting your options analysis.
Options
You compare congestion pricing only with 'doing nothing'. Add at least one realistic alternative — for example, expanded bus priority lanes — and compare all three against the same criteria so your recommendation looks earned.
Recommendation
'Adopt congestion pricing' needs detail: phased pilot, zone, exemptions and how revenue is used. Tie each element to evidence from the cities you cite.
Illustrative example with an invented scenario. Real feedback follows your brief, audience and evidence.
Illustrative feedback excerpt: turning a SWOT into an argument
A fictional second-year student analyzed a mid-sized regional bakery chain facing new discount supermarket competition. The excerpt shows the type of comment we return on a draft; the case and figures are invented.
Read the excerpt
What the draft did
The SWOT listed "loyal customers" as a strength and "competition" as a threat, with no link between them and no evidence from the case exhibits.
Our comment
Exhibit 3 shows repeat-purchase rates falling from 62% to 48% in stores within one mile of a discounter, but holding steady elsewhere. That suggests loyalty is location-dependent, which is a sharper and better-evidenced point. Consider a TOWS pairing: could the chain's in-store baking capability (a strength you have evidenced in the value chain section) support a differentiation response in exposed stores?
Why it matters
The rubric awards the top band for "analysis clearly driving recommendations". Linking each SWOT item to evidence and an implication lets your later options section build on it instead of starting over.
Illustrative example with an invented company and invented figures. Real feedback responds to your case, brief and rubric.
A fictional first-year student's care plan for a fictional 72-year-old patient two days after hip replacement. The excerpt shows the kind of feedback we give; the patient and details are invented.
Read the excerpt
Student's draft
Diagnosis: Pain related to hip surgery. Outcome: Patient will have less pain. Intervention: Give analgesia.
Our feedback
The diagnosis is close to NANDA-I acute pain, but add the defining characteristics you observed (self-reported pain score, guarding, reluctance to mobilize) so the reader sees the evidence. Make the outcome measurable, for example a pain score at or below the patient's agreed comfort goal within an hour of intervention, and before physiotherapy. "Give analgesia" is a collaborative intervention; state it as administering prescribed analgesia and reassessing at the interval your policy specifies, and add independent nursing interventions such as positioning and timing analgesia before mobilization, each with a referenced rationale.
Evaluation
Add an evaluation line that states whether the outcome was met, partly met or not met, and what you would change. This closes the loop the rubric asks for.
Illustrative, invented scenario for educational purposes only. It is not clinical guidance; follow your instructor, local policy and current guidelines.
Illustrative feedback: sharpening an issue statement
A fictional first-year student briefed a fictional appellate negligence case about a slip in a supermarket. The excerpt shows the type of feedback we give; the case is invented.
Read the excerpt
Student's issue
Was the supermarket negligent?
Our feedback
This is the question for the whole lawsuit, not the one the appellate court answered. The court only addressed whether a store has constructive notice of a spill that existed for about ten minutes during a busy period. Try: "Does a store owner have constructive notice of a hazard on its floor when the hazard existed for approximately ten minutes during peak trading hours and no inspection had occurred in that time?" This version joins the rule (constructive notice) with the material facts (duration, busy period, no inspection).
Knock-on effect
With a precise issue, your holding becomes precise too, and the ratio is easier to state: the duration and circumstances that are sufficient for constructive notice in this jurisdiction.
Invented case for illustration only. This is educational material, not legal advice.
A fictional first-year physics student measured the period of a pendulum to calculate g. The numbers below are invented to show the kind of feedback we give.
Read the excerpt
Student's result
g = 9.6834271 m/s² (percent error 1.3%, due to human error).
Our feedback
Your period uncertainty from repeated timings is about 0.3% and your length uncertainty about 0.2%. Because g depends on L/T², the relative uncertainty in g is roughly the square root of (0.2%)² + (2 × 0.3%)², about 0.6%, which gives g = 9.68 ± 0.06 m/s². The accepted value lies outside this range, so random scatter alone does not explain the difference.
Discussion prompt
What systematic effect could make g appear low? Consider whether you measured length to the center of mass of the bob, and whether large release angles make the small-angle formula underestimate g. Estimate each effect's size before deciding which dominates.
Illustrative example with invented data. Real feedback follows your own measurements and your course's uncertainty conventions.
Illustrative feedback on a design report executive summary
A fictional second-year engineering team designed a low-cost water filter for a rural clinic. The excerpt shows the kind of feedback we give; all details are invented.
Read the excerpt
Draft summary opening
This report describes the process our team followed over ten weeks to design a water filter. First, we researched existing filters...
Our feedback
This reads as an introduction. A decision-maker needs the outcome first: which design you recommend, how it performed against the key requirements (flow rate, turbidity reduction, unit cost) and what remains to be tested. Consider opening with: "We recommend a two-stage sand and ceramic filter that met four of five requirements in bench testing..." and then summarizing the unmet requirement and next steps.
Consistency point
Section 3 gives the target flow rate in liters per hour while Section 5 uses liters per minute. Standardize units and check the decision matrix weights match those described in Section 2.
Illustrative, invented project. Real feedback responds to your brief, rubric and draft.
Illustrative feedback on an article critique paragraph
A fictional psychology student critiqued a fictional study of a mindfulness app's effect on student stress. The details are invented to show the kind of feedback we give.
Read the excerpt
Student's paragraph
A weakness of the study is the small sample size of 48 students. Also, the participants were volunteers. More research is needed.
Our feedback
You have spotted two real issues; now show why they matter. With 48 participants split across two groups, did the authors report a power calculation? If not, a non-significant result on the secondary outcome may reflect low power rather than no effect. Volunteers may already be interested in mindfulness, which could inflate the benefit; how might that limit generalization to all students? Finally, replace "more research is needed" with the specific study that would address the problem, such as an adequately powered trial with an active control.
Balance
Add one sentence on a genuine strength, for example randomization and a validated stress scale, so the reader sees a fair overall judgment.
Illustrative example based on an invented study. Real feedback responds to your text and brief.
A fictional online education student replied to a classmate's post about homework policies. The text is invented to show the kind of feedback we give.
Read the excerpt
Student's reply
Great post! I totally agree that homework should be limited. It's really stressful for kids.
Our feedback
This is friendly, but it does not add anything your instructor can credit as substantive. Pick one point from your classmate's post, for example their claim about stress, and extend it: does this week's reading distinguish between types of homework? You might note that the reading suggests effects differ by age group and ask your classmate whether their view applies equally to primary and secondary students.
Pattern to keep
You posted early and kept a respectful tone. Keep both, and aim to add one source or one question in every reply.
Illustrative, invented example. Real feedback responds to your course, prompts and rubric.
A fictional teacher candidate mapped artifacts to three invented program standards. The entries show the kind of audit we produce.
Read the excerpt
Standard: plans for differentiated instruction
Strong: Unit 2 lesson plan with tiered tasks and student samples. Suggestion: add a short commentary explaining how assessment data informed the tiers.
Standard: uses assessment to inform teaching
Weak: only a blank rubric is included. Suggestion: add an annotated set of anonymized student work and your notes on how you changed the next lesson.
Standard: engages with families
Gap: no artifact. Suggestion: if your placement allows, document a family communication you design and send with your mentor's approval, and reflect on the response.
Illustrative example with invented standards and artifacts. Real audits use your program's actual requirements.
Illustrative scoping feedback for a public health capstone
A fictional MPH student proposed a capstone with a local community center. The details are invented to show the kind of scoping feedback we give.
Read the excerpt
Initial proposal
To reduce obesity in the community through a nutrition education program.
Our feedback
Obesity prevalence will not change measurably in a 12-week project, so evaluation would be impossible. Consider narrowing to: design, deliver and evaluate a six-session cooking and nutrition workshop for parents at the center, with objectives on attendance, knowledge change (pre-post questionnaire) and self-reported fruit and vegetable intake. A logic model can then show how these short-term outcomes relate to the long-term goal.
Next step
Check with your supervisor whether the evaluation questionnaire needs ethics or quality improvement review, and confirm with the center how participants will be recruited.
Illustrative, invented scenario. Real feedback responds to your program's handbook and your sponsor context.
Illustrative feedback: same paragraph, two disciplines
A fictional student in an interdisciplinary program wrote a paragraph on social media and political participation for both a sociology and a data science module. The text is invented to show discipline-aware feedback.
Read the excerpt
For the sociology module
Your claim that social media "causes" participation needs qualification: the studies you cite are cross-sectional. Consider framing it as an association and bringing in a theoretical explanation, for example networked publics or collective action theory, to show why the link might exist.
For the data science module
The same paragraph should specify the dataset, variables, sample size and model. Replace the general discussion of theory with a brief justification of the features you selected, then report model performance with an appropriate metric.
Why it matters
Both markers want rigor, but they define it differently. Matching each module's expectations avoids losing marks for the right idea in the wrong form.
Illustrative, invented example. Real feedback responds to your course, discipline and rubric.
A fictional MSc public health student wanted to study "mental health apps". The supervisor had said the topic was too broad. The details below are invented to show how the work typically unfolds.
Read the excerpt
Mapping
Recent reviews showed extensive evidence on app efficacy in trials but little on sustained engagement outside trial conditions, and almost none on older adults using apps after hospital discharge.
Feasibility
Recruiting discharged patients required NHS-style ethics review the timeline could not absorb. A secondary analysis of anonymized app-usage data available through a university partnership was feasible within twelve weeks.
Resulting working title
"Patterns of sustained engagement with a mood-tracking app among adults aged 60 and over: a secondary analysis of usage data" — naming population, phenomenon and design.
Illustrative scenario with invented details. It does not describe a real client, and your options will depend on your field, program and access.
Illustrative example: from topic to aligned questions
A fictional MEd student submitted the question "What is the impact of flipped classrooms on students?" for a small qualitative study in one secondary school. All details are invented.
Read the excerpt
Diagnosis
The question implied a causal effect the design could not test, left "students" undefined, and gave no outcome. The planned interviews were suited to experience, not impact.
Revised main question
"How do Year 10 mathematics students in one urban secondary school describe their learning experience in a flipped classroom?" with two sub-questions on preparation habits and in-class interaction.
Alignment
Each sub-question was mapped to specific interview prompts and to a theme-reporting section of the findings chapter, and the objectives were rewritten as actions (to explore, to identify) rather than repeating the questions.
Invented illustration for explanation only. It does not represent a real student or school.
Illustrative example: tightening a PhD application proposal
A fictional applicant to a UK PhD in development economics submitted a draft proposal of about 2,500 words on microfinance and women's empowerment. The details are invented for illustration.
Read the excerpt
Main issue identified
The literature section described fifteen studies one after another and did not mention the mixed results of the large randomized evaluations of microcredit, which any economist reviewer would expect to see engaged.
Suggested restructuring
Organize the review around the debate on why average effects are small, then position the proposal on heterogeneity by household decision-making structure — a gap the applicant could defend with available survey data.
Methods feedback
The planned analysis claimed causal effects from cross-sectional data. We suggested the applicant discuss identification explicitly and consider a panel dataset, framing causal language cautiously.
Fictional, illustrative scenario. It does not describe a real applicant, and it is not a template for any specific program.
Illustrative example: adding theory to a nursing dissertation
A fictional MSc nursing student was studying why ward nurses underreport medication errors. The supervisor's feedback read "No theoretical framework." All details are invented.
Read the excerpt
Options explored
The student compared the Theory of Planned Behavior, a just-culture perspective and a psychological safety lens. The last fitted best because the literature pointed to team climate rather than individual attitudes.
Conceptual framework
Psychological safety was positioned as the core concept, with perceived leader response and fear of blame as related constructs and reporting behavior as the outcome, each linked to planned interview topics.
Carry-through
The interview guide was reorganized around these concepts, and the discussion plan was set up to compare findings against the psychological safety literature.
Hypothetical scenario created for illustration. It does not describe a real client or clinical setting.
A fictional MBA student's introduction spent four pages on the history of remote work before mentioning the study's focus on onboarding new hires in hybrid teams. Details are invented.
Read the excerpt
Structure map finding
The problem statement appeared on page five, and significance was argued before the problem was defined.
Suggested sequence
One page of context on hybrid work, then evidence that new-hire onboarding outcomes differ in hybrid settings, then the problem, purpose and questions — with the history condensed into two paragraphs in the literature review.
Delimitation fix
"Only one company was studied" was moved from limitations to delimitations with a reason (depth of access to onboarding records), and generalizability was flagged as a limitation for the final chapter.
Illustrative only; the scenario and details are invented and do not describe a real client.
Illustrative example: restructuring a descriptive review
A fictional MA education student had a 9,000-word review covering 60 studies on teacher burnout, organized by author. Feedback said it was "descriptive and hard to follow." All details are invented.
Read the excerpt
Diagnosis
The matrix showed three debates hidden in the sequence of summaries: individual versus organizational causes, measurement using the Maslach Burnout Inventory versus other scales, and a lack of studies on early-career teachers.
New structure
Thematic sections on causes and on measurement, followed by a short methodological critique leading directly to the gap about early-career teachers.
Paragraph work
A sample section was rewritten by the student using claim-led paragraphs, cutting the word count by about a fifth while citing the same evidence more effectively.
Invented illustrative scenario; figures and details are not from a real client.
Illustrative example: strengthening a qualitative methods chapter
A fictional PhD candidate in social work had interviewed 14 foster carers. The methodology chapter stated that "thematic analysis was used" and "data saturation was reached". Details are invented.
Read the excerpt
Feedback on analysis
We suggested naming the specific approach (reflexive thematic analysis, following Braun and Clarke) and describing each phase as it was actually carried out, including how codes were developed and reviewed.
Feedback on sample sufficiency
Because reflexive thematic analysis does not rely on saturation in the same way, we pointed the candidate to the information power concept as a more consistent justification.
Trustworthiness
The candidate added a reflexivity section on their own foster-care background, an account of the audit trail, and a note on how the findings were discussed with two participants.
Illustrative example with invented details; it is not a real client case.
Illustrative example: reporting a regression result
A fictional MSc psychology student reported: "Social support was significant (p = .000)." The values below are invented to illustrate the feedback.
Read the excerpt
Issues flagged
"p = .000" is not a valid exact value; the coefficient, its direction, confidence interval and the model's explained variance were missing; and the table repeated every number in the text.
Suggested reporting pattern
Perceived social support predicted lower loneliness, b = −0.42, 95% CI [−0.58, −0.26], p < .001, with the model explaining 21% of variance (R² = .21). The student then trimmed the text and let the table hold the full coefficients.
Mapping
The result was placed under the heading for Hypothesis 2 so examiners could locate it directly.
Illustrative example with invented numbers and a fictional student. It shows the kind of feedback provided, not real results.
A fictional EdD candidate's discussion restated each result and ended with three generic recommendations. The details below are invented.
Read the excerpt
Mapping findings
The findings map showed that the main finding — teacher collaboration predicted technology adoption only in schools with dedicated planning time — was never compared with the literature on structural supports for collaboration.
Suggested structure
Organize the discussion around three interpretive claims, each linked to the conceptual framework and to studies that agree or disagree, before moving to implications for school leaders.
Limitations revision
"Small sample" became a specific discussion of how recruiting only volunteer schools may have overrepresented supportive leadership, with a suggestion for future comparative research.
Illustrative example; the candidate and details are fictional and are not a real client case.
Narrowing a broad topic into a feasible honors thesis
A fictional psychology student wants to study 'the effect of social media on students' well-being' for a two-semester honors thesis, with no funding and a four-week ethics review window.
Read the excerpt
Feasibility issues found
The original idea implied a causal claim and a large sample. Recruitment was limited to one campus and one semester of data collection, so a longitudinal or experimental design was unrealistic.
Revised question
'How do first-year students describe the role of Instagram comparison in their sense of belonging during their first semester?' — a qualitative design with eight to ten interviews, analyzed thematically.
Plan agreed with supervisor
The student drafted the ethics application and interview guide, received feedback on both, and scheduled interviews for weeks 6–9, leaving eight weeks for analysis and writing.
Illustrative example with an invented student and scenario. Your plan will follow your own department's requirements and your supervisor's advice.
Turning MBA company access into a researchable question
A fictional part-time MBA student has permission to interview managers at their employer, a regional logistics firm, and a 15,000-word dissertation due in 14 weeks, but only a general interest in 'digital transformation'.
Read the excerpt
Question refined
'What barriers do middle managers perceive when adopting a new warehouse management system, and how could the rollout be adapted?' — focused on one change the firm was actually making.
Design chosen
Qualitative single case study with 10 semi-structured manager interviews and document analysis of internal rollout plans, analyzed thematically against a technology-acceptance lens.
Risks handled
The student negotiated anonymization of the firm, clarified their dual role as employee-researcher in the methodology, and built a limitations section on single-case generalizability.
Illustrative example with an invented student, firm and timeline, not a real client case.
Re-framing a thesis whose findings outgrew its questions
A fictional third-year sociology candidate completed 40 interviews planned to study barriers to employment for refugee professionals. The findings centered unexpectedly on credential-recognition bureaucracy, which the original research questions barely mentioned.
Read the excerpt
Diagnosis
The literature review and research questions still reflected the first-year proposal, so the strongest findings looked like an afterthought.
Revised architecture
The candidate revised RQ2 to address institutional credential recognition, moved a policy-context section into the literature review, and merged two findings chapters.
Contribution statement
Rewritten from 'explores barriers' to a specific claim about how recognition procedures convert professional identity into administrative categories, with each chapter mapped to part of the claim.
Illustrative, fictional example. Revisions were agreed with the (fictional) supervisors and written by the candidate.
A fictional DNP student working in an outpatient clinic wants to 'improve diabetes care' and has one semester of practicum hours to implement and evaluate a project.
Read the excerpt
PICOT question
In adult patients with type 2 diabetes at one outpatient clinic (P), does a nurse-led telephone follow-up protocol (I), compared with usual care (C), increase the proportion of patients completing HbA1c testing on schedule (O) over 12 weeks (T)?
Framework and measures
Iowa Model to structure the evidence-to-practice steps; PDSA cycles for rollout; run charts of monthly testing completion as the primary process measure.
Approvals and limits
The student sought a QI determination from the institution's review process, and the write-up describes results as a local improvement, not generalizable research.
Illustrative, fictional example. It is not clinical advice, and the student designed, implemented and wrote the project.
A fictional environmental science candidate has two published papers, one under revision and one in preparation, on water quality in a river catchment. The university requires at least three papers submitted or published and a 20,000-word maximum for linking material.
Read the excerpt
Status check
The three published or under-revision papers met the rule, so the in-preparation paper was included as a chapter with a note about its status.
Synthesis
A findings-by-question table showed that papers 1 and 3 reached different conclusions about seasonal drivers; the discussion chapter was built around reconciling them.
Declarations
The candidate prepared CRediT-based contribution statements for each paper and collected co-author signatures before submission.
Illustrative, fictional scenario with invented rules; always follow your own university's current requirements.
A fictional 85,000-word education PhD on teacher professional learning communities, reviewed eight weeks before submission.
Read the excerpt
Critical: RQ3 unanswered
Research question 3 (on leadership conditions) is introduced in Chapter 1 but not addressed in the findings chapters. Options: add a focused findings section using existing interview data, or revise RQ3 and explain the change in the methodology chapter.
Important: framework not used
Wenger's communities of practice framework is described in Chapter 2 but not applied in analysis. Examiners may ask why it was chosen. Options: use its concepts explicitly in the discussion, or reframe it as background.
Minor: inconsistent participant numbers
Chapter 3 reports 24 interviews; Chapter 4 refers to 22. Reconcile and explain any exclusions.
Illustrative, fictional report extract with invented details. Your report will reflect your own thesis and field.
A fictional public health candidate received major corrections with a six-month deadline: 31 comments from two examiners, including a request to justify the sample size and expand limitations.
Read the excerpt
Comment E1-07 (substantive)
'The justification for the sample of 180 is unclear.' Response: added a power-analysis rationale and a note on achieved precision to section 3.4 (pp. 78–79). Status: done, reviewed.
Comment E2-12 (contested)
'Consider excluding participants over 65.' Response: retained, with a sensitivity analysis showing results are similar with and without them, reported in Appendix F and summarized in 4.6.
Plan
Substantive items scheduled for months 1–3, clarifications in month 4, full consistency check and response table in month 5, leaving a month's buffer.
Illustrative, fictional example. Real corrections depend on your examiners' report and your institution's procedures.
A fictional engineering candidate's thesis validates a battery-degradation model on data from a single laboratory test rig. The candidate is worried the external examiner will question generalizability.
Read the excerpt
Question from the bank
'Your model was validated on one rig. Why should we believe it applies to commercial cells in the field?'
First mock answer
The candidate apologized, called it 'a big weakness' and did not explain why the rig was chosen, which suggested the conclusions were weak.
Improved answer
The candidate explained that the rig allowed controlled temperature cycling, noted the chemistry matched common commercial cells, described cross-validation across three cell batches, and stated clearly that field validation is future work — limiting claims without undermining the contribution.
Illustrative, fictional scenario. Mock examinations are practice; they cannot predict actual questions or outcomes.
A fictional US doctoral candidate's 240-page dissertation was returned by the graduate school with 17 formatting issues, and the deposit deadline for graduation was 10 days away.
Read the excerpt
Issues found
Inconsistent margins on landscape tables, arabic numbering starting on the wrong page, heading levels not matching the table of contents, and non-embedded fonts in figures exported from a statistics package.
Fixes
Section breaks rebuilt, styles applied consistently, contents regenerated, figures re-exported at the required resolution, and a PDF/A-2b file produced and validated.
Deposit decisions
The candidate chose traditional publishing in ProQuest with a two-year embargo, confirmed with the graduate school, because a book proposal was planned.
Illustrative, fictional scenario; your institution's rules and options may differ.
Illustrative example: remote work and early-career employee learning
A fictional master's student had 62 sources and a 4,000-word draft organized study by study. His supervisor commented that it lacked synthesis. Details are invented for illustration.
Read the excerpt
Matrix findings
Sorting the 62 sources by theme showed four recurring areas: informal learning, mentoring, onboarding and psychological safety. It also showed that only seven studies focused on employees in their first two years, which became the gap his review builds towards.
Restructure
The student rewrote the review into four thematic sections, each ending with what remained unclear for early-career staff. Our feedback on his second draft focused on comparing study contexts rather than listing results.
Illustrative scenario with invented details; not a real client case.
Illustrative example: school-based physical activity and adolescent anxiety
A fictional doctoral candidate wants to review randomized and non-randomized trials of school-based physical activity programs for anxiety symptoms in 11–18 year olds. Her first PubMed search used three keywords and returned 214 records. The numbers below are invented to show how the process is documented.
Read the excerpt
Search rebuilt
Three concept blocks (adolescents; school setting; physical activity) combined MeSH terms with free-text synonyms. Tested against eight known trials, the new string retrieved all eight. Across MEDLINE, Embase, PsycINFO, ERIC and SPORTDiscus it returned 6,480 records, 4,112 after deduplication.
Screening
A 200-record calibration round produced kappa = 0.58; two criteria were clarified (definition of 'school-based' and minimum program length) and a second round reached 0.81. Title/abstract screening excluded 3,947 records; 165 full texts were assessed and 23 studies were included.
Appraisal
Fourteen randomized trials were assessed with RoB 2 and nine non-randomized studies with ROBINS-I. Most trials were rated 'some concerns' because outcome assessors knew group allocation, which later informed a GRADE downgrade for risk of bias.
Illustrative example with invented figures, not a real client project. Real searches, yields and decisions depend on your question and databases.
Illustrative example: digital mental health tools for university staff
A fictional master's student wants to know what research exists on digital mental health tools for university employees, not whether they work. The details below are invented to show how a scoping review is structured.
Read the excerpt
PCC question
Population: academic and professional staff in higher education. Concept: digital mental health or wellbeing tools. Context: any country, any institution type. Objective: to map study designs, tool types, outcomes measured and reported implementation barriers.
Charting and mapping
From 2,930 unique records, 61 sources were included, 18 of them grey literature. Charting showed that 44 sources evaluated app-based tools, only five included professional (non-academic) staff and none came from low- or middle-income countries: these gaps became the focus of the implications section.
Illustrative example with invented figures; it does not describe a real client or study.
Illustrative example: green human resource management research
A fictional doctoral student wants to map research on green human resource management to position her thesis. All figures are invented for illustration.
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Retrieval and cleaning
A Scopus title-abstract-keyword search limited to articles and reviews in English returned 1,284 records. After harmonizing 212 keyword variants (for example 'green HRM' and 'green human resource management'), the co-word analysis used 96 keywords with at least 10 occurrences.
What the maps showed
Co-citation analysis identified three foundational clusters (environmental management, strategic HRM and pro-environmental behavior). Bibliographic coupling of papers from the last five years revealed a newer front on employee green creativity, with few studies from Africa: the gap the student then examined in her literature review.
Illustrative example with invented numbers; it does not describe a real client or dataset.
Illustrative example: peer tutoring and first-year statistics performance
A fictional master's student wanted to test whether a peer tutoring program improves first-year statistics results. Students choose to attend, so random assignment is impossible. Details are invented.
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Design chosen
A nonequivalent comparison group design with a pretest: attendees versus non-attendees in the same course, with prior mathematics grade and a baseline statistics anxiety score measured in week one. Self-selection was identified as the main threat to internal validity.
Mitigation and analysis
The analysis plan specified ANCOVA adjusting for baseline scores, with propensity score weighting as a robustness check. Conclusions were worded as 'associated with higher scores after adjusting for prior attainment', not as proof that tutoring caused the difference.
Illustrative example with invented details; not a real client project.
Illustrative example: newly qualified teachers in rural schools
A fictional doctoral student wanted to study how newly qualified teachers adapt to rural schools. Her proposal called the study 'phenomenological case study grounded theory'. Details are invented.
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Clarifying the question
Discussion showed her main interest was the process of adaptation over the first year and what shapes it. That pointed to constructivist grounded theory rather than phenomenology.
Aligned design
The revised design used initial purposive sampling of eight teachers across four schools, then theoretical sampling of head teachers and mentors as categories developed. Two interview rounds, memo-writing and constant comparison were planned, with a reflexive journal because the student had taught in a rural school herself.
Illustrative example with invented details; not a real client or study.
Illustrative example: telehealth adoption in community pharmacies
A fictional doctoral researcher wanted to know how widely community pharmacists use telehealth consultations and why uptake varies. Details are invented.
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Design
An explanatory sequential design (QUAN → qual). A survey of 310 pharmacists measured adoption and predictors; results identified high and low adopters in similar settings, and 14 of them were purposively selected for interviews.
Integration
Interview guides were built around survey findings, including an unexpected negative association between years in practice and adoption. A joint display paired each survey predictor with interview themes, showing that workflow disruption, not age or experience, explained much of the gap.
Illustrative example with invented data; not a real client or study.
Illustrative example: feedback practices in a secondary science department
A fictional teacher on a part-time master's program wanted to improve how Year 10 students use written feedback. Details are invented.
Read the excerpt
Cycle 1
A dedicated feedback response lesson was introduced. Data: student surveys on feedback use, samples of revised work and the teacher's reflective journal. Reflection showed students acted on feedback but mainly on surface errors.
Cycle 2
Feedback was changed to two targeted questions per student, with peer discussion. Data: revised work compared with Cycle 1, a focus group run by a colleague to reduce power effects, and the journal. The findings were framed as practical principles relevant to similar settings, not general claims.
Illustrative example with invented details; not a real client or school.
Illustrative example: mindfulness app and nurse burnout, cluster design
A fictional research team planned to compare a mindfulness app with usual support across hospital wards, randomizing wards rather than individual nurses. Figures are invented.
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Individual-level calculation
Based on a meta-analytic effect of d = 0.35 on burnout scores, a two-group comparison with alpha 0.05 and power 0.80 required 130 nurses per arm in G*Power.
Adjusting for clustering and attrition
With an average of 15 nurses per ward and an assumed ICC of 0.05, the design effect was 1.70, raising the target to 221 per arm. Allowing for 20% attrition gave 277 per arm, about 19 wards per arm, which led the team to add a second hospital.
Illustrative calculation with invented assumptions; real studies need effect sizes and ICCs justified from relevant evidence.
Adapting a burnout and engagement survey for secondary-school teachers
A fictional master's student wants to test whether workload predicts teacher burnout through reduced work engagement, using two published scales originally developed for corporate employees. The draft questionnaire has 64 items and no pilot.
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Matrix and trimming
The construct-to-item matrix showed that 14 items measured nothing in the hypotheses. Removing them and using the short form of the engagement scale cut the questionnaire to 38 items, with an estimated completion time of about 10 minutes.
Permissions and adaptation
One scale was openly available for non-commercial research; the other required emailed permission, which the student requested and received before the ethics submission. Six items were reworded from 'company' to 'school', each change recorded in the adaptation log.
Cognitive interviews and pilot
Five teachers took part in think-aloud interviews; two items about 'clients' were rewritten as 'students and parents'. A pilot with 32 teachers gave provisional alphas between 0.79 and 0.88 for the three scales, with one item showing a corrected item-total correlation of 0.18, flagged for review.
Illustrative, invented scenario and figures. Real instruments depend on your field, population and your supervisor's or committee's expectations.
Protocols for a study of telehealth adoption among rural clinicians
A fictional doctoral researcher plans a qualitative case study of three rural clinics to understand why telehealth use varies. They want interviews with clinicians, a focus group with administrative staff and observation of clinic workflows.
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Interview guide
Nine main questions were organized around a technology adoption framework, each with two to four probes. A pilot interview ran 78 minutes against a planned 45, so two questions were merged and one moved to the focus group.
Focus group protocol
A 75-minute protocol for six to eight administrative staff included a card-sort ranking of the main barriers to scheduling telehealth appointments, followed by discussion of the top three.
Observation checklist
Twelve defined workflow events (for example 'patient redirected from video to in-person visit') were recorded using event sampling across two half-day visits per site, with a separate column for reflective notes.
Illustrative, invented scenario. Real protocols are shaped by your methodology, setting, participants and ethics requirements.
A vignette experiment in Qualtrics with panel recruitment
A fictional doctoral researcher is testing whether the framing of a health message affects intention to vaccinate. Respondents from an online panel should see one of four message versions, with quotas for age group.
Read the excerpt
Flow and randomization
A randomizer in the survey flow assigned each respondent to one of four message blocks with 'evenly present elements' enabled. Embedded data recorded the assigned condition and the panel ID passed in the URL.
Quality checks
Two instructed-response items and a completion-time flag were added. The pre-agreed rule excluded responses failing both checks or finishing in under one-third of the median pilot time.
Testing and export
Eighty automated test responses confirmed roughly equal allocation across conditions. The SPSS export showed the condition variable, age-group quota field and outcome scale with correct value labels.
Illustrative, invented scenario. Actual configuration depends on your platform license, recruitment method and ethics approval.
A remittances and financial inclusion panel for 60 countries
A fictional master's student wants to test whether remittance inflows are associated with account ownership across 60 low- and middle-income countries from 2011 to 2021, controlling for income, inflation and mobile phone penetration.
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Source choices
Remittances, GDP per capita (constant PPP) and mobile subscriptions came from WDI; inflation from an IMF dataset; account ownership from the World Bank's Global Findex, which is survey-based and available only for selected years, so the panel was restructured around survey waves.
Harmonization
Country names were matched to ISO3 codes, three territories without Findex data were dropped, and all series were recorded with access dates and license notes in the dictionary.
Coverage report
The final panel had 4 waves and 57 countries, with 9% of control values missing, concentrated in inflation for two countries. The student chose to exclude those countries and reported this as a limitation.
Illustrative, invented scenario and figures. Actual sources and coverage depend on your variables, sample and period, and should be checked against the current databases.
A fictional doctoral researcher has 20 interviews, averaging 55 minutes, with family caregivers of people living with dementia. The planned analysis is interpretative phenomenological analysis, and the ethics approval requires de-identified transcripts with no retained key.
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Specification
Clean verbatim was agreed, with pauses over three seconds and emotional expressions such as crying noted in brackets because they matter for interpretation. Timestamps were added every two minutes and at each inaudible passage.
De-identification
All names became role descriptors such as [husband] or [care home staff member], and towns became [town in region]. Eleven passages combining rare diagnoses with locations were flagged for the researcher to review.
Delivery
Transcripts were formatted as Word files with a consistent header for NVivo import, and audio files were deleted after the researcher confirmed receipt.
Illustrative, invented scenario. Your specification depends on your methodology, ethics approval and data management plan.
A student study interviewing nurses about moral distress
A fictional master's student plans 12 interviews with nurses at the hospital where the student also works part time. The first application was returned with conditions about recruitment, distress and data storage.
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Recruitment and power
Recruitment was moved from direct invitations by the student to a neutral email from the nursing research office, with interested nurses contacting the student directly. The application now states that the student will not interview anyone they supervise or work alongside.
Distress protocol
A three-step protocol was added: pause and check in, offer to stop or skip, and provide details of the employee assistance program and a professional support line. The information sheet explains this in two sentences.
Data statements
'Stored securely' was replaced with the university's encrypted cloud storage, access limited to the student and supervisor, pseudonymized transcripts and deletion of audio after transcription checking. The response letter addressed each condition in a numbered table.
Illustrative, invented scenario. Requirements differ by institution, country and type of research.
A DMP for a mixed methods study of young people's mental health apps
A fictional early-career researcher is applying for a research council grant. The project combines app usage data from 400 participants aged 16 to 24 with 30 interviews, and the funder expects data to be deposited at the end.
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Data inventory
Three datasets were identified: pseudonymized usage logs, survey responses containing health data (special category data) and interview audio and transcripts. Volumes, formats and storage were set out in a single table.
Sharing decisions
Survey data would be anonymized by removing postcodes and banding age, then deposited with controlled access. Interview transcripts would not be shared openly because of re-identification risk in small communities; a detailed codebook would be deposited instead.
Alignment
The consent form was revised to ask separately about archiving anonymized survey data, and the information sheet was updated to match the DMP's retention period of ten years.
Illustrative, invented scenario. Requirements depend on your funder, institution, jurisdiction and data.
Sizing a refill-station market for household cleaning products
A fictional social enterprise wants to know whether refill stations for household cleaning products are viable in three mid-sized cities, to support a funding application.
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Sizing
Top-down, household spending on cleaning products from national statistics, multiplied by an eco-conscious segment share from a published survey, gave a serviceable market in the range of 3.1 to 4.6 million per year in local currency. A bottom-up estimate from footfall, visit frequency and basket size gave 2.4 to 3.8 million.
Industry structure
Five forces analysis identified strong substitute pressure from supermarket own-brands and low supplier power because several concentrate producers operate in the region.
Primary research
A short intercept survey of 210 shoppers suggested interest was highest among households with children, but stated willingness to pay a premium was modest, so the report recommended piloting one station before expanding.
Illustrative, invented scenario and numbers, shown to demonstrate the structure of our reporting. Real outputs depend on your market and data availability.
A part-time professional master's program at a regional university
A fictional university is considering a part-time online master's in data analytics for working professionals. The academic board wants a feasibility study before approving development costs.
Read the excerpt
Demand and competition
Labor market data and a survey of 180 alumni and employer contacts suggested interest, but seven comparable online programs already recruit in the region. The base case assumed an intake of 35 students in year one rising to 60 by year three.
Financial results
Break-even required 42 students per intake. The base case reached break-even in year three; the conservative scenario (intake 25 percent lower) did not break even within five years.
Recommendation
Proceed with conditions: launch a shorter postgraduate certificate first as a pilot, confirm two employer partnerships, and review enrollment against a stated threshold before committing to the full program.
Illustrative, invented scenario and figures. Actual studies depend on your context, data and decision criteria.
A fictional education NGO has evaluation data from a school meal pilot in 40 rural schools and wants to brief a regional education authority ahead of its budget planning.
Read the excerpt
Evidence base
The pilot evaluation found attendance about 4 percentage points higher in participating schools compared with matched schools. A rapid evidence review of 14 studies from comparable settings found generally positive but mixed effects on attendance, and weaker evidence on learning outcomes.
Options
Three options were compared: maintain the pilot, scale to all rural schools, or scale in phases with evaluation. Phased scale-up scored best on feasibility and learning value, at moderate cost.
Brief
The final brief was three pages, opening with four key messages, one chart comparing attendance trends, and a recommendation specifying which districts to add first and what to measure.
Illustrative, invented scenario and figures. Real briefs depend on your evidence, audience and policy context.
An M&E framework for a youth digital skills program
A fictional NGO is applying for a three-year grant to deliver digital skills training to 1,200 young people in two cities, aiming to improve employment. The funder requires a logframe, indicators with baselines and an evaluation plan.
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Results chain
The workshop added an intermediate outcome that was missing, 'participants apply for jobs or freelance work using new skills', and an assumption about local employer demand, which led to a new employer engagement activity.
Indicators
Fourteen indicators were drafted and then reduced to nine. For example, 'improved employability' became 'percentage of graduates in paid work or self-employment six months after completion, disaggregated by sex and disability status', measured by a follow-up phone survey.
Evaluation plan
A mid-term review focused on relevance and effectiveness, and a final evaluation added efficiency and sustainability, using a comparison with waitlisted applicants and interviews with employers.
Illustrative, invented scenario and figures. Real frameworks depend on your program, funder and context.
A master's student compared exam scores across in-person, hybrid and online sections of the same course (n = 186). All figures are invented to show how results are reported.
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Assumption check
Levene's test indicated unequal variances, F(2, 183) = 4.12, p = .018, and group sizes were unbalanced (74, 61, 51). Welch's ANOVA was therefore used, with Games–Howell post hoc comparisons.
Main result
Scores differed by format, Welch's F(2, 118.4) = 6.35, p = .002, ω² = .05, 95% CI [.01, .11]. Hybrid students scored higher than online students, mean difference = 6.8 points, 95% CI [2.1, 11.5], Hedges' g = 0.52.
How to word it
Students were not randomly assigned to formats, so the write-up describes a difference between sections and discusses self-selection as a limitation, rather than claiming the hybrid format caused higher scores.
Illustrative example with invented data. Your own tables follow your variables, sample and required style guide.
Sample excerpt: logistic regression on vaccine uptake
A public health master's student modeled whether adults received a seasonal vaccine (yes/no) using age group, chronic illness and trust in health services (n = 1,020). The numbers are invented for illustration.
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Model result
Each one-point increase in trust (1–7 scale) was associated with higher odds of vaccination, OR = 1.38, 95% CI [1.24, 1.54], controlling for age group and chronic illness. The model improved on the controls-only model, likelihood-ratio χ²(1) = 34.9, p < .001.
Predicted probabilities
At low trust (2) the predicted probability of vaccination for a 45–64-year-old without chronic illness was 0.31; at high trust (6) it was 0.62. This framing is included for the discussion because odds ratios are often misread as risk ratios.
Diagnostics
VIFs were below 1.6, no case had a Cook's distance above 0.5, and the calibration plot showed close agreement between predicted and observed rates across deciles.
Illustrative example with invented numbers, not a real client project. Your deliverables reflect your own data and reporting requirements.
Sample excerpt: validating an adapted teacher-wellbeing scale
A doctoral researcher adapted an 18-item, three-factor wellbeing scale for teachers in a new country and collected 640 responses. Numbers are invented for illustration.
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CFA of the original structure
Using WLSMV for five-point items, the three-factor model showed CFI = .951, TLI = .943, RMSEA = .061, 90% CI [.055, .067], SRMR = .049. Standardized loadings ranged from .52 to .84, except item W11 (.29).
Item decision
W11's translation used an idiom with a different meaning locally. It was removed with this rationale recorded; the revised model fit slightly better and the construct remained covered by five items.
Reliability
McDonald's omega was .86, .82 and .79 for the three factors. Omega was preferred because loadings varied considerably within factors.
Illustrative example with invented numbers. Real reports follow your instrument, data and reporting standard.
Sample deliverable excerpt: measurement model summary
A doctoral researcher surveyed 412 employees to test whether perceived organizational support affects turnover intention through job satisfaction. The figures below are fictional and shown only to illustrate how results are reported.
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Reliability and convergent validity
All retained loadings exceeded 0.70. Composite reliability ranged from 0.86 to 0.92 and AVE from 0.61 to 0.72, above the commonly used 0.50 threshold. One job-satisfaction item (JS4, loading 0.48) was removed; the remaining four items still cover the construct definition in the questionnaire source.
Discriminant validity
HTMT ratios ranged from 0.41 to 0.78, and the upper bounds of the bootstrapped 95% confidence intervals were below 0.85, supporting discriminant validity between the three constructs.
Structural result (hypothesis H3)
The indirect effect of support on turnover intention through job satisfaction was β = −0.21, 95% CI [−0.29, −0.14], so the mediation hypothesis is supported. Because the data are cross-sectional, the write-up describes this as consistent with, not proof of, a causal pathway.
Illustrative example with invented numbers. Real deliverables follow your data, your field's reporting conventions and your supervisor's or journal's requirements.
Sample excerpt: moderated mediation in a workplace survey
A doctoral student tested whether abusive supervision reduces work engagement through lower psychological safety, and whether team support weakens the first link (PROCESS Model 7, n = 358). All numbers are invented.
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Conditional indirect effects
The indirect effect via psychological safety was −0.19, 95% bootstrap CI [−0.27, −0.12] at low team support (−1 SD), and −0.08, 95% CI [−0.14, −0.03] at high team support (+1 SD), based on 10,000 resamples.
Index of moderated mediation
Index = 0.07, 95% CI [0.02, 0.12]. Because the interval excludes zero, the indirect effect differs across levels of team support, supporting H4.
Wording note
The write-up describes the result as consistent with a buffering role of team support, and notes that cross-sectional, single-source data limit causal conclusions.
Illustrative example with invented numbers, not a real client case. Your outputs follow your data, model and style guide.
An education researcher analyzed reading scores for 2,340 pupils in 58 schools, asking whether pupil-level home reading and school-level library provision predict scores. All figures are invented.
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Empty model
ICC = .17, meaning 17% of the variance in reading scores lay between schools, enough to justify a multilevel model.
Final model
Group-mean-centered home reading predicted scores within schools, b = 2.4, 95% CI [1.9, 2.9]. School library provision predicted school means, b = 3.1, 95% CI [0.8, 5.4]. The random slope for home reading was retained, variance = 0.62, likelihood-ratio χ²(2) = 11.8, p = .003.
Wording
The school-level association is described as an association between schools, not evidence that improving an individual school's library will raise individual pupils' scores by the same amount.
Illustrative example with invented numbers, not a real client project.
A master's student used an unbalanced panel of 312 listed manufacturing firms over 2012–2023 to study whether leverage affects return on assets. Numbers are invented for illustration.
Read the excerpt
Static models
The robust Mundlak test rejected random effects, χ²(6) = 41.3, p < .001. With firm and year fixed effects and firm-clustered errors, a 10-percentage-point increase in leverage was associated with ROA 0.9 points lower, 95% CI [−1.4, −0.4].
Dynamic model
Two-step system GMM with collapsed instruments (41 instruments, 312 groups): lagged ROA = 0.46, between pooled OLS (0.71) and FE (0.28). AR(2) p = .38; Hansen p = .27; difference-in-Hansen p = .44.
Limitation noted
Leverage choices may respond to expected profitability; results are therefore described as conditional associations with a GMM robustness check, not as a clean causal estimate.
Illustrative example with invented numbers, not a real client project.
Sample excerpt: oil prices, exchange rate and inflation
A doctoral student studied long-run links between oil prices, the exchange rate and consumer prices for an oil-importing economy using monthly data, 2005–2024. All numbers are invented.
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Integration order
ADF and KPSS agreed that all three series (in logs) were I(1). A Zivot–Andrews test identified a break in 2014 for oil prices but still did not reject a unit root.
Cointegration
With 3 lags chosen by HQ and an unrestricted intercept, both Johansen tests indicated one cointegrating vector (trace = 38.4 vs 5% critical value 29.8). The error-correction coefficient for prices was −0.06, implying about 6% of any disequilibrium is corrected each month.
Diagnostics
LM tests showed no serial correlation up to lag 12; all inverse roots lay inside the unit circle. Residuals were non-normal due to crisis months, noted as a limitation.
Illustrative example with invented numbers. It is not a real client case and not investment or policy advice.
A researcher studied how regional minimum-wage increases, adopted in different years by 14 of 40 regions, affected youth employment, 2010–2023. All figures are invented.
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TWFE versus robust estimator
The conventional TWFE estimate was −0.4 percentage points (SE 0.6). A Goodman-Bacon decomposition showed 31% of the weight came from comparisons using earlier-treated regions as controls. The Callaway–Sant'Anna overall ATT, using never-treated regions, was −1.3 points, 95% CI [−2.4, −0.2].
Pre-trends
Event-study leads were small and jointly insignificant (p = .52). Sensitivity analysis showed the negative effect remained significant unless post-treatment trend violations exceeded about half the largest pre-period deviation.
Interpretation
The effect is described as the average effect on treated regions, with a caution that regions choosing to raise wages may differ in ways that also shifted later trends.
Illustrative example with invented numbers; not a real client project or policy advice.
Sample excerpt: bidder returns in cross-border acquisitions
A master's student examined acquirer share price reactions to 214 cross-border acquisition announcements in an emerging market, 2015–2024. All numbers are invented for illustration.
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Design
Market model estimated over trading days [−260, −11]; event windows [−1, +1] and [−5, +5]. Nineteen events with other material news within two days were excluded.
Results
CAAR[−1, +1] = −0.84%. Cross-sectional t = −2.41; BMP = −2.02; Kolari–Pynnönen adjusted BMP = −1.93; generalized rank Z = −1.88. The negative reaction is modest and borderline across tests, so it is reported as weak evidence.
Cross-sectional regression
Deals paid entirely in cash showed CARs 1.1 points higher than stock-financed deals, 95% CI [0.2, 2.0], controlling for relative deal size and industry.
Illustrative example with invented numbers. Not a real client case and not investment advice.
A doctoral researcher assessed 64 public hospitals over 2019–2023 using beds, doctors and nurses as inputs and inpatient days and outpatient visits as outputs (input-oriented). All figures are invented.
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Static efficiency
Mean BCC efficiency in 2023 was 0.82 and mean CCR efficiency 0.74, implying average scale efficiency of 0.90. Eleven hospitals were fully efficient under BCC; bias-corrected scores from 2,000 bootstrap replications were on average 0.05 lower.
Productivity change
The Malmquist index averaged 1.018 per year, driven by technical change (1.026) rather than efficiency change (0.992), meaning the frontier moved outward while the average hospital fell slightly behind it.
Cross-check with SFA
A translog input distance frontier with truncated-normal inefficiency gave a rank correlation of 0.71 with DEA scores, supporting the main conclusions.
Illustrative example with invented numbers, not a real client case.
Sample excerpt: sensitivity review of a student DCF
An MBA student asked us to review their DCF of a mid-sized listed retailer for a non-graded research seminar. All figures are invented.
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Issue found
Terminal value was 84% of enterprise value, and perpetual growth (4.5%) exceeded the assumed long-run nominal GDP growth (3.5%). Reinvestment in the terminal year implied a return on new capital of 42%, inconsistent with a historical ROIC of 11%.
Revised range
Using 3.0% growth and reinvestment consistent with 12% ROIC, value per share fell from 38.2 to 29.6. A WACC range of 8–10% gave 24.1 to 36.8, overlapping the EV/EBITDA peer range of 26.5 to 33.0.
Presentation
The student presented a value range with the drivers of uncertainty, rather than a single target price.
Illustrative example with invented numbers and no real company. Not investment advice.
A master's student interviewed 12 newly qualified nurses about their first year of practice and brought five candidate themes to a session. The study, participants and theme names below are invented to show the style of feedback.
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Candidate theme: 'Support from colleagues'
Feedback: this currently collects every mention of colleagues, positive and negative. Your codes suggest something sharper: participants describe informal support as conditional on appearing competent. Consider reframing around that central idea and testing whether it holds across at least most interviews.
Candidate theme: 'Stress'
Feedback: 'stress' appears in nearly all codes and may be a context for the whole analysis rather than a theme. Look at how participants talk about it: several distinguish stress they felt entitled to voice from stress they hid. That tension may be the more interesting pattern.
Next step agreed
The student will redraw the thematic map with three to four themes, write a one-sentence central concept for each and return with two extracts per theme that show variation.
Illustrative example only. The scenario and themes are fictional and show the type of feedback provided, not a real client's analysis.
A fictional master's project coded 600 online news articles about electric vehicles for dominant frame. The category and figures below are invented to show how a codebook entry and reliability result are documented.
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Codebook entry: ECONOMIC_OPPORTUNITY
Definition: the article presents EVs primarily in terms of jobs, investment, growth or competitiveness. Include: headlines or leads on factories, exports, stock performance. Exclude: cost-of-ownership for consumers (code CONSUMER_COST). Borderline: government subsidy stories are coded here only if framed as industrial policy.
Reliability result
Two coders independently coded a random subsample of 90 articles. Krippendorff's alpha for the frame variable was 0.71 on the first round; after clarifying the subsidy rule it rose to 0.83 on a fresh subsample. The write-up reports both rounds and the rule change.
Illustrative only: the project, category and numbers are invented to show documentation style, not a real client's data.
A fictional doctoral researcher using constructivist GT to study how early-career teachers decide whether to stay in the profession shared a focused code and memo. The content below is invented.
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Researcher's focused code
'Calculating sustainability' — participants weigh workload against the meaning they get from the job.
Feedback
This is a promising category because it names an action, not a topic. The memo describes what participants weigh but not when calculating starts or stops. Compare the three participants who describe a 'breaking point' with those who do not: what conditions differ? That comparison may reveal properties such as timing and visibility of support.
Suggested next step
Add two interview prompts on moments of re-evaluation, and write a memo comparing 'calculating sustainability' with your earlier code 'protecting identity'. They may be dimensions of one category.
Illustrative example only; the study, codes and advice are fictional and show the style of feedback, not a real client's work.
A fictional counseling psychology trainee interviewed six adults about returning to work after burnout. One short passage and the feedback on it are invented for illustration.
Read the excerpt
Extract and trainee's note
Participant: 'I walked in and it was like the building didn't know I'd been gone.' Trainee's note: 'Returning felt strange.'
Feedback
This note is descriptive. Consider the linguistic detail: the building, not colleagues, 'didn't know'. What might it mean that absence goes unnoticed by the organization? A possible experiential statement: 'Feeling erased by an institution that carried on without me.' Check whether this connects with her later comments about being 'replaceable'.
Illustrative example only. The participant, extract and feedback are invented to show the depth of feedback provided.
Illustrative project structure for a multi-site interview study
A fictional research team interviewed 30 staff across three hospitals and uses NVivo for framework analysis. The design below is invented to show how a project can be structured.
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Cases and attributes
One case per participant with attributes for site (A, B, C), role (nurse, doctor, manager) and years in post (banded). This lets the team run matrix coding queries comparing themes by role and site.
Codebook
Twelve parent codes from the framework, each with a definition, inclusion and exclusion notes, plus an 'Emerging' parent for inductive codes reviewed weekly.
AI decision
The consent form did not mention third-party processing, so the team kept AI features switched off and recorded that decision in the project memo.
Illustrative example only; the study and structure are invented and do not describe a real client.
Illustrative results summary for a dropout prediction model
A fictional education researcher wanted to predict first-year university dropout from enrollment and first-semester data for 8,000 students. All figures are invented to show reporting style.
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Leakage fix
An early model reached an AUC of 0.97 because it included 'final credits earned', recorded after dropout. With that variable removed and only first-semester predictors kept, performance fell to a realistic level.
Performance
Using five-fold stratified cross-validation for tuning and a 20% held-out test set, gradient boosting achieved ROC-AUC 0.81 (95% CI 0.78 to 0.84) versus 0.78 for logistic regression. PR-AUC was 0.46 against a baseline of 0.14, the dropout rate.
Interpretation
SHAP values showed first-semester credits and attendance as the largest contributors. The write-up describes these as predictive markers, not causes of dropout.
Illustrative example with invented data and results; it does not describe a real client or institution.
A fictional public health project analyzed 25,000 online comments about a vaccination campaign. All figures and topics are invented for illustration.
Read the excerpt
Topic model
BERTopic identified 18 topics after merging near-duplicates; 22% of comments were outliers. The largest topics concerned side effects, access and trust in authorities. Each topic was labeled after reading 20 representative comments.
Sentiment validation
VADER compared with 400 human-coded comments gave macro-F1 of 0.58, failing on sarcasm. A fine-tuned transformer reached macro-F1 of 0.79 on a held-out set, so it was used for the main analysis.
Illustrative only; the dataset, topics and scores are fictional and show reporting style, not a real client project.
A fictional study mapped advice-seeking among 64 teachers in one school using a roster survey with a 90% response rate. All numbers are invented.
Read the excerpt
Network description
The directed network had 312 ties (density 0.08) and a reciprocity of 0.41. Leiden community detection found four communities largely matching subject departments (modularity 0.47), stable across 100 runs.
Brokers
Three teachers had high betweenness but modest degree; all were members of cross-department committees, suggesting a brokerage role that the qualitative interviews could explore.
Illustrative only; the school, teachers and statistics are invented to show how findings are reported.
A fictional public health study examined travel time to the nearest primary care clinic across 420 districts. All values are invented.
Read the excerpt
Spatial autocorrelation
Travel time showed strong positive spatial autocorrelation (Moran's I = 0.52, p < 0.001 by permutation). LISA identified a cluster of high-travel-time districts in the northeast.
Model choice
OLS residuals were spatially autocorrelated. Lagrange multiplier tests favored a spatial error model, which was reported alongside OLS for comparison. A GWR model showed the effect of road density was stronger in rural districts.
Illustrative example with invented data; it does not describe a real client or location.
A fictional review pooled 18 randomized trials of a school-based mindfulness program on anxiety. The numbers are invented to show how results are reported.
Read the excerpt
Pooled effect
A random-effects model (REML, Hartung–Knapp adjustment) gave Hedges' g = −0.28, 95% CI [−0.41, −0.15]. Heterogeneity was substantial (I² = 64%, τ² = 0.05), and the 95% prediction interval [−0.76, 0.20] suggests effects in a new school could range from moderate benefit to none.
Moderators and bias
Meta-regression suggested smaller effects in trials with active control groups. The funnel plot was mildly asymmetric and Egger's test p = 0.07; trim-and-fill imputed three studies, reducing g to −0.21 as a sensitivity estimate.
Illustrative only: the review, trials and statistics are invented and are not a real client's findings.
Sample walkthrough note: independent-samples t test
A master's student compared exam anxiety scores between students who did and did not attend a mindfulness workshop (n = 58 and n = 61). The numbers below are invented to show how we annotate SPSS output.
Read the excerpt
Which row to read
Levene's test was significant (F = 5.12, p = .026), so the variances differ between groups. Read the 'Equal variances not assumed' row (Welch's t test), where df is adjusted to 108.4 rather than 117.
What the result says
Workshop attendees reported lower anxiety (M = 2.84, SD = 0.61) than non-attendees (M = 3.19, SD = 0.88), t(108.4) = −2.53, p = .013, Cohen's d = −0.46, 95% CI [−0.83, −0.10]. The confidence interval for d excludes zero but is wide, which is worth mentioning.
Syntax used
T-TEST GROUPS=workshop(0 1) /VARIABLES=anxiety_mean /ES DISPLAY(TRUE) /CRITERIA=CI(.95). The anxiety_mean score was computed earlier as MEAN.5 of six items after recoding items 2 and 5.
Illustrative example with invented data. Real walkthroughs follow your variables, SPSS version and reporting requirements.
Sample code-review note: a merge that inflated the sample
A master's student merged firm-year financial data with an industry classification file and found 18,400 observations instead of 12,300. The figures are fictional and illustrate our review notes.
Read the excerpt
Diagnosis
The classification file listed some firms under two industry codes in different years, so a m:1 merge on firm_id alone was invalid. duplicates report firm_id in the using file showed 412 repeated identifiers.
Fix
The merge key was changed to firm_id and year, the classification file was expanded to firm-year level, and the code now runs isid firm_id year before the merge and assert _merge != 2 after it.
Effect on results
After correction, N returned to 12,300 and the coefficient on leverage moved from 0.041 to 0.029 with standard errors clustered by firm. The review note explains why the earlier estimate double-counted multi-industry firms.
Illustrative example with invented data and results. Real reviews are based on your code, data and research design.
Sample note: diagnosing a singular mixed-model fit
A doctoral researcher modeled reaction times from 42 participants across 120 trials with random slopes for condition by participant and by item. The numbers are invented to illustrate our notes.
Read the excerpt
What the warning meant
The model returned 'boundary (singular) fit'. VarCorr() showed the by-item random slope variance estimated at 0.00 and a correlation of −1.00 with the intercept, so the data could not support that term.
What we did
Following a documented simplification sequence, we removed the correlation term, then the by-item slope. The reduced model converged normally, and a likelihood-ratio test showed no meaningful loss of fit (χ²(2) = 1.84, p = .40).
How it is reported
The condition effect was 38 ms, 95% CI [21, 55], from the reduced model. The script keeps both models and the comparison so the decision is transparent in the supplementary code.
Illustrative example with invented data. Real notes depend on your design, data and field conventions for model simplification.
Sample review note: leakage in a dropout-prediction model
An education researcher predicted course dropout from learning-platform logs for 3,900 students and reported an AUC of 0.94. The values are invented to show what a review note looks like.
Read the excerpt
Issue found
Missing values were imputed and features standardized on the full dataset before the train-test split, and one feature, 'days_active_total', included activity after the prediction date.
Correction
Preprocessing was moved into a scikit-learn Pipeline fitted within each cross-validation fold, the post-cutoff feature was rebuilt using only data up to week 4, and students were split by cohort to avoid overlap.
Revised result
Cross-validated AUC fell to 0.78 (SD across folds 0.03), with a calibration plot and a confusion matrix at the chosen threshold. The note explains why the lower figure is the honest estimate for new cohorts.
Illustrative example with invented data and metrics. Real reviews depend on your data, design and reporting standards.
Sample note: reading an ARDL bounds test in EViews
A master's student estimated the long-run relationship between remittances and household consumption with 36 years of annual data. The values are invented to illustrate our annotation style.
Read the excerpt
Pre-tests
ADF and KPSS tests indicated consumption and remittances were I(1) and the interest rate I(0), with no I(2) series, so an ARDL approach was suitable. Lag lengths were chosen by AIC with a maximum of 3 given the short sample.
Bounds test
The F-statistic was 6.21, above the upper bound critical value of 4.85 at 5% for the case with an unrestricted constant, so the null of no long-run relationship is rejected.
Long-run and adjustment
The long-run coefficient on log remittances was 0.18 (SE 0.06). The error-correction term was −0.42, meaning about 42% of a deviation from equilibrium is corrected within a year. The note flags the small sample as a limitation to discuss.
Illustrative example with invented data and results. Critical values and model cases depend on your specification and should be taken from the software output and relevant tables.
A researcher exported 1,146 responses from an online survey on workplace wellbeing. The counts below are invented to show the format of our cleaning log.
Read the excerpt
Exclusions
1,146 records exported → 38 test or preview responses removed → 1,108 → 21 duplicate respondent IDs resolved by keeping the most complete record → 1,087 → 64 failing both attention checks removed per the preregistered rule → 1,023 analyzed.
Recoding
Items wb_3, wb_5 and wb_8 were reverse-scored (6 − x) into wb_3r, wb_5r and wb_8r. Corrected item-total correlations for these items changed from −0.31 to −0.22 before recoding to 0.46 to 0.58 after, confirming the direction.
Missing data
Item-level missingness ranged from 0.4% to 6.8%, highest for income. Scale scores were computed when at least 80% of items were answered; income missingness is handled by multiple imputation in the main analysis, as agreed.
Illustrative example with invented counts. Real logs follow your data, protocol and preregistered rules.
A doctoral student tested whether social support moderates the relationship between workload and burnout in 286 nurses. The numbers are invented to illustrate our interpretation guides.
Read the excerpt
What the output shows
The workload × support interaction was significant, b = −0.11, SE = 0.04, t(282) = −2.75, p = .006, 95% CI [−0.19, −0.03], adding 1.9% explained variance (ΔR² = .019).
What it means
Workload is more strongly related to burnout when support is low. Simple slopes: at low support (−1 SD) b = 0.52, 95% CI [0.39, 0.65]; at high support (+1 SD) b = 0.28, 95% CI [0.15, 0.41]. Support weakens but does not remove the association.
Reporting advice
Include an interaction plot with both slopes and their confidence bands. Because the data are cross-sectional, describe support as associated with a weaker relationship rather than as protecting nurses from burnout.
Illustrative example with invented results. Your guide will be based on your own output, design and style requirements.
An economics author prepared a package for a journal requiring replication materials, with 6 tables and 4 figures from Stata and R code. The findings are invented to show the report format.
Read the excerpt
Rerun summary
Clean run in Stata 19/SE and R 4.6 completed in about 2 hours 10 minutes after two fixes. 9 of 10 exhibits matched the manuscript exactly; Table 4 differed in the third decimal place.
Critical finding
Table 4 used bootstrapped standard errors without a seed. Adding set seed 20260927 in 04_robustness.do made results stable; the manuscript values fell within the range of 50 reruns, so conclusions were unaffected. The manuscript table was updated to the seeded values.
Important findings
Two scripts used absolute paths to the author's laptop, and the R code relied on a package loaded interactively but not listed. Both were fixed, and the README's computational requirements now list all Stata and R packages with versions.
Illustrative example with invented findings. Real reports depend on your code, data and the journal's requirements.
Illustrative excerpt: proofread paragraph with comments
A master's student in public health sends a 14,000-word dissertation with a university policy that allows correction of spelling, grammar and punctuation, but not rewriting. The text and changes below are invented to show the format.
Read the excerpt
Original sentence
"Participants who's income was below the threshold reported less visits to primary care, this was expected based on previous litterature (Smith, 2018)."
Tracked corrections
"Participants whose income was below the threshold reported fewer visits to primary care; this was expected based on previous literature (Smith, 2019)." Changes: who's → whose; less → fewer (countable noun); comma splice → semicolon; litterature → literature.
Margin comment
"The reference list gives Smith (2019). I have changed the in-text year to match — please confirm which is correct."
Summary note entry
"Recurring pattern: comma splices joining two full sentences (14 instances). Consider a semicolon, a full stop or a linking word such as 'which'."
Illustrative example only: the student, text, citation and counts are invented to show how proofreading changes and comments are presented.
Illustrative excerpt: copyedit with style-sheet entries
Two education researchers send a 9,000-word co-authored article for a journal using APA 7. Sections were drafted separately. The sentences and decisions below are invented to show the format of the deliverable.
Read the excerpt
Tracked edit
Before: "Over 50% of the 312 teachers (N=312) said that professional development (PD) was 'not useful', whilst Professional Development in rural schools was rated higher." After: "More than half of the teachers (n = 312) rated professional development (PD) as "not useful," whereas PD in rural schools was rated higher."
Margin query
"Section 2 defines PD as 'formal courses only', but section 4 includes peer observation. Should the definition be broadened, or should section 4 use a different term?"
Style sheet entries
PD — define at first use in abstract and again in main text (APA). Use n for subsample, N for total sample. Double quotation marks; punctuation inside (American). "whereas" not "whilst". Numbers 10 and above as numerals; percentages with % after numerals.
Illustrative example only: the authors, sample and text are invented. Real style sheets follow your journal's or institution's guide.
Illustrative excerpt: line-edited paragraph from a discussion section
An early-career economist sends a 7,500-word working paper before journal submission. A reviewer of an earlier version said the discussion was "hard to follow". The paragraph and changes are invented to illustrate the format.
Read the excerpt
Original
"With regard to the results that were obtained in the fixed-effects estimation, it can be observed that the coefficient on remittances, which was positive and significant, is consistent with the hypothesis that was formulated in Section 2, although it should be noted that the magnitude was smaller than has been found in previous studies, which may possibly be explained by the fact that our sample includes a larger number of middle-income countries."
Line-edited
"The fixed-effects estimates support the hypothesis in Section 2: remittances have a positive, significant effect. The effect is smaller than in previous studies, possibly because our sample includes more middle-income countries."
Comment
"Split into two sentences so the finding comes first and the comparison second. Removed 'may possibly' (double hedge) and kept 'possibly'. Word count 72 → 36; meaning unchanged — please confirm."
Illustrative example only: the author, paper and text are invented to show how a line edit and its explanation are presented.
Illustrative excerpt: editorial report for a rejected manuscript
A health-services researcher shares an 8,000-word mixed-methods article rejected with the comment "contribution unclear". The report extracts below are invented to show format and tone.
Read the excerpt
Overall assessment
"The study has a clear and interesting finding — nurses' informal workarounds reduced discharge delays — but it appears only in the qualitative results on p. 17. The introduction frames the paper as a general evaluation of the discharge protocol, so readers are not looking for this finding."
Priority 1: reframe the contribution
"Consider leading with the workaround finding in the title, abstract and final paragraph of the introduction. The survey results (currently first) could then be presented as context that explains why workarounds emerged."
Priority 2: tighten the literature review
"Section 2 reviews 23 protocol evaluations in sequence. Grouping them by what they did not examine (frontline adaptation) would build directly to your gap and cut roughly 900 words."
Margin comment (p. 21)
"This sentence generalizes to 'hospitals' from two wards in one trust. Could you limit the claim or discuss transferability here?"
Illustrative example only: the study, findings and word counts are invented to show what an editorial report and margin comments look like.
Illustrative excerpt: language-edited abstract sentence and pattern note
An agricultural engineering researcher prepares a manuscript for an international journal after an editor asked for language editing. The sentences and notes below are invented to show the format.
Read the excerpt
Original
"This study aims to investigate about the effect of drip irrigation to the yield of tomato in semi-arid region, where the water is scarce resource."
Edited
"This study investigates the effect of drip irrigation on tomato yield in a semi-arid region where water is a scarce resource."
Explanations
"investigate about" → "investigate" (the verb takes a direct object); "effect ... to" → "effect ... on"; "the yield of tomato" → "tomato yield" (compact noun phrase common in scientific English); added "a" before singular countable nouns "semi-arid region" and "scarce resource"; removed "the" before "water" (general, uncountable).
Pattern note
"Articles: 38 edits in this manuscript. Rule of thumb: a singular countable noun (region, method, sample) almost always needs a/an/the or another determiner. Uncountable nouns used in a general sense (water, research, information) usually take no article."
Illustrative example only: the author, study and counts are invented to show how edits and explanations are presented.
A 3,000-word marketing essay edited within a 'proofreading only' policy
An illustrative second-year business student (a fictional case) submits a 3,000-word essay on brand loyalty with 24 sources in Harvard style. The module handbook permits proofreading for language and referencing but prohibits changes to content.
Read the excerpt
What the edit found
About 140 tracked corrections, most of them article use and tense shifts between past and present when describing studies. Eleven comments asked for clarification where a sentence could mean two things. Three in-text citations had no matching reference entry and two references were never cited.
What stayed untouched
The essay's structure, argument and examples were not changed. A paragraph that seemed to contradict the conclusion was flagged in a comment for the student to review, not rewritten.
Pattern note
The note explained the difference between 'Smith (2021) found' and 'Smith (2021) finds' in Harvard-style writing, with two examples from the essay, and listed the three missing references.
Illustrative, fictional example. The number and type of edits depend on your draft and on what your institution permits.
An illustrative doctoral candidate (fictional) in public health submits an 82,000-word thesis with seven chapters, 410 references in Vancouver style and a university policy permitting language and consistency editing with supervisor approval and acknowledgement.
Read the excerpt
Consistency issues found
The style sheet recorded 31 decisions. 'Low- and middle-income countries' appeared in four forms; LMIC was defined in Chapters 1, 3 and 5 but not in the abstract; 'Figure 4.3' in Chapter 6 referred to a figure renumbered during revisions.
Queries raised, not rewritten
Fourteen queries went into the summary, including a prevalence figure given as 23.4% in the results and 24.3% in the discussion, and two paragraphs in Chapter 2 and Chapter 5 that were almost identical. The candidate resolved these with the supervisor.
Referencing
Nine citation numbers were out of sequence after late additions, and six references lacked DOIs that the university's Vancouver guidance asked for. All were listed for correction in the candidate's reference manager.
Fictional, illustrative example. Actual findings depend on your thesis, discipline and university policy.
Editing a 6,500-word environmental science article before resubmission
An illustrative research team (fictional) receives a 'major revisions' decision, with one reviewer noting that 'the English should be improved throughout'. The 6,500-word manuscript uses an author-date style and has four tables.
Read the excerpt
Consistency
The sampling sites were called 'stations', 'plots' and 'sites'; the authors chose 'sites', which was applied throughout. Three abbreviations were defined twice and one (DOC) not at all.
Precision
'Nitrate levels increased due to agricultural runoff' was queried because the design was correlational; the authors revised it to 'were higher at sites with greater agricultural land cover'.
Numbers
The abstract reported n = 146 samples while Table 1 totaled 142. The authors confirmed four samples were excluded and updated the abstract themselves.
Illustrative example with invented details; it is not a real client case or an indication of any review outcome.
An illustrative volume editor (fictional) has 14 chapters, around 120,000 words in total, for a university press that requires Chicago notes-bibliography style and US spelling. Contributors are based in six countries.
Read the excerpt
Style variation found
Six chapters used Chicago notes, four used author-date, and four used their own variants. Two chapters used UK spelling and single quotation marks. Arabic names were transliterated in three different systems.
Decisions and style sheet
With the volume editor, we agreed on one transliteration system, bibliography per chapter as the press preferred, and a list of 45 recurring names and terms. The style sheet went to the press with the manuscript.
Contributor queries
Each chapter had 5–20 queries, mostly incomplete notes and missing page ranges for quotations. Queries were sent through the volume editor in one batch per chapter.
Illustrative example with invented details. It does not describe a real volume or publisher.
A master's dissertation converted from Harvard to APA 7
An illustrative education master's student (fictional) learns late that the program requires APA 7 rather than the Harvard style used throughout a 15,000-word dissertation with 96 references, some managed in Zotero and some typed by hand.
Read the excerpt
Correspondence
Seven in-text citations had no matching entry, and four entries were never cited. Two citations used a different year from the reference entry.
Conversion
All in-text citations were changed to APA 7 author–date form, including 'et al.' for three or more authors from the first citation. Reference entries lost publisher locations and gained DOI links where the article had one.
Items for the student
Five direct quotations lacked page numbers and two government reports could not be identified from the details given. These went into the issues log.
Fictional example for illustration only; your document's issues will differ.
A returned engineering thesis reformatted to regulations
An illustrative doctoral candidate (fictional) in civil engineering has a 210-page thesis returned by the graduate school for inconsistent page numbering, a manual contents page and captions above figures instead of below.
Read the excerpt
Diagnosis
Headings used four slightly different manual formats; 68 captions were plain text; three landscape tables had been inserted with page breaks, restarting page numbers each time.
Rebuild
All headings were mapped to styles with linked numbering, captions converted to caption fields placed per the regulations, and landscape tables placed in their own sections with numbering continued.
Outcome
The contents, list of tables and list of figures generated automatically. The candidate added a late figure in Chapter 5 and all later figure numbers and cross-references updated in one step.
Fictional, illustrative example; it does not represent a real candidate or institution.
An illustrative nursing research team (fictional) moves a 4,800-word article from an APA 7 journal to one requiring AMA style, a structured abstract of up to 300 words, a blinded manuscript and a CRediT statement.
Read the excerpt
Checklist findings
The new journal counted words excluding abstract and references, so the article was within limit. The abstract needed Background, Methods, Results and Conclusions headings. A data availability statement was required and missing.
Reformatting
Fifty-two references were converted to AMA with superscript numbering. The two figures were supplied separately as TIFF files at the required resolution. Acknowledgements naming a hospital unit were moved to the title page for the blinded version.
Items for the authors
The team supplied the data availability wording and confirmed each author's CRediT roles, which were then added in the journal's format.
Illustrative example with invented details. It does not describe a real journal, team or outcome.
Formatting 18 tables and 9 figures in a psychology thesis
An illustrative master's candidate (fictional) has 18 tables pasted from SPSS and 9 Excel charts in a thesis that must follow APA 7 and be deposited in an open repository with accessibility requirements.
Read the excerpt
Tables
Gridlines were removed, variable codes replaced with labels, decimals standardized to two places (three for p values), and probability notes added. Two long correlation tables were set to repeat header rows across pages.
Figures
The Excel charts were regenerated with consistent fonts, direct labels replacing a red–green legend, and exported at 300 dpi. Captions were placed as APA figure numbers and titles above each figure.
Accessibility
The candidate supplied one-sentence descriptions of each figure; alt text was drafted from them, stating the main finding, and checked by the candidate.
Fictional example for illustration; it is not a real thesis or client.
Migrating a doctoral library from Mendeley Desktop to Zotero
An illustrative doctoral candidate (fictional) in education has 1,150 references in Mendeley Desktop, writes in Word, and needs APA 7. Their co-authors use Zotero, and the old Word plugin has stopped working after a Word update.
Read the excerpt
Decision
Because co-authors used Zotero and the candidate wanted better LaTeX support for a future paper, we agreed a move to Zotero rather than to Mendeley Reference Manager.
Migration and cleanup
The library was imported with PDFs and annotations. Deduplication merged 86 duplicates; 140 titles in all capitals were corrected; 37 reports mistakenly saved as journal articles were retyped.
Workflow
The candidate practiced inserting citations with the new citation dialog, set up a group library with co-authors, and received a one-page guide for capture and backup.
Fictional, illustrative scenario. Numbers are invented to show the type of work involved.
Illustrative excerpt: word-count audit and tightened paragraph
A management researcher must cut a 9,400-word manuscript to a journal's 8,000-word limit (excluding references). All counts and text below are invented to show the format.
Read the excerpt
Audit summary
Introduction 1,150 → 900; Literature review 3,300 → 2,500 (merge sections 2.2 and 2.4, which both review absorptive capacity); Methods 1,600 → 1,350 (move instrument details to Appendix B); Results 1,500 → 1,450; Discussion 1,850 → 1,800. Projected total: 8,000.
Before (74 words)
"In order to be able to address the research question that was outlined in the introduction section of this paper, it was decided that a survey methodology would be adopted, due to the fact that this would allow for the collection of data from a large number of firms across a variety of different sectors, which was considered to be important in view of the aims of the study as described above."
After (27 words)
"To address our research question, we surveyed firms across multiple sectors, because the study's aims required a large, cross-sector sample." Comment: "Claim and rationale unchanged; please confirm 'multiple sectors' matches your wording elsewhere."
Illustrative example only: the study, counts and sentences are invented. Achievable reductions depend on the draft and on what you decide to keep.
A fictional doctoral graduate in education has a 72,000-word mixed-methods thesis on teacher feedback practices in secondary schools, with a survey of 611 teachers and 24 interviews. The summary below is invented to illustrate the deliverable.
Read the excerpt
Paper A — lead empirical paper
Contribution: survey evidence that feedback literacy predicts dialogic feedback practice after controlling for workload (thesis Chapters 4–5). Target length 8,000 words. Keep the measurement model and main regressions; move robustness models and full item wording to supplementary files.
Paper B — qualitative companion
Contribution: how teachers negotiate feedback policy under time pressure (Chapter 6 interviews). Distinct research question; cross-cite Paper A for context and state the shared sample in both methods sections.
Not recommended as a separate paper
The Chapter 2 literature review is thorough but not systematic; its strongest arguments should be folded into Papers A and B rather than submitted as a standalone review.
Illustrative example with invented details. Real maps depend on your thesis, field norms and your co-authors' decisions.
A fictional public-health team drafted an observational paper on commuting mode and self-reported wellbeing in 1,208 adults, with three hypotheses. The excerpt is invented to show the format.
Read the excerpt
Golden-thread row for H2
H2 (active commuting is associated with higher wellbeing than car commuting): stated in Introduction, paragraph 5. Method: regression model 2 described in Methods 2.4. Result: Table 3, reported. Discussion: not addressed — the discussion interprets H1 and H3 only.
Margin comment on the discussion
The H2 result (adjusted difference 2.1 points on a 70-point scale) is the one reviewers are most likely to question because of self-selection. Discuss it directly, compare it with prior cohort evidence you cite in the introduction, and note that the cross-sectional design limits causal claims.
Reporting check
STROBE items 12(d) (handling of missing data) and 19 (limitations, including direction of potential bias) are not yet addressed.
Illustrative example with invented numbers and scenario, not a client project.
Before-and-after abstract sentences and title options
A fictional environmental science team studied microplastic concentrations in sediment at 36 river sites. The text below is invented to illustrate the kind of edits we make.
Read the excerpt
Original result sentence
"Results showed interesting differences in microplastic levels between sites, which are discussed in relation to land use."
Edited result sentence
"Median microplastic concentration was 3.4 times higher at sites downstream of wastewater outfalls than at upstream sites (412 vs 121 particles/kg dry sediment), and urban land cover explained 38% of between-site variation."
Title options
1) Wastewater outfalls and urban land cover predict microplastic concentrations in river sediments. 2) Microplastics in river sediments downstream of wastewater outfalls: a 36-site survey. 3) Where do river microplastics accumulate? Evidence from sediment sampling across an urban gradient.
Illustrative example with invented data. Real edits are based only on what your manuscript reports.
A fictional management researcher has a PLS-SEM study on remote-work autonomy and innovative behavior in 340 employees, and her school requires ABDC A or AJG 3 journals. The entries below use invented journal names and figures to illustrate the format.
Read the excerpt
Tier 1 (ambitious): 'Journal of Organizational Innovation Studies'
Scope: explicit interest in work design and innovation. Published four PLS-SEM survey papers in the last two years. ABDC A (2025 list), AJG 3 (AJG 2024). SJR Q1 in Management of Technology and Innovation. Hybrid; APC covered by the author's library agreement per the library's list, to be confirmed. Limit 9,000 words.
Tier 2 (realistic): 'Human Resource Development Review Quarterly'
Scope fit is strong on autonomy and employee behavior. ABDC A; not listed in AJG. JCR Q2 (Management). Subscription journal with optional open access. Published review times suggest a first decision in roughly three months.
Integrity note
A third candidate was excluded: its website claims Scopus indexing, but the title appears on the Scopus discontinued-titles list, and a near-identical domain appears in the Retraction Watch Hijacked Journal Checker.
Illustrative example: journal names, ratings and figures are invented. Real reports cite verifiable sources and check dates.
A fictional early-career engineer received an invitation from 'International Journal of Advanced Structural Systems' (invented name) offering review within seven days for a fee payable after acceptance. The findings below are invented to illustrate the report.
Read the excerpt
Identity and indexing
The ISSN quoted on the website is registered to a different, legitimate journal with a similar title. The legitimate journal is listed in Scopus; the website used in the invitation is not the domain linked from the Scopus record or the publisher's site.
Hijacking signals
The domain was registered eleven months ago; the legitimate journal has published since 2009. The DOIs listed on the site do not resolve at doi.org. The domain matches a pattern of clones listed in the Retraction Watch Hijacked Journal Checker.
Verdict
Likely hijacked (high confidence). Do not submit or pay. If you want to publish in the legitimate journal, reach it only through the publisher's official website and its submission system.
Illustrative example with an invented journal and invented findings, not a real case.
A fictional three-author team is submitting a qualitative study of nurses' experiences of night-shift handovers to a nursing journal. The wording below is invented to illustrate structure, not a template to copy.
Read the excerpt
Fit paragraph
"Your journal has recently published several studies on patient-safety communication in acute care, including debates on structured handover tools. Our findings show why nurses adapt structured tools during night shifts and suggest when adaptation supports, rather than undermines, safety. We believe this will interest readers responsible for handover policy."
Declarations
"This manuscript has not been published and is not under consideration elsewhere. An earlier version of the findings was presented as a poster at a national nursing conference; no proceedings were published. All authors approved the manuscript and agree with its submission."
CRediT statement
A. Author: Conceptualization, Methodology, Investigation, Writing – original draft. B. Author: Formal analysis, Validation, Writing – review & editing. C. Author: Supervision, Funding acquisition, Writing – review & editing.
Illustrative example only. Every statement in a real submission must reflect your study's actual history and your team's actual contributions.
An early-career researcher received a major revision on a mixed-methods education paper, with 14 comments from Reviewer 1 and 9 from Reviewer 2. The entries below are invented to illustrate the format.
Read the excerpt
R1.4 (accepted)
Comment: 'The sample size for the interview phase is not justified.' Response: Thank you; we agree this needed explanation. We now justify the sample using information power and describe when recruitment stopped (Methods, p. 9, lines 188–201). New text: 'Recruitment ended after 18 interviews, when the final three added no new codes relevant to RQ2…'
R2.3 (respectfully declined)
Comment: 'The authors should add a longitudinal follow-up.' Response: We agree this would strengthen causal claims. Because the study was designed and ethically approved as a single-wave survey, a follow-up is not possible within this paper. We have added this as a limitation and a direction for future work (Discussion, p. 21, lines 455–462) and softened causal language throughout (see tracked changes).
Note to the editor on R1.7 and R2.5
Reviewer 1 asked us to shorten the theoretical framework, while Reviewer 2 asked for more detail on self-determination theory. We have condensed the general review by about 400 words and expanded the SDT subsection to address Reviewer 2's specific points, so the section is now shorter overall but more focused.
Illustrative example only. Comments, page numbers and details are invented to show structure; real letters follow your journal's instructions and your own decisions.
A public-health researcher's paper on vaccine uptake in rural clinics was desk-rejected in five days by a broad medical journal. The summary below is fictional and shown only to illustrate our approach.
Read the excerpt
What the decision signals
The template wording ('does not meet the priorities of our general readership') and the speed indicate a fit decision, not a methods judgment. The paper's contribution is regional and implementation-focused, while the journal publishes mainly trials with broad clinical implications.
Fixable contributors
The abstract opens with background rather than the finding. The cover letter restates the abstract without explaining why the work matters to that journal's readers. Reporting follows STROBE but the checklist was not uploaded.
Recommended route
Revise the opening and contribution statement, complete the STROBE checklist, and re-target to three implementation-science and rural-health journals of comparable standing that have published similar observational studies recently. No grounds for appeal.
Illustrative, invented example. Real recommendations depend on your paper, the actual decision letter and your field's publishing norms.
A doctoral student's IEEE conference paper on sensor-fault detection was 7.6 pages against a 6-page limit including references. The summary below is invented to illustrate our approach.
Read the excerpt
Condensed
Introduction reduced from four paragraphs to two by removing the section-by-section preview. Related work reorganized around three contrasting approaches instead of nine paper summaries.
Moved or merged
Two ablation tables merged into one with a shared header. A proof moved to the supplementary PDF that the call permits, with a one-sentence statement kept in the paper.
Checked
Template margins and font sizes unchanged; self-citations rewritten in the third person; code link replaced with an anonymized repository. Final length: 6 pages including references.
Illustrative example with invented details. Real edits follow your conference's call, template and policies.
Sample proposal excerpts: brief description and comparable title
A historian is revising a dissertation on port cities and cholera in the nineteenth-century Mediterranean into a first monograph. The excerpts are fictional and shown only to illustrate the register.
Read the excerpt
Brief description
Quarantine Cities argues that cholera did not simply expose the weakness of Mediterranean port administrations; it created them. Following merchants, doctors and harbor officials across four ports, the book shows how emergency measures became the everyday machinery of the modern state.
Comparable title entry
[Invented title], [University Press, 2021] examines quarantine in the Atlantic world through medical debate. Quarantine Cities shares its readership in the history of medicine but centers administrators and merchants, and extends the story into Ottoman and Italian archives.
Revision note
The dissertation's two literature chapters will be reduced to a 6,000-word introduction; a new chapter on labor in the lazarettos will draw on material gathered after the defense.
Illustrative, invented example. Titles, presses and details are placeholders to show structure, not real works or real clients.
A doctoral researcher in computational economics plans to submit to an economics journal and wants a preprint for job-market applications. The memo is invented to illustrate our format.
Read the excerpt
Recommended server
Post to SSRN (Economics Research Network) for visibility with economists; optionally cross-list to arXiv econ.EM, which requires endorsement as this would be the author's first arXiv submission in that area.
Journal policy check
Target journal accepts papers previously posted as working papers or preprints; asks authors to note the preprint's DOI on submission. No license restriction stated; CC BY recommended for maximum reuse, but the author prefers the server's default license.
Actions
Add ORCID iDs and a data availability statement; replace a placeholder figure; after acceptance, update SSRN with the journal reference and DOI.
Illustrative example only. Policies change; we check current official pages for your journal and server at the time of your request.
A nutrition researcher needed a 250-word lay summary for a journal. The text below is invented to show the kind of change we make.
Read the excerpt
Before
This cross-sectional analysis of 2,104 adolescents examined associations between ultra-processed food consumption and sleep duration, adjusting for socioeconomic covariates, and found a statistically significant inverse association.
After
We asked about 2,100 teenagers what they ate and how long they slept. Those who ate more ultra-processed foods, such as packaged snacks and sugary drinks, tended to sleep less, even after accounting for family income. Our study was a snapshot in time, so it cannot tell us whether the food affects sleep, sleep affects food choices, or something else explains both.
Why it changed
The finding moved to the start; technical terms were replaced; the limitation was explained in everyday language rather than as 'cross-sectional design'.
Illustrative, invented example. It does not describe a real study or client.
An early-career engineer who published under two transliterations of her surname wanted a clean record before a fellowship application. The audit below is invented to illustrate the format.
Read the excerpt
Findings
ORCID: created but only 3 of 17 works listed. Google Scholar: public, but includes 4 papers by a namesake. Scopus: two author profiles (11 and 5 documents). Web of Science: unclaimed author record with outdated affiliation.
Actions
Import works to ORCID via Crossref and Scopus search-and-link; switch Scholar to manual review and remove namesake items; request Scopus profile merge; claim Web of Science record and link ORCID.
Follow-up
Re-check Scopus and Web of Science after correction requests are processed; add future papers using the ORCID iD at submission.
Illustrative example with invented details, not a real client.
A mid-career education researcher with 22 articles wanted stronger evidence of reach for a promotion case. The excerpt is invented to illustrate our format.
Read the excerpt
Access
Only 6 of 22 articles were openly available. For 13 of the remaining 16, publisher policies allowed the accepted manuscript to be deposited in the institutional repository immediately or after an embargo that has already passed.
Discoverability
Three highly relevant articles had titles built around a program acronym that practitioners do not search for; abstracts did not state findings. Recommendation: add plain-language summaries in the repository records and use descriptive keywords.
Wider use
Two classroom tools from the research are used by teachers but are not citable. Recommendation: deposit them in a repository with DOIs and a license so use can be tracked and credited.
Illustrative, invented example. Real recommendations depend on your publications, rights and goals.
A fictional first-year engineering student scored poorly on an integration quiz and asked for help four weeks before the midterm. The details below are invented to illustrate what a progress note looks like.
Read the excerpt
Diagnostic finding
Integration by substitution was being attempted without checking whether the derivative of the inner function was present. The root cause was weak recognition of composite functions, not integration itself. Algebraic simplification of rational expressions was also slow.
Sessions 1–3
Composite-function recognition drills; substitution practice with faded worked examples; a decision checklist for choosing between substitution, parts and partial fractions. Practice sets interleaved these with differentiation review.
Review after three weeks
On a mixed timed set of ten integrals, correct method choice rose from four to eight; remaining errors were algebraic. Next priority: partial fractions and improper integrals, plus two timed past midterms.
Illustrative example with an invented student and invented figures. Real progress notes reflect your own course and results.
Sample session plan: hypothesis testing for a psychology student
A fictional second-year psychology student could run independent t-tests in SPSS but couldn't explain the output or choose between tests. This plan is invented to show how a session might be structured.
Read the excerpt
Warm-up (10 minutes)
Retrieval questions from the last session: what the standard error measures, and why a larger sample narrows a confidence interval.
Core concept (25 minutes)
Simulate two groups drawn from the same population many times to see how often a difference this large appears by chance. Connect that to the p-value, then to the t statistic in the SPSS output.
Application and write-up (25 minutes)
The student chooses between independent, paired and Welch t-tests for three short scenarios, runs one in SPSS and writes a two-sentence APA-style result including Cohen's d and a 95% CI. Practice set: four mixed scenarios with worked solutions.
Illustrative session plan with an invented student. Actual plans follow your course content and pace.
Sample learning plan excerpt: A-Level-style chemistry
A fictional student found equilibrium and acid–base topics confusing six months before exams. The plan below is invented to illustrate structure and level of detail.
Read the excerpt
Diagnostic summary
Secure on bonding and energetics. Gaps: rearranging Kc expressions, confusing strong and concentrated acids, and pH calculations for weak acids. Math: logarithms need review.
Weeks 1–4
Equilibrium: dynamic equilibrium, Le Chatelier's principle, Kc calculations with ICE tables. Logarithm refresher alongside. Practice sets mix new questions with earlier energetics questions.
Weeks 5–8
Acids and bases: Brønsted–Lowry theory, pH of strong and weak acids, Ka and pKa, buffers and titration curves. Then two timed exam-style papers with mark-scheme review.
Illustrative plan with an invented student. Real plans follow your syllabus, exam board and diagnostic results.
A fictional MBA student with no accounting background couldn't reconcile net income with operating cash flow. The notes are invented to show what a student receives after a session.
Read the excerpt
Key idea
Net income includes non-cash items and timing differences. The indirect method starts from net income and reverses them: add back depreciation, subtract increases in receivables, add increases in payables.
Worked example
Fictional company: net income 120, depreciation 30, receivables up 25, inventory down 10, payables up 15. Operating cash flow = 120 + 30 − 25 + 10 + 15 = 150. Each adjustment is explained with the matching balance sheet change.
Practice and next step
Three practice statements with solutions, one including a gain on sale of equipment. Next session: investing and financing sections, and linking all three statements.
Illustrative notes with invented figures in unspecified currency units. Real notes follow your course materials.
A fictional first-year student could write loops but failed recursion questions on a practice exam. The note below is invented to show format and detail.
Read the excerpt
Diagnostic
The student wrote recursive functions without a reachable base case and couldn't trace calls deeper than two levels. Loops and lists were secure.
Sessions 1–2
Call-stack diagrams for factorial and sum-of-list; the student wrote recursive versions of five familiar loop tasks, then predicted outputs before running them. Introduced the 'trust the recursive call' mindset with a string-reversal example.
Current status
Traces four-level recursion correctly on paper; writes base and recursive cases independently for list problems. Next: recursion on trees, and comparing recursive versus iterative complexity.
Illustrative example with an invented student. Real notes reflect your own course and progress.
A fictional English-speaking graduate student was preparing to begin a master's program taught in French. The summary is invented to illustrate the format.
Read the excerpt
Estimated levels
Reading B2, listening B1+, speaking B1, writing B1+. Strong passive vocabulary from academic reading in English cognates; spoken fluency limited by hesitation and avoidance of the subjunctive.
Priorities
1) Lecture listening and note-taking; 2) seminar discussion language (agreeing, nuancing, disagreeing politely); 3) formal written structure for the French dissertation style (introduction with problématique, two- or three-part plan).
First six sessions
Weekly listening practice with recorded lectures in the student's field, discussion role-plays, and one short practice text per week with corrective feedback and an error log.
Illustrative example with an invented student. Levels are estimates for planning, not official certification.
A fictional student wrote a practice paragraph on the causes of the 1917 Russian Revolutions for a question they were not being assessed on. The feedback below is invented to illustrate the approach.
Read the excerpt
What works
Accurate chronology and relevant detail on military defeats and food shortages in Petrograd.
What to develop
The paragraph lists problems but doesn't explain how they caused the collapse of tsarist authority. Try linking war losses to the army's loss of loyalty, and weigh this against long-term factors mentioned in paragraph one.
Practice task
Rewrite the paragraph's final three sentences so they rank the war against economic grievances and state a judgment. Then compare with one historian's interpretation from your reading list.
Illustrative feedback on an invented practice paragraph. We give feedback on practice work, not on assessed essays.
A fictional première student taking the mathematics and SES spécialités asked for help ahead of the new maths épreuve anticipée. The update is invented to show format.
Read the excerpt
Focus this month
Calculator-free automatismes (percentages, proportions, powers and fractions) through short daily drills, plus second-degree functions from the current spécialité chapter.
Progress
On a 12-question automatismes practice set, correct answers rose from 5 to 9 over four sessions. Confidence with fractions has improved; percentage-change questions still cause errors.
Next steps
Continue drills; start mixed reasoning exercises in exam format. Suggest the student uses the error log before each class test.
Illustrative update with an invented student and invented results. Real updates reflect your child's work.
A fictional student taking Math AA HL, Physics HL and Economics HL wanted to improve Math Paper 1 results while managing EE and IA deadlines. The plan is invented for illustration.
Read the excerpt
September–October
Math AA HL: non-calculator fluency, proof by induction and contradiction, and complex numbers, via weekly timed Paper 1 sections. EE: two skills sessions on source evaluation and reflection (student's own topic discussed only at a general level).
November–December
Math: calculus review and Paper 3-style extended questions. Physics: data-based questions and uncertainties. Economics: evaluation technique for Paper 1 essays using past questions.
January–March
Mock exam review, targeted work on weakest topics, and a revision timetable for April–May that accounts for any remaining school deadlines.
Illustrative plan with an invented student. Actual plans follow your school's calendar and current IB guides.
A fictional Cambridge IGCSE Extended candidate answered a 4-mark question on the effect of temperature on enzyme activity. The feedback is invented to show how marking is explained.
Read the excerpt
Student answer (summary)
Activity increases with temperature until it 'dies' at high temperatures.
Feedback
One mark likely for describing the increase. Missing: the idea of more kinetic energy and more frequent successful collisions; the optimum temperature; and that the active site changes shape (denatures), so the substrate no longer fits. Enzymes are proteins and don't 'die'; mark schemes expect 'denatured'.
Follow-up
Two similar questions on pH and substrate concentration, answered in timed conditions, followed by a comparison with the mark scheme wording.
Illustrative feedback on an invented answer; actual marks are determined by the board's mark scheme.
A fictional student answered a practice question asking whether a particle's speed is increasing at a given time. The feedback is invented to show how scoring guidelines are explained.
Read the excerpt
Student answer (summary)
"Speed is increasing because acceleration is positive."
Feedback
Speed increases when velocity and acceleration have the same sign. You found a(t) > 0 but didn't check v(t), which is negative at that time, so speed is actually decreasing. Scoring guidelines usually require both values and the comparison in words.
Follow-up practice
Three short questions on speed, velocity and acceleration from tables and graphs, each requiring a written justification. Then a timed hybrid-format FRQ, handwritten.
Illustrative feedback on an invented answer. Actual scoring follows College Board's published guidelines for each question.
A fictional undergraduate failed an econometrics module and had a resit in six weeks. The plan is invented to illustrate structure.
Read the excerpt
Diagnostic finding
OLS mechanics were understood, but the student could not interpret coefficients with logs or dummy variables, and was unsure about heteroskedasticity tests. Matrix notation from lectures was a barrier.
Weeks 1–3
Interpretation drills (log-level, level-log, log-log, dummies and interactions); assumptions and the consequences of violating them; heteroskedasticity-robust standard errors. Matrix notation introduced gradually alongside familiar scalar versions.
Weeks 4–6
Three past papers under timed conditions, reviewed question by question, with a final session on the two question types that caused most lost marks.
Illustrative plan with an invented student. Actual plans follow your module and exam format.
Illustrative plan excerpt: six-week revision block
A fictional second-year biology student has three exams in six weeks and has been revising by rereading lecture slides. The plan below is invented to show the kind of structure we build together.
Read the excerpt
Audit finding
Around 80% of study time went on rereading slides; no self-testing before the mock exam. Short-answer questions lost the most marks.
Weekly structure
Each weekday: one 45-minute block of new-topic review ending in a blank-page recall, one 30-minute block of mixed retrieval questions from earlier weeks. Saturday: one timed past-paper section. Sunday: 15-minute plan review.
Spacing schedule
Each lecture topic reviewed on day 1, around day 4, around day 10 and in the final week, with flashcards tagged by topic so weak areas come up more often.
Exam-day rule
Short-answer section: one minute per mark, answer the questions you can do fully first, leave a line of space under each answer to add points in the final check.
Illustrative example only. The student, figures and schedule are invented; your plan will reflect your own courses, exam formats and commitments.
A fictional first-year education student reads an invented article claiming that homework improves achievement in primary schools. The map below shows how we work through a reading together.
Read the excerpt
Main claim
Homework should be assigned daily in primary schools because it raises test scores.
Reasons and evidence
Reason 1: pupils who did more homework scored higher (correlational data from one district). Reason 2: teachers reported better preparation for lessons (survey of teachers only).
Hidden assumptions
That the homework caused the higher scores rather than, for example, family support; that one district represents others; that test scores are the right outcome.
Questions for the student's own evaluation
What other explanations fit the data? Would a study comparing randomly assigned classes answer the question better? What do pupils' own views add? The student then decides and justifies their own position.
Illustrative example only. The article, data and student are invented to show the method; sessions use your own readings.
A fictional master's student in public health submits one paragraph from a literature review. The comment below shows how coaching feedback prompts revision rather than rewriting.
Read the excerpt
What the paragraph does
It summarizes four studies in turn, each starting with the author's name and ending with a quotation. There is no opening sentence that tells the reader what the paragraph will argue.
Coaching comment
What do these four studies have in common, and where do they disagree? Try writing a topic sentence that states that relationship in your own words. Then consider which quotations could become paraphrases, keeping direct quotes only where the exact wording matters.
Student's next step
The student drafts a new topic sentence and reorganizes the studies into two groups by finding. In the following session we review the revision and add 'topic sentence states the relationship' to their checklist.
Illustrative example only. The student and paragraph are invented to show the style of coaching feedback.
A fictional undergraduate nursing student is preparing a dissertation on hand hygiene compliance. The log entry below shows the kind of record we help students keep; all counts are invented.
Read the excerpt
Database and date
CINAHL via the university library, searched on a single date recorded in the log; limits: English language, 2015 onwards, peer-reviewed.
Search string
("hand hygiene" OR handwashing OR "hand washing") AND (complian* OR adherence) AND (nurs* OR "health care worker*")
Results and next step
412 records, too many to screen for an undergraduate project. Next version adds a setting concept (hospital OR ward OR ICU) and uses the CINAHL heading for hand hygiene; 138 records. Both versions kept in the log.
Illustrative example with invented result counts. Your searches will depend on your question and your library's databases.
A fictional part-time third-year PhD candidate in education has completed data collection and has 20 months to submission. The excerpt below shows how a map and weekly commitments fit together.
Read the excerpt
Quarterly milestones
Q1: complete coding of 24 interviews and draft findings chapter 4. Q2: draft chapter 5 and revise literature review. Q3: discussion chapter and full draft to supervisors. Q4 onward: revisions, formatting and submission, with six weeks' buffer.
This week's commitments
Code interviews 7–9 (Tuesday and Thursday mornings); send supervision agenda by Friday; one 90-minute writing block for chapter 4 memo notes.
Review note
Last week two of three commitments met; Thursday block lost to work meeting. Agreed to move analysis to a morning before work starts and keep Thursday as a backup slot.
Illustrative example only. The researcher, project and timeline are invented to show the format of coaching deliverables.
A fictional fourth-year PhD candidate in environmental engineering joins a two-day online bootcamp to restart a stalled results chapter. The goals and outcomes below are invented.
Read the excerpt
Retreat goal
Produce a complete rough draft of sections 5.1 to 5.3 of the results chapter, around 3,000 words, with figures inserted as placeholders.
Block goals (day 1)
Block 1: outline 5.1 from the analysis notes. Blocks 2–3: draft 5.1. Block 4: list figures and captions. Blocks 5–6: draft 5.2 opening.
Outcome and plan
About 2,400 words drafted; 5.3 outlined but not written. Next week: two 90-minute morning blocks to finish 5.3, then send the section to the supervisor with a question about figure order.
Illustrative example only. The participant, project and word counts are invented to show how goal-setting works during a retreat.
Illustrative strategy plan for an essay-based course
A fictional second-year history student with dyslexia and ADHD is behind on reading and has an essay due in three weeks. The plan below is invented to show how strategies are combined.
Read the excerpt
Reading
Core readings converted to audio with text-to-speech at a comfortable speed while following the text; each reading previewed via headings first; three-question summary recorded as a voice note after each section.
Starting the essay
Two online body-doubling sessions a week of 50 minutes. First task defined as 'open the document and dictate everything I think about the question for ten minutes'.
Drafting and checking
Mind map converted to a paragraph outline; first draft dictated; proofreading done in two passes with read-aloud, then a spelling pass.
Accommodation note
Student prepares a short note for their disability adviser explaining that reading lists arrive late in inaccessible scanned formats, and asks about accessible copies.
Illustrative example only. The student and plan are invented; your strategies will be tailored to you and your course.
Illustrative session outline: logistic regression in a data science MOOC
A fictional learner on a data science certificate is stuck on a week-4 module about logistic regression and has a graded quiz due. The outline below shows how support stays on the learning side.
Read the excerpt
Concept first
We explain why linear regression does not suit a yes/no outcome, then introduce odds, log-odds and the sigmoid curve with a simple invented example about whether customers renew a subscription.
Parallel practice
The learner fits a logistic model on a different practice dataset in Python, interprets one coefficient as a change in log-odds and converts it to an odds ratio.
Graded quiz
The learner takes the quiz alone. Afterwards they bring a concept they found confusing — the difference between accuracy and recall — and we cover it with new examples.
Illustrative example only. The learner, course and data are invented to show how sessions support learning without involving graded work.
Illustrative walkthrough: related rates in calculus
A fictional first-year student is stuck on a homework problem about a ladder sliding down a wall. Instead of solving it, the tutor works through a parallel problem about a spherical balloon being inflated.
Read the excerpt
Parallel example
Air is pumped into a spherical balloon at 100 cm³/s. How fast is the radius increasing when r = 5 cm? Steps: write V = (4/3)πr³, differentiate with respect to time to get dV/dt = 4πr² dr/dt, substitute known values, solve for dr/dt ≈ 0.32 cm/s. Each step is explained: why we differentiate with respect to t, and why values are substituted only after differentiating.
Hints on the student's own problem
Hint 1: What shape relates the ladder, wall and floor? Hint 2: Which equation links the two distances at every moment? The student recognizes Pythagoras and continues independently.
Consolidation
The student completes a new practice problem about a shadow lengthening, with the answer provided for self-checking.
Illustrative example only. The student is fictional and the problems are standard textbook-style examples, not anyone's graded homework.
A fictional candidate needs 7.0 overall with no band below 6.5 for a master's program. Their diagnostic essay on whether governments should fund the arts is 340 words and mostly accurate, but reads as a list of arguments.
Read the excerpt
Task Response
The question asks 'to what extent do you agree', but your view only appears in the conclusion. State your position in the introduction and make each body paragraph support or qualify it. Estimated effect: this is the main limit on this criterion.
Coherence and Cohesion
Paragraph 2 contains three separate ideas each introduced with 'Moreover'. Choose one central idea, explain it and give one developed example. Referencing words such as 'this policy' would link sentences more naturally than stacked connectors.
Next practice task
Rewrite only the introduction and paragraph 2 in 15 minutes, then attempt a new 'to what extent' question under full timing.
Illustrative example with an invented candidate and essay. Feedback is an estimate against public descriptors; only an official IELTS examiner awards a band.
A fictional applicant to a public policy master's program needs an overall of 5.0 with no section below 4.5 (illustrative figures). In a practice interview they are asked whether cities should ban cars from their centers.
Read the excerpt
What worked
Clear position in the first sentence and good pronunciation of key content words. Speech rate was steady.
What limited the answer
The reason ('it is better for the environment') was not developed. Add one specific consequence and a short example from a city you know. Two tense errors ('they close it last year') distracted from the message.
Drill before next session
Answer five interview prompts using position → reason → example → brief conclusion, recording each and checking past-tense verbs.
Illustrative only: the applicant, prompt and targets are invented. Our estimates are not official scores; only ETS scoring determines your result.
A fictional candidate targeting 65 overall records a practice response after listening to three students discuss whether lectures should be recorded.
Read the excerpt
Content coverage
You summarized the first speaker well but merged the second and third speakers' views. The third speaker's point — that recordings reduce attendance — was missing. Note each speaker's stance in a column while listening.
Delivery
Two pauses of more than three seconds while searching for words. Use simpler reporting language ('The second student argued that…') to keep going.
Next drill
Three more discussions this week, each summarized in under the time limit with all speakers named.
Illustrative example; the candidate, discussion and target are invented. Our feedback estimates performance and is not a Pearson score.
A fictional applicant writes a timed response to 'Describe a skill you learned outside school and why it matters to you.' The response is 48 words.
Read the excerpt
Relevance and development
You named the skill (cooking) but gave only one general reason. Add a specific moment — the first meal you cooked for your family — and one effect on your independence.
Range and accuracy
Sentences are all simple subject–verb patterns. Try one sentence with 'because' or 'which' and one with a time clause. Fix: 'I have learn' → 'I have learned'.
Timing habit
Spend the first seconds deciding your example, then write continuously; aim for a noticeably longer, complete response.
Illustrative example with an invented response. Our comments are coaching feedback, not a Duolingo score.
Sample Use of English error-bank entries (C1 Advanced)
A fictional university applicant keeps losing marks on key word transformations. Three entries from their personal error bank are shown.
Read the excerpt
Entry 1: passive with reporting verb
'People say the museum is haunted.' (SAID) → 'The museum IS SAID TO BE haunted.' Error pattern: you wrote 'is said that', which needs a different structure ('It is said that').
Entry 2: fixed expression
'I didn't expect the exam to be so easy.' (CAME) → 'The ease of the exam CAME AS A SURPRISE to me.' Pattern: learn 'come as a surprise' as a chunk.
Entry 3: word formation
'The results were completely ___ (EXPECT).' → 'unexpected'. Pattern: check whether the context requires a negative prefix.
Illustrative items written for this page, not taken from Cambridge papers. Real error banks are built from your own practice.
A fictional candidate writes a formal letter to a town council opposing a plan to close a public library. The draft is on topic but informal in places.
Read the excerpt
Respect de la consigne
All requested points are covered, but the letter lacks a clear request at the end. Add a concrete demand, for example a public meeting.
Cohérence et registre
'Franchement, c'est nul' breaks the formal register. Replace with 'Cette décision me paraît regrettable, dans la mesure où…'.
Langue
Watch agreement after 'la bibliothèque… elle est fréquenté' → 'fréquentée'. Use the subjunctive after 'il est essentiel que'.
Illustrative example with invented content; feedback is coaching, not an official DELF mark.
A fictional candidate writes a forum post about whether students should work part-time while studying. The post is fluent but misses a required content point.
Read the excerpt
Content points
You gave your opinion and an example, but did not mention alternatives to part-time work, which the task asked for. Add a short paragraph on scholarships or internships.
Register and structure
The informal greeting suits a forum, but the conclusion is abrupt. Use 'Zusammenfassend lässt sich sagen, dass…' to close.
Grammar focus
Verb position in subordinate clauses: 'weil ich habe keine Zeit' → 'weil ich keine Zeit habe'.
Illustrative example with invented content; it is coaching feedback, not an official Goethe-Institut assessment.
An eleventh-grade student with a test date ten weeks away took an official practice test. The student, scores and patterns below are invented for illustration.
Read the excerpt
Headline
Reading and Writing 610, Math 650. Both Module 1 results were strong enough for the harder Module 2 in Math, but not in Reading and Writing, which limited that section score.
Where points were lost
Seven of the eleven Reading and Writing misses were in Craft and Structure (words in context and text structure), and four of them came in the last six minutes of Module 1. In Math, five of eight misses were careless algebra in questions the student could solve correctly when untimed.
Plan for the next four weeks
Daily ten-question words-in-context sets with vocabulary review; a pacing target of about 70 seconds per Reading and Writing question in Module 1; checking answers in Desmos for linear and quadratic questions; a second full test in week four.
Illustrative example with invented scores. Real plans follow your own practice test results and test date, and no score outcome is promised.
A junior applying mainly to liberal arts colleges and two engineering programs took a practice enhanced ACT. The details are invented for illustration.
Read the excerpt
Practice results
English 27, Math 30, Reading 25, practice Science 29. Reading misses clustered in the last passage, which the student did not finish.
Science decision
Neither liberal arts college mentioned Science; one engineering program listed it as recommended. With a strong practice Science result, the plan recommended taking it on the first sitting and reviewing the decision after scores arrived.
Next four weeks
Reading timing drills with a two-passage checkpoint; an English rule review focused on commas and concision; one Science set per week to maintain skills; a full practice test in week four.
Illustrative example with invented scores and college policies. Always confirm current requirements on each college's own website; no score outcome is promised.
Sample study plan excerpt: economics master's applicant
A working professional applying to economics master's programs took an official practice test. The person and figures are invented for illustration.
Read the excerpt
Diagnostic
Verbal 153, Quant 158, Writing 3.5. Quant misses were mostly in data interpretation and probability; Verbal misses were split between vocabulary and inference questions.
Priorities
Because the target programs emphasize quantitative preparation, two-thirds of study time went to Quant: probability rules, percent change and reading combined charts. Verbal work focused on 15 minutes of vocabulary in context daily.
Checkpoints
Second practice test in week four, third in week seven, with the test date set for week nine to leave time for a retake before deadlines if needed.
Illustrative example with invented scores. Real plans follow your diagnostic and your programs' requirements, and no score is promised.
A consultant applying to one-year MBA programs took an official practice exam. The details are invented for illustration.
Read the excerpt
Finding
Quant and Verbal were broadly balanced, but Data Insights was lower, and the applicant spent over four minutes on each multi-source reasoning set and guessed on the last four questions.
Plan
Tab-skimming practice for multi-source reasoning, data sufficiency drills focused on stopping early, and a pacing checkpoint of ten questions by the 22-minute mark. Section order changed to Data Insights first, while concentration was highest.
Review
In the second practice exam no Data Insights questions were left to guessing, and two answers were successfully edited using the review screen.
Illustrative example with invented details. Real results depend on your preparation, and no score is promised.
A graduate working full-time took an official LSAT practice test in LawHub. The person and numbers are invented for illustration.
Read the excerpt
Pattern
Accuracy on flaw and weaken questions was high, but sufficient versus necessary assumption questions were mostly wrong, and seven questions in the second Logical Reasoning section were guessed because of time.
Focus
Two weeks on conditional logic and the difference between necessary and sufficient assumptions, then timed sets with a checkpoint of question 13 by minute 17.
Reading Comprehension
Accuracy dropped on the comparative passage set; practice added a short comparison note before answering questions.
Illustrative example with invented details. Real plans follow your results, and no score or admission outcome is promised.
A student three months from test day completed an AAMC full-length exam. The student and results are invented for illustration.
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Summary
Chem/Phys 126, CARS 124, Bio/Biochem 128, Psych/Soc 127. Chem/Phys misses concentrated in electrochemistry and fluids; CARS misses mainly in 'function of a statement' questions.
Error categories
Of 14 Chem/Phys misses, 6 were content gaps, 5 came from misreading a figure and 3 were calculation errors under time pressure.
Next two weeks
Electrochemistry and fluids content review with passage sets; figure-reading drills; daily CARS passages with paragraph-function notes; next full-length exam in week three.
Illustrative example with invented scores. Real plans follow your own data, and no score or admission outcome is promised.
A Year 12 student applying to UK medicine took a timed mock six weeks before their test date. The details are invented for illustration.
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Results
Verbal Reasoning was the weakest subtest: the student answered 30 of 44 questions before time ran out. Decision Making was accurate but slow on Venn diagram questions. Situational Judgement was consistent.
Focus
Keyword scanning for Verbal Reasoning with a checkpoint of 22 questions by 11 minutes; a Venn diagram method; calculator shortcut practice for Quantitative Reasoning.
University check
Two of the student's four chosen universities publish that they place significant weight on Situational Judgement, so SJT practice continued weekly.
Illustrative example with invented details. University policies must be checked on their own websites, and no score or outcome is promised.
Sample plan revision: Level II candidate after a first mock
An invented Level II candidate working in corporate banking took a timed mock twelve weeks before the exam. Names and figures are fictional and for illustration only.
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What the mock showed
Strong results in Corporate Issuers and Economics, weak results in Fixed Income and Derivatives, and five item sets left partly unanswered because of time spent rereading vignettes.
Plan changes
Two extra weeks for term structure, binomial trees and swap valuation; daily twenty-minute timed item sets using the questions-first reading routine; calculator drills for bond pricing.
Next checkpoint
A second mock at week seven to confirm whether pacing has improved before moving into full revision of Ethics and Equity valuation.
Illustrative example only. The candidate and results are invented, and no result is promised; real plans depend on your own diagnostic and time.
An invented FR candidate submitted a timed consolidated statement of financial position question. The scenario and figures are fictional and shown for illustration.
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What worked
Goodwill calculation was correct and clearly labeled, and the fair value adjustment on land was brought in consistently.
Where marks were lost
The unrealized profit on intra-group inventory was adjusted in the parent's retained earnings instead of the seller's, and non-controlling interest workings were not referenced, so method marks were hard to award.
Next practice
Three short questions on intra-group trading in each direction, with a standard workings layout, then one full 20-mark question under 36 minutes.
Illustrative feedback on an invented answer. It shows our feedback style only and does not imply any result.
An invented candidate trained under IFRS, working in a multinational's finance team, had passed nothing yet and wanted to finish within a year. All details are fictional and illustrative.
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Order chosen
FAR first while motivation was high, then BAR to reuse FAR knowledge, then AUD, and REG last because US tax was the least familiar area.
Bridging work
Four short sessions on IFRS versus US GAAP differences (inventory, leases, impairment reversals) and one on governmental fund accounting before full FAR review.
Checks
A timed practice exam two weeks before each section; the plan allowed one retake slot within the credit window.
Illustrative roadmap with an invented candidate. Section order, timing and credit rules must be checked with your own board, and no result is promised.
An invented Part I candidate with an economics background completed a timed diagnostic set. Everything here is fictional and for illustration.
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Findings
Strong in Foundations of Risk Management and Financial Markets and Products; weak in Valuation and Risk Models, especially binomial trees and duration-convexity questions; slow on regression interpretation.
Plan
Three weeks on Valuation and Risk Models with calculator drills, two sessions on reading regression output, then weekly mixed timed sets.
Checkpoint
A full timed practice exam five weeks before the exam window, with a final review plan based on results.
Illustrative example only, with an invented candidate. Real plans depend on your own data, and no result is promised.
Sample mock review: PMP candidate from an agile team
An invented Scrum Master took a full-length mock. Details and results are fictional and illustrative.
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Patterns
Strong on agile and team questions; weak on predictive procurement, formal change control and Business Environment questions about compliance and benefits.
Focus
Two sessions on predictive planning and integrated change control, one on procurement contracts, one on benefits and organizational change, plus daily 20-question mixed sets.
Next steps
A second full mock in three weeks to see whether predictive accuracy improves before booking the test date.
Illustrative example with an invented candidate. It shows the review approach, not a promised result.
An invented new graduate completed a practice case about a patient after abdominal surgery. The patient, answers and results are fictional and illustrative.
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What happened
The candidate recognized a rising heart rate and falling blood pressure but chose to reposition the patient instead of notifying the surgeon and checking the dressing for bleeding.
Coaching points
Link cues to the most dangerous hypothesis first (hemorrhage), act on it, then reassess. We reviewed how the same cues would be handled if the patient were stable.
Practice set
Five cases on post-operative complications, focusing on recognizing deterioration and choosing the first action.
Illustrative case invented for this page. It does not represent live exam content, and no result is promised.
An invented fourth-year student shared 400 recent question-bank misses. The student and numbers are fictional and for illustration only.
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Patterns
About half the misses were in 'next best step' management questions, mainly in obstetrics and emergency medicine. Reading errors, such as missing 'initial' versus 'most appropriate', accounted for many others.
Plan
Algorithm review for obstetric emergencies and trauma, daily untimed tutor-mode blocks for one week, then back to timed blocks with the last-line-first reading routine.
Checkpoint
A self-assessment in two weeks to see whether management accuracy improves.
Illustrative example only. The student and results are invented, and no score or outcome is promised.
A fictional applicant sits a timed GRE practice test six weeks before their test date. Figures are invented for illustration.
Read the excerpt
Where points were lost
Of 11 errors in Quantitative Reasoning, 5 were quantitative comparison items where the candidate did not test special cases such as zero or negative numbers, 3 were time-pressure guesses in the final questions, and 3 were content gaps in probability.
Priorities
1. A routine for testing cases in quantitative comparison. 2. Pacing checkpoints so the last questions are not rushed. 3. Two focused sessions on probability.
Target range
If the first two priorities are fixed, a gain of a few points on the Quant scale is plausible by the test date; we will confirm at the week-three mock.
Illustrative example with invented numbers. Estimates are not official scores and do not predict any specific result.
A fictional candidate records an answer to 'Why do some people prefer to live in big cities?'
Read the excerpt
Fluency and Coherence
You kept speaking without long pauses, but ideas were listed ('jobs, entertainment, transport') without explanation. Develop one or two reasons with an example.
Lexical Resource
Good use of 'career prospects'. 'Very very crowded' could become 'overcrowded' or 'densely populated'.
Pronunciation
Clear overall. Word stress on 'opportUNity' was misplaced twice; practice with the stressed syllable marked.
Illustrative example; the candidate and response are invented. Estimates are coaching guidance, not official IELTS bands.
A fictional candidate with a test in 14 days needs to raise Writing from an estimated 6.0 to 6.5. Other skills are already at target.
Read the excerpt
Days 1–3
Diagnostic, then Task 1 overviews and data grouping; one Task 1 per day with feedback.
Days 4–9
Task 2 question analysis and paragraph development; one timed Task 2 per day, resubmitted after feedback. Short Listening and Reading sets to maintain level.
Days 10–14
Full timed mock on day 10, debrief, targeted rewrites, lighter review on days 13–14.
Illustrative plan for an invented candidate. Actual plans depend on your diagnostic, and no specific result is promised.
A fictional applicant with an undergraduate degree in environmental engineering is applying to a PhD in hydrology. Her draft's final paragraph praises the university's ranking and "world-class faculty". The excerpt below shows the kind of comment and revision guidance we give.
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Comment on the draft
This paragraph could appear in any application, so it spends 120 words without telling the committee anything new. Your earlier section on the groundwater sampling project is your strongest evidence: can you connect it to one or two research groups here? Only name faculty whose recent papers you have read and can discuss if asked.
Questions to answer in your revision
Which specific method or dataset used by the group interests you, and why? What skill from your sampling project would you bring? Is there a course, field site or instrument at this program that your current university lacks?
How the student revised
Her next draft replaced the paragraph with two sentences linking her field-sampling experience to a named group's work on isotope tracing and a sentence on a specific field station. The paragraph shrank by a third and became the most program-specific part of the statement.
This example is invented to illustrate our feedback style. It does not describe a real applicant, program or outcome.
A fictional student applying for economics has a draft that spends most of its length on a debating club and says little about economics. The notes below show how we might suggest reorganizing material across the three questions.
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Question 1 (about 1,300 characters)
Start from the specific question that hooked you: why did rent rise so quickly in your town? Explain what you read to answer it and what you still want to understand. Remove the opening quotation.
Question 2 (about 1,500 characters)
Use your maths coursework on compound growth and your extended project on minimum wage studies. Say what each taught you about evidence and models, not just that you enjoyed them.
Question 3 (about 1,200 characters)
Keep debating, but refocus it: preparing both sides of a policy motion trained you to weigh trade-offs. Add your weekend job only if you can link it to something you observed about pricing or labor.
An invented example to show our feedback style. Character splits are illustrative; the right balance depends on your course and experience.
Illustrative criteria map for a data science master's
A fictional applicant with a bachelor's degree in economics is applying to a data science master's in the Netherlands whose admission page lists mathematical preparation, programming experience and motivation for the specialization as criteria.
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Mathematical preparation
Evidence: linear algebra and econometrics courses, and the thesis using panel regression. Gap: no formal probability course; mention the online course completed and its assessed project, briefly.
Programming
Evidence: Python used for thesis data cleaning; internship dashboard in SQL. Suggested focus: one concrete example of a problem you solved in code.
Motivation for the specialization
Draft currently says "data science is the future". Replace with the specific elective track and why it follows from your thesis question.
Fictional scenario and criteria, shown only to illustrate the method. Always use the actual criteria published by your program.
Illustrative comment on a research statement opening
A fictional postdoc in materials chemistry opens her faculty research statement with three dense sentences on perovskite defect passivation. The comments show how we help make the opening work for a mixed committee.
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Comment
A search committee will include inorganic chemists, biochemists and perhaps a physicist. Start with the problem your work addresses in plain terms, such as why solar cells made from these materials degrade, before the mechanism.
Suggested structure
Paragraph 1: the problem and your approach in plain language. Paragraph 2: your key contribution so far and its evidence. Paragraph 3: three future directions, each with a first project and the equipment or funding it needs.
Check
Your CV lists two first-author papers; the draft calls them "a series of high-impact studies". Describe what they showed instead of characterizing them.
Invented example to illustrate feedback. It does not represent a real client or statement.
A fictional applicant is asking her undergraduate thesis supervisor for letters to four master's programs in public health. The excerpt shows part of the brief she prepared with our guidance.
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Our work together
Thesis (2025): survey of 180 clinic users on vaccination attitudes; I designed the questionnaire, ran the logistic regression and presented at the department poster session. You noted my handling of missing data in your feedback.
What the programs look for
Two programs emphasize quantitative skills; one values community engagement (I coordinated the student health outreach group); one asks referees to rate research potential on a grid.
Deadlines and links
A table with each program, portal link sent date, submission deadline and a note that I will send a reminder one week before each deadline.
Fictional example to illustrate the format. The brief supplies facts; the referee writes and owns the letter.
A fictional applicant to a PhD in neuroscience lists her undergraduate lab work under "Work experience" with a single line. The example shows the kind of revision we suggest; she supplied all details.
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Before
Research assistant, Cognitive Lab, 2024–2025. Helped with experiments and data.
After
Undergraduate Research Assistant, Cognitive Neuroscience Lab (supervisor: named professor), Sept 2024–June 2025. Ran EEG sessions with 40 participants; preprocessed data in MATLAB (EEGLAB); wrote analysis scripts for event-related potentials; co-authored a poster at the university research day.
Placement
Moved to a new "Research experience" section directly after Education, with the poster listed under "Presentations".
Illustrative example with invented details. We only include information you provide and can verify.
An invented applicant with a four-year pharmacy degree, two years of hospital work and a limited budget wants a public health master's in Europe or the UK. The programs and figures below are generic placeholders to show the format.
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Target: one-year UK MPH
Meets the stated upper second-class equivalent. One-year duration keeps living costs lower. Open question: whether the program's epidemiology prerequisite is satisfied by the applicant's biostatistics course — email admissions with the syllabus.
Reach: two-year Erasmus Mundus program
Strong curricular fit and a mobility track across two countries. Scholarship competition is intense and the consortium deadline falls in winter, earlier than the UK options. Applicant's hospital project is a clear strength to highlight.
Safer: English-taught public university program in Germany
Low tuition but a blocked-account proof of funds is typically required; check the current amount on official pages. Requires a set number of credits in quantitative subjects — likely met, to be confirmed.
Illustrative example with invented details. Real shortlists use current official program information, which you should confirm before applying.
Sample timeline excerpt: data science master's applicant
An invented applicant with eight programs across the US and Europe, one government scholarship and a full-time job, starting planning in June. Dates below are placeholders to show the format.
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Critical path
Scholarship closes in early October, so the core statement must be in second draft by mid-September. GRE booked for late July to leave an August retake option. Official transcript request sent in August because the registrar quotes a three-week processing time.
Recommenders
Former professor asked in early September with a briefing pack; manager asked at the same time for the two programs that accept a professional reference. Reminder dates set two weeks and three days before each deadline.
Portfolio map
Core story: moving from logistics analytics to applied machine learning. Capstone project appears in the statement and CV; workplace forecasting project leads the scholarship essay; leadership example reserved for interviews.
Illustrative example with invented details. Your plan is built from the official requirements of your own programs.
An invented applicant with a master's in environmental engineering drafts an email to a UK professor about wastewater microplastics. The draft and feedback are fictional and show the style of our comments.
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Original opening
'Dear Sir, I hope this email finds you well. I am writing to express my strong interest in pursuing a PhD under your esteemed supervision in your prestigious university.' Feedback: use the professor's name and title; remove generic praise; state your topic in the first sentence.
Fit paragraph
Feedback: you mention three papers in one sentence. Choose the most recent filtration study, say in one line what you found interesting about its method, and connect it to your thesis result on sampling in treatment plants.
Closing request
Feedback: you ask four questions. Keep one: whether they expect to take a PhD student for the next October intake, and whether a scholarship deadline you mention is compatible with their plans.
Illustrative example; names, topics and wording are invented. Real feedback responds to your own draft and research.
Sample priority list excerpt: agricultural economics master's
An invented applicant from a Commonwealth country with three years of work at an agricultural ministry wants a one-year master's in the UK or a two-year program in Europe. Award details are summarized generally and must be checked against current official pages.
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Priority 1: Chevening
Appears eligible: work experience exceeds the published minimum, and the applicant intends to return to the ministry. Opens in autumn and closes early; requires essays on leadership, networking, study plans and career plan. Effort: high. Value: full funding.
Priority 2: Commonwealth Master's Scholarship
Eligibility depends on nationality and on applying through the national nominating agency, which sets its own earlier deadline. Confirm the agency's timeline this week.
Priority 3: Erasmus Mundus program in rural development
Apply to the consortium directly; the scholarship deadline is typically in winter. Two-country mobility fits the applicant's interest in EU agricultural policy.
Illustrative example with invented applicant details; award descriptions are simplified and not a statement of current eligibility.
An invented applicant, a junior engineer at a water utility, drafts a leadership answer. The paragraph and comments below are fictional and illustrate our feedback style.
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Draft sentence
'I have always been a natural leader and I led many projects in my company with great success.'
Feedback
This tells the panel you are a leader but gives no evidence. Choose one project. You mentioned the leak-reporting app pilot in our session: describe the problem, how you convinced your manager and two other departments to test it, and the result you measured. Remove 'natural leader'.
What the revision should achieve
About 150 words showing one decision, the people you persuaded, an obstacle and a measurable change, followed by one sentence linking this to your master's in water management.
Illustrative example; the applicant and details are invented. Feedback always responds to your own draft and experiences.
An invented applicant in chemical engineering is targeting three US PhD programs, one UK studentship and one salaried PhD position in the Netherlands. Details below are placeholders to illustrate the format.
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US programs
Two programs state that admitted PhD students typically receive multi-year funding through a mix of TA and RA roles; no separate application needed. One program funds only some students: ask the graduate coordinator whether a separate assistantship form exists.
UK funded studentship
Project advertised by a named supervisor with a fixed closing date; apply with CV, cover letter and references. Check eligibility for international fee coverage in the advert.
Netherlands PhD position
Salaried employment contract advertised on the university jobs portal; application needs a motivation letter and CV focused on process-modeling skills. Interview likely by video with the PI and a committee member.
Illustrative example with invented details; always check each program's current funding information.
An invented applicant completes a practice ethics station. The prompt and feedback are fictional and illustrate the kind of scenario and comments we use.
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Practice prompt
'You are a medical student on placement. You see a fellow student photograph a patient's wound on their personal phone to show friends. What would you do?'
What went well
You identified confidentiality and consent quickly, and you proposed speaking to your colleague privately first, which shows proportionate action.
To improve
You jumped to reporting before considering the patient's interests and whether the image had been shared. Next time, state the key issues, gather information, consider options from least to most escalated, and name who you would involve, such as a supervisor.
Illustrative practice scenario and feedback; not taken from any institution's actual interview.
An invented candidate wrote that they 'led a national campaign to improve girls' access to coding education'. This fictional sequence shows how a panel might probe the claim in a mock.
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Opening question
'Tell us about the coding campaign. What exactly was your role?'
Follow-ups
'How many schools took part, and how did you measure access?' 'What went wrong?' 'If a ministry official said this was a small pilot rather than a national campaign, how would you respond?'
Feedback
Your answer was strongest when you described recruiting volunteer teachers in three regions. Describe the scope accurately — 'a campaign in three regions' — and lead with your specific actions. Precise, modest claims are more persuasive than broad ones.
Illustrative example; the candidate and details are invented and do not come from any funder's interviews.
An invented student practices answering 'Why did you choose this university?' in a mock session. The answer and feedback below are fictional and focus only on communication.
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First attempt
A two-minute answer starting with the student's childhood interest in computers, several university rankings and a friend's recommendation, before mentioning the program.
Communication feedback
Start with the direct answer: the program and the specific reason it fits your studies, in one sentence. Then add one real detail, such as a course or research group you described to us. Drop rankings and background unless asked. Speak slightly slower when saying the program name.
Second attempt
A clear 25-second answer in the student's own words, with the key reason first. The content is unchanged and remains the student's genuine reason.
Illustrative example with an invented student. Feedback addresses communication only and is not immigration advice.
A fictional assistant professor in environmental engineering is preparing an NSF proposal on low-cost sensors for groundwater contamination. The excerpt shows how an early criteria map might look.
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Intellectual Merit
Answered in Project Description sections 2–4: a new calibration approach for low-cost sensors (the knowledge gap), a field validation at two sites, and an open benchmark dataset. Reviewer question anticipated: why will this calibration transfer across soil types? Addressed with a planned cross-site test in Year 2.
Broader Impacts
Originally one paragraph on 'outreach to schools'. Revised plan: a partnership with a fictional county water authority to pilot sensors in rural wells, two undergraduate research positions and a public data dashboard, each with a named lead, a timeline and a simple measure of success, and each costed in the budget.
Consistency flag
The timeline shows field deployment in Month 6, but sensor procurement is budgeted in Year 2. Either move procurement or shift deployment to Month 14.
Illustrative example only. The researcher, agency partner and plans are invented to show the format of a deliverable.
Illustrative extract from a topic-to-proposal matrix
A fictional eight-partner consortium is applying to a climate adaptation topic that lists three expected outcomes. The matrix shows how gaps were found early.
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Expected outcome 1: decision-support tools used by regional authorities
Answered by WP3 (tool development) and WP5 (pilots in two regions). Gap: no regional authority is a partner or named end user. Action: coordinator to seek letters of intent from the pilot regions; Impact section to describe the co-design process.
Expected outcome 3: improved data interoperability
Mentioned in Excellence but no deliverable or milestone. Action: add deliverable D2.4 (interoperability specification) with a Month 18 milestone and assign person-months in WP2.
Lump sum check
WP6 (dissemination) holds 14% of the budget but lists only two deliverables. Action: define the completion criteria of WP6 more precisely or rebalance effort.
Illustrative example with an invented consortium, topic and figures. Real matrices follow the exact topic text of your call.
Illustrative before-and-after objective for a foundation proposal
A fictional literacy nonprofit is applying to a regional community foundation for a two-year after-school reading program.
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Original objective
'Improve children's reading through fun after-school sessions.' The objective is warm but gives the foundation no way to judge progress.
Revised objective and indicator
'By the end of Year 1, 60 of the 80 enrolled Grade 3 pupils will attend at least 70% of sessions, and at least half of regular attenders will gain one or more reading levels on the school's existing assessment.' Data source: attendance logs and termly school assessments shared under the partnership agreement.
Budget link
Tutor hours, books and assessment time are costed in the budget narrative, and the in-kind classroom space from the partner school is shown as a contribution.
Illustrative example with invented organization and figures, showing the type of revision we suggest.
A fictional postdoctoral researcher is preparing an NIH-style application on a gut microbiome signal in type 2 diabetes. Aim 2 originally depended entirely on Aim 1.
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Original
Aim 1: Identify bacterial metabolites that alter insulin sensitivity. Aim 2: Determine the mechanism by which the metabolite identified in Aim 1 affects hepatic signaling.
Revision
Aim 1: Test the hypothesis that metabolite X, elevated in preliminary patient samples, reduces insulin sensitivity in a mouse model. Aim 2: Determine whether hepatic pathway Y mediates metabolite-driven insulin resistance, using metabolite X and two candidate metabolites from existing screens. Aim 2 now proceeds with informative results whether or not X is confirmed.
Comment to the applicant
Please confirm that the two additional metabolites are supported by published or preliminary data you can cite; otherwise we will frame them as exploratory.
Illustrative example with invented science, showing the kind of structural change we suggest. It is not a real application.
A fictional three-year mixed-methods education study across twelve schools. Two rows from the risk and mitigation table show the level of specificity we aim for.
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Risk: school recruitment falls short (likelihood medium, impact high)
Mitigation: letters of support from the regional education office obtained before submission; recruitment starts in Month 3 with a reserve list of four additional schools; milestone M2 (Month 6) checks that at least ten schools have signed agreements, otherwise the reserve list is activated.
Mitigation: application submitted in Month 1 using the pilot-approved instruments; Months 1–4 used for literature synthesis and instrument translation, which do not require approval; the Gantt chart shows fieldwork starting in Month 5 with a two-month buffer.
Illustrative example with an invented project. Real risk tables are built from your design and constraints.
A fictional three-year public health study with community surveys in two districts. The lines show the level of reasoning we aim for; amounts are omitted on purpose.
Read the excerpt
Personnel: project coordinator
One coordinator at 50 percent effort in Years 1–3 (six person-months per year) to manage survey logistics, train enumerators and liaise with district health offices (WP2, WP3). Effort rises in Year 2 during fieldwork and is covered by the same appointment.
Participant costs
A small incentive per household for 600 households per survey wave across two waves, in line with the ethics committee's approved compensation and local practice.
Dissemination
Two community feedback meetings per district in Year 3 (venue and refreshments) and one open access article processing charge, supporting the dissemination plan in Section 5.
Illustrative example with invented project details. Real justifications use your institution's rates and your funder's categories.
Illustrative revision of an NSF Broader Impacts paragraph
A fictional materials science proposal originally stated that 'results will be shared with the public through outreach events'.
Read the excerpt
Revised activity
Each summer, two community college students join the lab for a ten-week research placement through an existing transfer pathway with a named local college. Students co-author a short research brief and present at the college's end-of-year showcase.
Resources and assessment
Stipends and supplies are included in the budget; the college's STEM coordinator helps recruit applicants. Success is measured by completion of placements, student presentations and follow-up of transfer applications.
Why it is stronger
The activity is specific, resourced, connected to the PI's expertise and assessable — the same qualities reviewers apply to Intellectual Merit.
Illustrative example with invented institutions and plans, showing the kind of change we suggest.
A fictional two-year program training community health workers in maternal nutrition counseling in three districts.
Read the excerpt
Outcome
Mothers of children under two in target communities adopt recommended infant feeding practices.
Indicator, baseline and target
Percentage of children aged 6–23 months receiving a minimum acceptable diet. Baseline from the program's own household survey in Month 3; target set as an increase agreed with the funder after the baseline is known, rather than an invented figure at proposal stage.
Means of verification and assumption
Household surveys at baseline and endline using a standard questionnaire module. Assumption: food prices remain within a range that allows households to follow advice; monitored through district market price data.
Illustrative example with an invented program. Real logframes follow your funder's template and evidence.
A fictional early-career social scientist based in North Africa is looking for funding for a project on youth employment and digital platforms.
Read the excerpt
Scheme
A fictional international development research fund's early-career call, which funds researchers based in low- and middle-income countries.
Fit and eligibility
Strong topic fit: the funder's recent awards include three labor-market projects in the region. Eligible: applicant is within the career window and based at an eligible institution. Check: whether a co-applicant from a second country is required.
Timing and next step
Next deadline in about four months; application by concept note first. Recommend preparing the concept note now and confirming the institutional endorsement process with the research office.
Illustrative example; the funder and details are invented to show the format of a shortlist entry.
A fictional environmental nonprofit is sending a letter of inquiry to a family foundation that funds watershed restoration.
Read the excerpt
Before
'Founded fifteen years ago, our organization has a long history of environmental work across the region and is proud of its many achievements.'
After
'Sediment from eroding stream banks is degrading spawning habitat along the lower reaches of a local river, one of the three watersheds your foundation prioritizes. We request support for a two-year project that will stabilize 4 km of bank with landowners and volunteers, and monitor water quality before and after.'
Why
The revision leads with the funder's priority and the change sought, and states the request in the first paragraph.
Illustrative example with an invented organization and figures.
A fictional R01-style application on a digital intervention for adolescent sleep. Extract from the mock review written before editing.
Read the excerpt
Factor 1: Importance of the Research
Strengths: clear public health relevance and a well-defined gap in evidence for scalable interventions. Weakness: the innovation claim is not distinguished from two existing app-based programs cited in the background; the proposal should state what is new in the intervention's mechanism.
Factor 2: Rigor and Feasibility
Strengths: randomized design with preregistration planned. Weaknesses: sample size justification relies on an effect size from a small pilot without discussing uncertainty; retention strategies for the 12-month follow-up are not described; sex as a biological variable is not addressed.
Priority fixes
1) Add a sentence contrasting the intervention with existing programs. 2) Justify the sample size with a range of plausible effects and expected attrition. 3) Add retention strategies and a missing data plan.
Illustrative example with an invented application. It does not predict how real reviewers would score any proposal.
A fictional NIH R21 application on a new imaging biomarker received a summary statement with three reviewers' critiques.
Read the excerpt
Comment: 'Preliminary data are limited to six samples' (Reviewers 1 and 3)
Category: major, repeated. Response: add pilot data from a further 20 samples collected since submission (applicant to confirm), and clarify that the R21 is exploratory and does not require extensive preliminary data. Section: Approach, preliminary studies.
Comment: 'Unclear how images will be scored' (Reviewer 2)
Category: misunderstanding. The scoring protocol was in an appendix reviewers may not have read. Response: move a short description into the Approach and cite the protocol.
Introduction wording
'We thank the reviewers for their constructive comments. In response, we have (1) expanded preliminary data to 26 samples, (2) described the image scoring protocol in the Approach and (3) added a power analysis for Aim 2.'
Illustrative example with an invented application and comments.
A fictional three-year foundation-funded youth mentoring program is submitting its Year 2 report.
Read the excerpt
Progress against objective 2
Target: 120 young people matched with mentors by the end of Year 2. Achieved: 94 matches. Recruitment of volunteer mentors was slower than planned after a partner organization closed its volunteering program in Month 14.
Mitigation
A new partnership with a local university's volunteering office began in Month 18, producing 21 mentor applications in its first three months. We expect to reach the three-year target of 180 matches, with the Year 3 plan adjusted accordingly.
Outcome evidence
Of the 61 young people matched for at least six months, most reported improved confidence on the program's short survey; school attendance data will be analyzed for the final report as planned.
Illustrative example with an invented program and figures.
A master's student received a 27% similarity index on a 9,000-word dissertation draft, with bibliography exclusion switched off. The sources and figures below are invented to illustrate the format of our review.
Read the excerpt
Summary
Of the 27%, about 9 percentage points come from the reference list and 5 from correctly quoted and cited definitions. With the bibliography and quotes excluded, the index would be roughly 13%. Of that, most is scattered short phrasing; one source needs attention.
Source 3 (a 2019 review article, 4%)
Section 2.3, paragraphs 2–3, follows the source's sentence order and key terms closely, with one citation at the end. Action: rewrite as a shorter summary in your own structure, cite at the point each idea is used, and quote the one definition you want to keep verbatim.
Matches are the standard wording of a published scale's instructions, which both papers quote. Action: none beyond confirming the scale is cited and the wording is presented as quoted.
Illustrative example only. The percentages, sources and document are fictional and do not describe a real client.
An international master's student's 2,400-word essay received an AI indicator score, with highlighted segments concentrated in the introduction and a paragraph of definitions. All details below are invented to show the format of our note.
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What the report shows
The indicator predicts that roughly a third of qualifying prose resembles AI-generated text, concentrated in two sections. The vendor states that results can misidentify human writing and should not be the only basis for action. The definitions paragraph uses standard textbook phrasing, a pattern that can raise scores.
Evidence available
Google Docs version history shows the essay built over nine days with 60+ sessions; an outline file predates the first draft; Zotero shows sources added before writing began. The student used a grammar checker for spelling, which the course policy permits.
Suggested next step
Reply to the instructor offering the version history and outline, and be ready to explain the essay's argument and source choices in a short meeting. The student drafts the reply in their own words.
Illustrative example only. The scenario, score description and evidence are fictional and do not describe a real client or outcome.
A doctoral thesis in public health with 214 references was audited before submission. The entries below are invented to illustrate the log format.
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Summary
214 entries checked. 11 orphan references and 4 citations with no entry; 23 entries with incorrect details (mostly year or page range); 6 DOIs missing and 2 broken; 1 retracted article; 2 entries not found in any source.
Entry 87 (retracted)
Cited in Chapter 2 as evidence for an intervention effect. A retraction notice was issued after publication citing data irregularities. Options: remove, replace with other evidence, or discuss as retracted.
Entries 142 and 169 (not found)
No match in Crossref, PubMed, Google Scholar or the named journal's archive for the stated volume. Entry 142's DOI resolves to an unrelated engineering paper. Please share your PDFs if you have them; otherwise treat as unverifiable.
Illustrative example with invented entries and counts. It does not describe a real thesis or client.
A research team asked for a check of a 40-page policy report on youth unemployment before publication. The entries below are invented to show the log format.
Read the excerpt
Claim, page 3
'Youth unemployment has doubled since 2015.' The cited national statistics release shows an increase from 14.2% to 21.9%, about 54%. Suggested fix: report the actual figures or 'risen by about half'.
Number, pages 1, 12 and Table 4
Sample size appears as 1,204 in the executive summary, 1,240 in the methods and 1,204 in Table 4. Please confirm the correct figure against your data file.
Statistic, page 18
Reported chi-square(2) = 3.1, p = .01. For these values p is about .21. Please check the output; either the statistic or the p-value appears to have been transcribed incorrectly.
Illustrative example. The report, figures and discrepancies are invented and do not describe real client work.
An undergraduate submitted a 3,000-word management essay draft with a four-criterion analytic rubric. The rows below are invented to show the format of our feedback.
Read the excerpt
Criterion: critical analysis
Evidence: section 2 summarizes four studies accurately. Gap: the higher descriptor asks for evaluation of 'strengths and limitations of evidence'; no study is evaluated. Suggestion: compare the two survey-based studies' samples and explain why their findings differ.
Criterion: answering the question
Evidence: the introduction restates the question well. Gap: the conclusion discusses motivation in general rather than returning to 'to what extent'. Suggestion: state your overall judgment and the main reason for it.
Compliance
Word count 3,420 excluding references against a 3,000 limit with a 10% tolerance; trim at least 120 words. Harvard referencing is mostly consistent; three in-text citations lack page numbers for direct quotes.
Illustrative example. The essay, rubric and feedback are fictional and do not represent a real client's work.
Sample outline: integrity workshop for a first-year engineering cohort
A department asked for a 90-minute workshop for first-year engineering students after repeated issues with shared lab data and code. The outline below is an invented illustration.
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Opening scenario
Three students share raw lab readings and one student's Python plotting script. Which parts can be shared under the department's policy, and what must each student acknowledge?
Hands-on practice
Participants paraphrase a paragraph from a materials-science textbook, then compare three versions to identify patchwriting. They then write an acknowledgment for code adapted from an online forum.
AI and report literacy
The group reviews the department's rule on AI coding assistants, drafts a disclosure line, and reads a sample similarity report on a lab report to decide which matches are standard methods language.
Illustrative outline. The department, scenarios and exercises are fictional examples of how a session can be tailored.
Sample code review comment: slow Python loop in a thesis script
A master's student analyzing sensor logs shared a Python script that took about 40 minutes to process 2 million rows. The details are invented to illustrate the format of a review.
Read the excerpt
Finding
Lines 58–74 iterate over DataFrame rows with iterrows() and append each result to a list, then build a new DataFrame. iterrows() creates a Series object for every row, which is slow, and it also silently converts integer columns to floats.
Suggestion
Replace the loop with vectorized column operations: compute the moving average with df['value'].rolling(window=10).mean() and the threshold flag with a boolean comparison. On the student's sample file this reduced run time from minutes to seconds; exact timings will differ on other hardware.
What to check yourself
Add a pytest test that runs the old and new functions on a 1,000-row sample and asserts that the outputs are equal (pandas.testing.assert_frame_equal), so the speed-up does not change your results.
Illustrative example with invented details. Real reviews are based on your code, your data and your course or project requirements.
Sample explanation: why this binary search loops forever
An undergraduate brought a Java binary search that hangs on some inputs. The code and explanation below are invented to illustrate how we walk through a bug without writing the student's assignment.
Read the excerpt
Reproduce and reduce
The loop uses while (lo < hi) with mid = (lo + hi) / 2 and sets lo = mid when the target is larger. With lo = 3 and hi = 4, mid is 3, so lo never changes. The smallest failing input is a two-element array where the target is the second element.
The invariant view
We state the intended invariant: if the target exists, it lies in the half-open range [lo, hi). Updating lo = mid breaks progress because mid is already excluded as a candidate; the consistent update is lo = mid + 1. The student then re-derives the other branch themselves.
Pin it with a test
The student adds JUnit tests for arrays of length 0, 1 and 2 and for targets at both ends, and runs them after every change. We also mention that (lo + hi) / 2 can overflow for very large int indices, and why lo + (hi - lo) / 2 avoids it.
Illustrative example with invented code. In sessions we explain the concept and the student makes the changes to their own work.
Sample documentation audit excerpt for a research tool
A postdoctoral researcher asked for a review of a Python package for processing microscopy metadata before releasing it to collaborators. Details are invented to show the format.
Read the excerpt
High priority
Installation instructions assume a local Conda environment that is not included in the repository. Add an environment.yml with pinned versions and test installation in a clean container or CI job.
Medium priority
About 40% of public functions have no docstring, and the rest mix Google and NumPy styles, so Sphinx autodoc output is inconsistent. Standardize on NumPy style (common in scientific Python) and enable the Napoleon extension.
Release readiness
No license file or CITATION.cff is present. Choose a license with your institution's technology transfer office if required, add citation metadata and tag version 0.1.0 before sharing.
Illustrative example with invented findings. Real audits reflect your repository, your audience and your institution's policies.
Sample normalization walkthrough on an invented lab table
A lab tracked samples in one spreadsheet with columns SampleID, CollectedOn, SiteCode, SiteName, SiteLatitude, AssayType, AssayDate and TechnicianEmail. The table and decisions are invented for illustration.
Read the excerpt
Dependencies found
SiteCode determines SiteName and SiteLatitude; SampleID determines CollectedOn and SiteCode; each sample can have several assays, each with its own date and technician. Site details therefore depend on SiteCode, not on the sample, which is a transitive dependency.
Decomposition
Three tables: Site(SiteCode PK, SiteName, Latitude), Sample(SampleID PK, CollectedOn, SiteCode FK), Assay(AssayID PK, SampleID FK, AssayType, AssayDate, TechnicianID FK), plus Technician(TechnicianID PK, Email). Each fact now appears once.
Practical additions
A CHECK constraint keeps latitude between −90 and 90, a controlled list defines AssayType, and an index on Assay(SampleID) supports the most common query: all assays for a sample.
Illustrative example with an invented dataset. Real designs follow your data, rules and database system.
Sample calculation review comment: a beam deflection check
A second-year civil engineering student asked for review of a practice calculation for a simply supported steel beam. Values and comments are invented to show how feedback is written.
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Units
The second moment of area was entered in cm⁴ while the elastic modulus was in GPa and the span in meters. Converting I to m⁴ (1 cm⁴ = 10⁻⁸ m⁴) brings the midspan deflection from an implausible 1.9 m to a plausible 19 mm.
Assumptions
The formula 5wL⁴/384EI assumes a uniformly distributed load, linear elastic behavior and small deflections. State these, and note that self-weight should be added to the imposed load if the question expects it.
Check against a limit
Compare the deflection with the serviceability limit your course uses (for example span/360) and state the comparison explicitly. This is educational practice only, not a design verification.
Illustrative example with invented numbers. Our feedback teaches method and does not constitute engineering approval of any design.
Sample model review finding: a bracket stress hotspot
A master's student ran a linear static analysis of an aluminum bracket in ANSYS Mechanical and reported a peak von Mises stress above the yield strength. The details are invented to illustrate a review.
Read the excerpt
What we saw
The peak sits at a sharp re-entrant corner where the CAD model has no fillet, and the value rose from 180 MPa to 310 MPa to 470 MPa across three mesh refinements. A value that keeps rising with refinement indicates a stress singularity, not a converged stress.
What to try
Add the fillet radius from the manufacturing drawing, refine locally around it and repeat the convergence study. Report stresses at the fillet once the change between meshes falls below your chosen tolerance, for example 5%.
Boundary condition check
The bolt holes were given fixed supports over the whole hole surface, which is stiffer than a real bolted joint. The student tests a more realistic support and compares the difference, then discusses it as a limitation.
Illustrative example with invented values. Our reviews are educational and are not engineering certification.
A student practicing induction wrote a proof that 2ⁿ > n² for all n ≥ 5, using a textbook exercise that was not part of a graded assignment. The draft and comments are invented for illustration.
Read the excerpt
Base case
Correct: 32 > 25 for n = 5. Good that you checked the stated starting value rather than n = 1, where the claim is false.
Inductive step
You wrote 2ⁿ⁺¹ = 2·2ⁿ > 2n² and then 'so 2ⁿ⁺¹ > (n + 1)²'. The missing step is showing 2n² ≥ (n + 1)², which is equivalent to n² − 2n − 1 ≥ 0. State why this holds for n ≥ 5, for example by noting the larger root is 1 + √2 < 3.
Presentation
Write the inductive hypothesis explicitly, 'Assume 2ᵏ > k² for some k ≥ 5', and use k rather than n inside the step so the reader can see what is fixed.
Illustrative example with an invented student draft. We give this kind of feedback on practice proofs and on drafts where your course permits outside feedback.
Sample model specification excerpt: vaccination in an SEIR model
A master's student in public health wanted to explore how vaccination timing affects an outbreak in a closed population of 50,000. All values below are invented for illustration and are not real epidemiological estimates.
Read the excerpt
Structure
Compartments S, E, I, R and V. Assumptions: homogeneous mixing, no births or deaths over the 180-day horizon, vaccination moves people from S to V at a constant daily rate starting on day t_v, and vaccine protection is complete.
Numerics
Solved with SciPy solve_ivp (RK45, relative tolerance 1e-8). Verification: total population stays at 50,000 to within rounding, and with vaccination switched off the final size matches the analytical final-size relation.
Sensitivity
Latin hypercube sampling over plausible ranges of transmission rate, latent period and vaccination rate (1,000 samples). Partial rank correlation shows peak size is most sensitive to transmission rate and t_v. The student interprets and writes up the results.
Illustrative example with invented parameters. It is not public health guidance and real models must use sourced parameters and expert review.
Sample formulation note: a small facility location model
A master's researcher studying humanitarian logistics needed to choose which of 12 candidate warehouses to open to serve 40 districts. The figures are invented for illustration.
Read the excerpt
Formulation
Binary y_j = 1 if warehouse j opens; continuous x_ij = units shipped from j to district i. Minimize fixed opening costs plus transport costs, subject to demand satisfaction for each district, capacity x_ij summed over i ≤ C_j·y_j, and at most four warehouses open.
Solver result
Gurobi (via gurobipy) solved the instance to optimality in under a second; four warehouses open. Capacity constraints at two warehouses are binding, which suggests that expanding them would lower total cost; a scenario with 20% extra capacity quantifies this.
Robustness check
Re-solving under three demand scenarios shows that three of the four chosen sites remain in every optimal solution, which the researcher can present as a robust core of the network.
Illustrative example with invented data. Your results depend on your data, formulation and solver.
Sample fix report for a thesis that would not compile
A doctoral candidate's 210-page Overleaf thesis stopped compiling a week before submission, and citations showed as question marks. The findings are invented for illustration.
Read the excerpt
Root cause
The preamble loaded both natbib and biblatex (through a copied snippet), and the bibliography used \bibliographystyle with biblatex, so no citations resolved. We removed natbib, set biblatex with the Biber backend and the required author-year style, and replaced \bibliography with \addbibresource and \printbibliography.
Secondary issues
Three .bib entries had unescaped ampersands in journal names, which caused silent failures; 14 tables used vertical rules and manual spacing, and were converted to booktabs with siunitx alignment. Two obsolete packages (subfigure, epsfig) were replaced with subcaption and graphicx.
Compliance check
Margins, 1.5 line spacing, roman numbering for front matter and the required order of preliminary pages were checked against the graduate school's written rules. One ambiguity about list of abbreviations placement was flagged for the candidate to confirm.
Illustrative example with invented details. Actual work depends on your project and your institution's requirements.
A cell biology postdoc received a reviewer comment that Figure 3 was hard to interpret. The comments below are invented to show the format of a review.
Read the excerpt
Chart choice
Panel B shows mean ± SEM bars for four conditions with n = 6 per group. Replace with a dot plot showing each replicate plus mean and 95% confidence interval, and state in the legend whether points are biological or technical replicates.
Color and legibility
Treatment groups use red and green only, which many readers with color vision deficiency cannot distinguish. Switch to Okabe–Ito orange and blue with different marker shapes. Axis labels are 5 pt at final size; increase to at least 7 pt, following the journal's range.
Integrity check
Panel D splices two western blot lanes from different positions without a boundary. Add a visible dividing line and state the splice in the legend, and make sure the uncropped original is available for the supplementary information.
Illustrative example with invented details. Always follow your target journal's current artwork and image integrity policies.
Sample recommendation excerpt for a small imaging lab
A group of six researchers using two confocal microscopes stored images on personal laptops and recorded experiments in paper notebooks with inconsistent sample labels. The details are invented for illustration.
Read the excerpt
Identifiers
Introduce experiment IDs (EXP + three digits) assigned from a shared register, and sample IDs within each experiment (S01, S02). Write both on tubes, in the notebook entry heading and in every file name.
Storage
Move raw images to the institution's managed research storage in a read-only raw folder per experiment, with processed images and analysis scripts in separate folders. Keep a nightly backup and one off-site copy, following the university's storage policy.
Notebook entries
Adopt a one-page template: aim, protocol link and version, deviations, samples, instrument settings file, results summary and file locations. Complete entries on the day of the experiment. Evaluate two ELNs licensed by the institution during a four-week pilot.
Illustrative example with invented details. Recommendations for your lab depend on your field, institution and data.
Illustrative before-and-after for one results slide
A fictional postdoctoral researcher is giving a 15-minute departmental seminar on a school nutrition study. One slide shows a three-panel bar chart copied from a draft paper, under the title 'Results (2)'. The details below are invented to show the kind of change we make.
Read the excerpt
Before
Title 'Results (2)'. Three grouped bar charts, 10-point axis labels, a legend with six colors including red and green, and four bullet points beneath repeating the numbers.
After
Headline: 'Fruit intake rose in intervention schools, but only at lunchtime.' One chart showing the lunchtime comparison, two direct-labeled bars in a colorblind-safe blue and orange, 24-point labels and the confidence intervals kept. The breakfast and snack panels move to a backup slide; the bullet text moves into the speaker notes.
Why
The audience now knows the claim before looking at the chart and has only one comparison to check, which leaves time to talk about the caveat instead of reading.
Illustrative example only. The study, figures and wording are invented and do not describe a real client.
Illustrative talk plan for a 15-minute conference slot
A fictional PhD candidate in environmental engineering has a 15-minute oral slot (12 minutes talk, 3 minutes questions) for a paper on membrane fouling. The draft deck has 31 slides. The plan below is invented to show how a timing map works.
Read the excerpt
Timing map
Minutes 0–1.5: problem and one photo of a fouled membrane. Minutes 1.5–3.5: research question and design in two slides. Minutes 3.5–9: three results slides, each with one chart. Minutes 9–11: implication for plant operators and one limitation. Minutes 11–12: take-home slide left on screen during questions.
What moved out
Nineteen slides became backup slides: the full literature table, calibration details, two sensitivity analyses and the cost model. A menu slide links to each so they can be found in seconds.
Rehearsal note
First run took 16 minutes 40 seconds. Cutting a second method slide and speaking to the chart instead of reading the headline brought it to 11 minutes 50 seconds.
Illustrative example with invented details and timings. It does not describe a real client or event.
Illustrative poster triage for an A0 portrait poster
A fictional nursing master's student is presenting a study on night-shift handover errors at a regional nursing conference that requires A0 portrait posters. The draft has 1,400 words and seven figures. The details below are invented.
Read the excerpt
Main finding
'A structured handover checklist cut missed medication tasks from 14 to 5 per 100 handovers' set across the middle of the poster in large type, with the before-and-after chart directly beneath.
What moved
Word count fell to about 450. The literature background became two sentences, the checklist itself moved behind a QR code, and four figures were replaced by one chart and one photo of the checklist in use.
Checks
Colors tested for red–green color vision deficiency, body text set large enough to read from arm's length, and a scaled test print ordered before the final print.
Illustrative example only. The study, numbers and conference are invented and do not describe a real client.
A fictional NGO research team has a stacked 3D pie chart showing how 1,200 surveyed households spend water-collection time, for a policy brief. The details are invented to show the kind of change we suggest.
Read the excerpt
Issue
Seven slices in red, green and orange, with 3D perspective making the front slices look larger. Readers could not compare the two middle categories.
Redesign
A horizontal bar chart sorted from largest to smallest, bars starting at zero, direct percentage labels, one accent color on the category the brief discusses and a title stating the finding: 'Most households spend over an hour a day collecting water.'
Accessibility
Colors checked for red–green deficiency, alt text drafted with the key numbers and the underlying table included in the appendix.
Illustrative example with invented data. It does not represent a real client or survey.
A fictional economics lecturer is converting a 50-minute lecture on price elasticity into recorded content for a flipped classroom. The plan below is invented to show the format.
Read the excerpt
Segments
1. Why elasticity matters (5 min). 2. Calculating price elasticity of demand with the midpoint method (7 min). 3. Reading elasticity from a demand curve (6 min). 4. Common mistakes in exam answers (4 min). Each ends with one practice question for the in-class session.
Captions
Glossary of 18 terms prepared (for example 'midpoint method', 'inelastic', named economists). Auto-captions corrected; equations read aloud consistently and written in the transcript.
Accessibility
Slides exported with alt text for diagrams; each diagram described aloud so the audio makes sense without the video.
Illustrative example with invented details. It does not describe a real client or course.
Illustrative feedback excerpt from a baseline rehearsal
A fictional doctoral candidate in chemistry recorded a 20-minute rehearsal of a job talk delivered in English as an additional language. The notes below are invented to show the style of feedback.
Read the excerpt
Pace
Average speed rose sharply during the results section (minutes 9–14), and the key yield figure at 11:20 was said in under a second. Suggest pausing before and after each main number and pointing to it on the slide.
Slides
Slides 6 to 8 were read aloud word for word. Suggest cutting slide text to a headline and a figure and moving the detail into notes.
Questions
In the mock Q&A, the answer to a question on scale-up started defensively. Practise the routine: thank, restate, answer with one piece of evidence, name the limitation.
Illustrative example with invented details. It does not describe a real client.
Illustrative pitch outline for a proof-of-concept application
A fictional agricultural sciences team has developed a low-cost soil moisture sensor and is applying to a university proof-of-concept fund with a ten-minute pitch. All details are invented.
Read the excerpt
Opening
Problem: smallholder irrigation decisions rely on guesswork, and over-watering wastes water and fertilizer. One photo from a field trial.
Evidence and readiness
Lab validation against a reference sensor and a two-season field pilot on three farms; the team describes the technology as around TRL 5 and explains what a TRL 6 demonstration would require.
Market and ask
Bottom-up estimate from cooperative membership figures in one region, with assumptions listed in the appendix. Ask: funding for a 40-farm pilot and a manufacturing cost study.
Illustrative example with invented details and figures. It does not describe a real client, technology or fund.
Illustrative glossary excerpt for a French-to-English management thesis chapter
A fictional doctoral researcher at a francophone university is turning a thesis chapter on SME financing into an English journal article. The glossary lines below are invented to show format and reasoning.
Read the excerpt
Glossary entries
'Très petites entreprises (TPE)' → 'micro-enterprises' (term used in the target journal's recent issues). 'Rationnement du crédit' → 'credit rationing'. 'Garanties' in a lending context → 'collateral' when it refers to pledged assets, following the target journal's usage.
Query
Section 3.2 uses 'contraintes financières' for both perceived and actual constraints. Please confirm whether to distinguish 'perceived financing constraints' from 'financial constraints' in English, as the target literature does.
Review note
Reviewer standardized 'ratio d'endettement' to 'leverage ratio' across the chapter (previously mixed with 'debt ratio').
Illustrative example with invented content. It does not describe a real client or thesis.
Illustrative transcript line and translator's note
A fictional graduate from a Moroccan university needs a French-to-English translation of a bachelor's transcript for a UK master's application that accepts translations with a translator's statement. The content below is invented.
'Translator's note: Grades are on a scale of 0 to 20 as shown on the original. "Session normale" refers to the first examination sitting; "session de rattrapage" refers to the resit sitting.' The grade itself is not converted.
Illustrative example with invented content. It does not describe a real client, university or document.
A fictional doctoral researcher is adapting an English workplace well-being scale into Modern Standard Arabic for secondary-school teachers in Morocco. The entry below is invented to show the documentation format.
Read the excerpt
Source item
'I feel burned out at the end of the working day.'
Issue
Forward translator A used a literal equivalent of 'burned'; translator B used a term meaning 'exhausted'. The back-translation of A read 'I feel on fire', indicating the metaphor does not carry over.
Decision and debriefing
Reconciled wording uses the term for emotional and physical exhaustion. In cognitive debriefing, 7 of 8 respondents paraphrased the item as intended; one linked it to physical tiredness only. A brief clarifying phrase was added with the research team's agreement.
Illustrative example with invented content and numbers. It does not describe a real client, scale or study.
Illustrative before-and-after: a postdoc's first page
A fictional postdoc in sociology is applying to US assistant professor roles at research-intensive universities. Her CV opens with two pages of conference presentations, and her two journal articles appear on page three.
Education and current appointment → Peer-reviewed publications (2) → Work in progress (1 revise-and-resubmit, 2 working papers, labeled separately) → Grants and fellowships → Teaching (instructor of record for two courses, with levels and enrollment) → Selected presentations (invited talks first) → Service.
Why
Research output and trajectory are now visible in the first screen. Presentations are trimmed to the most relevant, and teaching entries show responsibility rather than just course numbers.
Illustrative example only; the person and details are invented. Actual recommendations depend on your field, target institutions and record.
Illustrative excerpt: turning a generic teaching paragraph into a tailored one
A fictional chemistry postdoc is applying to a small undergraduate-focused college. Her first draft says she is "passionate about teaching and would be happy to teach a range of courses."
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Feedback given
The paragraph could appear in any letter. The college's catalog lists a sophomore analytical chemistry sequence and a first-year seminar program; your experience running a teaching lab and mentoring two undergraduate researchers is relevant to both but not mentioned.
Revised direction
Name the analytical chemistry sequence and describe how you would redesign one lab around an undergraduate-scale version of your environmental sampling project; mention the two undergraduates you mentored and what they produced; propose one first-year seminar topic briefly.
Illustrative example with an invented applicant and institution. Your feedback will depend on your own record and the posting.
A fictional history postdoc writes: "I believe in active learning and try to make my classes engaging and student-centered."
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Feedback
Every candidate claims this. What did students do in your survey course, and how did you know it helped? Your notes mention a primary-source "archive lab" and improved essay drafts.
Revised paragraph direction
In my survey of modern European history, students spend one session per unit in an "archive lab", comparing two primary sources that disagree. They then draft a paragraph arguing which source is more reliable. Across two semesters, the share of final essays that used primary evidence to support a claim, rather than as illustration, rose noticeably in my own grading notes — and students frequently cited the labs in evaluations as the most useful part of the course.
Illustrative example with an invented instructor and course. Your statement will be built from your own teaching and evidence.
A fictional public health candidate completes a 30-minute mock first-round interview for a US assistant professor post at a research-intensive school of public health.
Read the excerpt
Strengths
Clear two-minute research summary; specific example of mentoring master's students; good question to the committee about the department's community partnerships.
To work on
Answer to "What is your first grant?" named the funder but not the aims or the preliminary data. Teaching answer did not mention any course in the department's current offering.
Practice set
Rehearse a 60-second grant answer (aims, data, mechanism); prepare two course names from the catalog with a sentence on how you would teach each.
Illustrative example; the candidate and feedback are invented to show the format of our notes.
A fictional materials science PhD candidate drafts an email to a PI: "Dear Professor, I am very interested in your lab and would like to join as a postdoc. Please find my CV attached."
Read the excerpt
Feedback
The PI cannot tell what you work on or why you chose them. Name your research area, one result, their recent work that connects, and a clear ask.
Revised structure
Subject: Postdoc interest — perovskite stability and your 2025 encapsulation work. Paragraph 1: I am finishing a PhD on degradation mechanisms in perovskite solar cells, recently published on moisture-induced phase changes. Paragraph 2: Your group's encapsulation studies connect directly to my in-situ characterization skills. Paragraph 3: Would you have or support a postdoc position, for example through an MSCA fellowship application next year? CV attached.
Illustrative example with an invented candidate and research details.
A fictional neuroscience postdoc exploring both academic and data science roles has the headline "Postdoctoral Researcher at University of Somewhere."
Read the excerpt
Revised headline
Neuroscientist | Python, signal processing & machine learning on large neural datasets | Open to research and data science roles
About section direction
Opening: what you do and for whom. Middle: two projects with methods and outcomes (for example, a pipeline that reduced analysis time for a lab of twelve). Close: what you are looking for and how to contact you.
Illustrative example with an invented researcher and details.
A fictional sociology postdoc targeting user experience research roles has a CV line: "Conducted 45 semi-structured interviews on housing insecurity; thematic analysis in NVivo."
Read the excerpt
Résumé bullet
Planned and led 45 in-depth interviews with hard-to-reach participants; synthesized findings using thematic analysis into recommendations adopted by a city housing task force.
Why it works
It shows research planning, recruiting, synthesis and stakeholder impact — core UX research skills — using the reader's vocabulary while staying accurate.
Illustrative example with an invented person and outcomes. Your résumé will reflect your real achievements.
Illustrative excerpt: curriculum map finding for a redesign
A fictional business school redesigning a 180-ECTS bachelor's program with 34 courses and 9 program outcomes. Numbers are invented to show what a mapping finding looks like.
Read the excerpt
Coverage finding
Outcome PLO6 (communicate analysis to professional audiences) is introduced in 11 courses but assessed at mastery level in none; the capstone rubric does not include a communication criterion. Recommendation: add a communication criterion to the capstone rubric and designate one year-two course for developmental feedback.
Workload finding
Semester 3 courses total an estimated 1,020 student hours against 750–900 expected for 30 ECTS. Two courses carry weekly assignments plus a project; consolidating assessment in one is proposed.
Decision for the design team
Option A merges two overlapping quantitative methods courses (frees 6 ECTS for an internship); Option B keeps both and differentiates content. Consequences for staffing and prerequisites are listed for each.
Illustrative example with invented numbers. A real map reflects your program, framework and regulations.
Illustrative excerpt: outcome rewrite with alignment
A fictional second-year public health course, 'Epidemiology Methods', had five outcomes, three of which began with 'understand'. Content is invented to illustrate the output.
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Before
CLO2: Understand study designs used in epidemiology. CLO3: Know measures of association.
After
CLO2 (Analyze): Compare cohort, case-control and cross-sectional designs and identify the most appropriate design for a given research question. CLO3 (Apply): Calculate and interpret risk ratios and odds ratios from a 2×2 table.
Alignment
CLO2 → PLO3 (research literacy), assessed by a design-critique assignment (25%). CLO3 → PLO2 (quantitative reasoning), assessed by problem sets and the final exam section B (30%).
Illustrative example only; your outcomes will reflect your discipline, program outcomes and level.
A fictional 5-ECTS online postgraduate module, 'Leading Change in Schools', delivered in Moodle over ten weeks. Details are invented to show the blueprint format.
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Week 4 plan
Outcome: analyze resistance to change using two models. Content: two 8-minute videos and one case reading. Activity: small-group forum analyzing a case with an assigned role. Check: 6-question quiz drawn from a 20-item pool. Estimated workload: 12 hours.
Alignment note
The forum task rehearses the analysis required in Assignment 2 (policy memo, 40%) and uses the same rubric criteria in simplified form.
Accessibility actions
Case reading re-created as tagged HTML; videos captioned and transcripts provided; forum instructions include word range and deadline in text, not only in the calendar.
Illustrative example with invented details; real blueprints follow your LMS, program and policies.
Six fictional markers on a large first-year business writing course scored the same eight anonymized reports before and after a rubric revision. Numbers are invented.
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Before revision
Markers agreed on the same level for the 'Argument' criterion in 44% of cases; two markers systematically placed work one level higher.
Changes made
The 'Argument' and 'Structure' criteria were separated; the descriptors replaced 'clear and logical' with observable features (thesis stated in introduction, each section advances a claim). Two anchor excerpts were added.
After revision
Agreement on 'Argument' rose to 75% in a second round. Remaining disagreement concerned use of sources, which was scheduled for the next moderation meeting.
Illustrative example with invented numbers; actual results depend on your tasks and markers.
A fictional 60-item common final exam in introductory accounting taken by 480 students across five sections. Statistics are invented.
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Summary
KR-20 reliability 0.84. Mean difficulty 0.63. Seven items flagged: three with discrimination below 0.10, one negative, three with non-functioning distractors.
Item Q27 (negative discrimination)
p = 0.41, point-biserial −0.08. Top-quartile students mostly chose option C. Review found option C is also correct under the revenue recognition rule taught in week 9. Recommendation: rescore Q27 and rewrite the stem to specify the context.
Item Q12 (non-functioning distractor)
Option D chosen by 1% of students. Suggested replacement based on a common error seen in homework: confusing gross and net figures.
Illustrative example with invented statistics; interpretation always depends on your test's purpose and sample.
A fictional business school preparing its first continuous improvement documentation. The entry shows the gap analysis format; content is invented.
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Standard area: assurance of learning
Status: Amber. Direct measures exist for four of six learning goals in the bachelor's program. Rubric data for 'ethical reasoning' and 'global perspective' were collected once and not analyzed. No documented curriculum changes linked to results.
Evidence needed
Analysis of existing rubric data for the two goals; minutes showing faculty discussion of results; at least one implemented change with a planned re-measurement date.
Action and owner
AoL coordinator to analyze data (weeks 1–4); curriculum committee to review and agree actions (week 6); we draft the AoL narrative once decisions are recorded.
Illustrative example; real gap analyses follow the specific accreditor's standards and your evidence.
A fictional engineering faculty's self-evaluation identified weak use of graduate feedback. The rows below are invented to show the action plan format.
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Weakness identified
Graduate surveys achieved a 9% response rate and results were not discussed by program committees (evidence: E5.3 survey report; E5.4 committee minutes 2024–25).
Action
Redesign the graduate survey with the alumni office, move it to six months after graduation and add a standing item to program committee agendas each spring. Owner: Vice-Dean for Quality. Deadline: spring semester of the next academic year.
Indicator
Response rate above 25%; at least one documented program change per year linked to graduate feedback.
Illustrative example with invented content; your action plan reflects your own findings.
A fictional review of a master's program in public administration with declining completion. Figures are invented.
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Finding
Two-year completion fell from 78% to 61% over four cohorts. Interviews and progression data show most delays occur at the dissertation stage; supervision loads vary from 2 to 14 students per supervisor.
Recommendation (high priority)
Introduce a supervision allocation cap and a dissertation proposal milestone at the end of semester two, monitored by the program committee.
Commendation
Employer interviews consistently praised graduates' policy-writing skills, which reflects the program's authentic assessment design.
Illustrative example with invented data; real findings depend on your program's evidence.
A fictional mid-sized university ran a nine-month program for 30 faculty across three tracks. Figures are invented to show the evaluation format.
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Participation
26 of 30 participants completed at least 80% of sessions. Completion was lowest in the quantitative track, where participants cited teaching peaks in weeks 8–10.
Outputs at 12 months
14 ethics applications submitted, 9 manuscripts submitted to journals, 4 external grant proposals submitted. Outcomes of submissions were outside the program's control and are tracked separately.
Recommendation
Shift quantitative sessions away from mid-semester and add two writing days per term for participants with near-complete manuscripts.
Illustrative example with invented numbers, not a real client result.
A fictional engineering lecturer with a 250-student mechanics class joined a four-session program. Details are invented.
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Starting point
Two-hour lectures with slides; weekly problem sets marked by teaching assistants with little written feedback; students report being lost after week 4.
Change made
Each lecture split into three 25-minute segments, each ending with a concept question answered by polling and peer discussion. Problem-set feedback replaced by a common-errors video each week.
Follow-up evidence
Peer observer recorded higher student participation; mid-term concept inventory results and student comments were collected for the lecturer's portfolio reflection.
Illustrative example; real outputs depend on each participant's course and context.
A fictional participant in a nursing faculty cohort planned an article from a master's dissertation on night-shift fatigue. Details are invented.
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Participant's plan
Target: a broad international nursing journal. Contribution: 'explore fatigue among night-shift nurses'. Structure mirrors the dissertation, with a 3,000-word literature review.
Facilitator feedback
Narrow the contribution to the finding that is new — the link between shift-swap practices and self-reported fatigue in a setting that has rarely been studied. Consider a regional or specialty journal whose recent issues include similar cross-sectional studies. Reduce the literature review to about 700 words and use STROBE to structure the methods and results.
Next step
Revised plan and introduction draft due before the next peer circle.
Illustrative example with invented content; real feedback depends on each manuscript.
A fictional university's annual student experience survey received 3,120 responses (31% response rate). Figures are invented.
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Finding
Assessment and feedback scored lowest across all themes (58% positive). In the architecture program, positive responses to 'I received helpful comments on my work' fell to 39%; comments frequently mentioned feedback arriving after the next project began.
Caveat
Architecture responses: n = 64 (response rate 22%), so the estimate is imprecise (roughly ±12 percentage points). Direction is consistent with last year's course evaluations.
Suggested action
Program team to set a feedback turnaround target aligned with project deadlines and report progress in the next 'you said, we did' update.
Illustrative example with invented numbers; real reports reflect your survey and population.
A fictional university defining first-year retention for its leadership dashboard. Rules are an invented example of the format.
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Definition
Proportion of first-time, full-time bachelor's entrants enrolled on the fall census date who are enrolled at the institution on the following fall census date or have completed their award.
Business rules
Internal program transfers count as retained. Approved deferrals are excluded from the denominator. Deaths and compulsory withdrawals are excluded. Source: student information system census snapshot table.
Owner and refresh
Owner: Registrar. Refresh: annually after fall census. Minimum reporting group size: 10 students.
Illustrative example; definitions must follow your regulations and any national reporting rules.
A fictional regional university drafted a five-year plan with four priorities. The entry below is invented to show format.
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Priority 2: Student success
Objective: improve progression of first-generation students into the second year. Initiatives: redesigned first-year advising, embedded academic skills support in gateway courses, early-alert process with opt-in support.
Indicators
First-year retention of first-generation students: baseline 71%, target 78% by year five. Gap between first-generation and other students: baseline 9 points, target 4 points. Data owner: Institutional Research.
Resource note
Requires two additional advisers and reallocation of tutoring budget; reviewed in the annual budget cycle.
Illustrative example with invented figures; your priorities and targets will come from your analysis and leadership decisions.
A doctoral school asked for a methods refresher for twelve first-year education PhD students before their proposal deadline. This plan is an invented example of how a course is shaped.
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Needs analysis findings
Seven participants planned qualitative case studies, three surveys and two mixed methods designs. Most rated themselves least confident about sampling justification and research paradigms.
Program adjustments
Six weekly two-hour online sessions; session 4 extended to cover case study design in depth; a sampling clinic added in week 5 with small groups by approach.
Assessment and feedback
Each participant submitted a one-page design summary in week 5 and received written comments on alignment and justification before the final session.
Illustrative example only. The cohort, numbers and schedule are invented and do not describe a real client.
A doctoral student in public health had used SPSS for a pilot study and wanted to move to R for the main analysis of a longitudinal cohort dataset. The plan below is an invented illustration.
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Starting point
Comfortable with regression in SPSS menus, no programming experience. Goal: run and document mixed-effects models on repeated measures and produce publication-quality figures.
Six-session plan
Projects and scripts; importing and reshaping data from wide to long; ggplot2 for trajectories; linear models recap; mixed-effects models with lme4; Quarto report combining code, tables and text.
Consolidation task
Using a synthetic dataset with the same structure as the cohort data, the student built the full analysis script independently and received written feedback on code clarity and model reporting.
Illustrative example only. The participant and plan are fictional.
Illustrative outcome summary from a three-day online bootcamp
A closed online bootcamp for fourteen doctoral candidates in social sciences in their writing-up year. All figures are invented to illustrate the kind of summary organizers receive.
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Goals set
Most participants targeted a single chapter section; four aimed to restructure an existing chapter; two to start a discussion chapter from notes.
Participant-reported progress
Participants logged between 1,500 and 6,000 new or revised words over three days; ten reported completing their stated section goal.
Follow-up
Twelve participants joined two weekly online check-ins afterward. The most requested clinic for a future bootcamp was writing the discussion.
Illustrative example with invented numbers. Progress varies widely by participant and project, and we do not promise specific word counts.
Illustrative training plan for a nursing review team
A team of four nurse researchers planned a first systematic review on interventions to reduce falls in care homes. This plan is an invented example.
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Starting point
Draft PICO question, no protocol, access to MEDLINE, CINAHL and Covidence through their institution. None had screened in pairs before.
Program
Five fortnightly online sessions, timed so the protocol was ready for PROSPERO submission after session 2 and searches were run after session 3.
Feedback points
Eligibility criteria tightened around the care setting; search expanded with CINAHL subject headings; calibration on 100 records before full screening; RoB 2 selected for randomized trials and ROBINS-I for non-randomized studies.
Illustrative example with an invented team and plan.
In a workshop exercise, participants receive a set of invented reviewer comments on an invented manuscript and sort them into a response plan.
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Comment
Reviewer 2: 'The sample is drawn from a single region, which limits generalizability. The authors should discuss this or collect additional data.'
Triage
Category: major but addressable without new data. Plan: acknowledge in limitations, explain why the region was chosen, soften generalizing claims in the discussion, and state politely why new data collection is outside the study's scope.
Response table entry
Comment summary; our response; change made with page and line numbers. Participants draft this entry and compare versions in discussion.
Illustrative exercise with invented comments; not taken from any real manuscript or client.
A research group of fifteen, spread across three countries, wanted to improve data management and move from spreadsheets to scripted analysis. The plan below is invented to illustrate how formats combine.
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Webinar for everyone
A 75-minute session on data management principles, file naming and version control, recorded for those in distant time zones.
Course for analysts
Six analysts took a five-session R course with weekly tasks and a final task reproducing one of the group's past analyses. Those who submitted all tasks received certificates of completion.
One-to-one follow-up
Two members with unusual data structures booked three private sessions each to adapt the workflow to their projects.
Illustrative example; the group, numbers and plan are fictional.