AI Prompts for Researchers

Synthesise findings across multiple papers

I've read the following papers on [topic]: [paste summaries or abstracts]
Help me synthesise them by:
1. Identifying the major themes or findings that appear across multiple papers
2. Noting where papers agree and where they conflict, with specific details
3. Identifying methodological patterns (what approaches dominate? what's rarely used?)
4. Mapping the chronological development of ideas in this area
5. Identifying what questions remain unanswered across all these studies
Present this as a synthesis, not a list of individual paper summaries.

Identify research gaps for a proposal

Based on this overview of the literature on [topic]: [paste your summary]
Help me identify research gaps suitable for a new study:
1. Empirical gaps: what phenomena or populations haven't been studied?
2. Methodological gaps: what methods have been underused or not applied to this context?
3. Theoretical gaps: what theoretical questions remain untested?
4. Contextual gaps: what settings, cultures, or time periods are missing?
5. Practical gaps: what knowledge would most benefit practitioners in this field?

For each gap: explain why it matters and what filling it would contribute.

Thematic organisation of literature

I have read [X] papers on [topic]. Here are brief summaries of each:
[paste your summaries]

Help me organise them into a thematic structure for my literature review:
1. Suggest 4-6 overarching themes that cut across the papers
2. Map each paper to its primary theme(s)
3. For each theme, suggest a 2-3 sentence summary of what the literature shows
4. Suggest the logical order to present these themes (which builds on which?)
5. Identify which themes are most contested and would benefit from deeper treatment

Critical annotation of a paper

I'm annotating this paper for my literature review: [paste abstract and key sections or describe the paper]
Help me critically assess:
1. Research question clarity: is it well-defined and answerable?
2. Methodology appropriateness: does the method match the question? Key limitations?
3. Evidence quality: how strong is the evidence for the conclusions?
4. Claims vs evidence: does the paper overstate or understate its findings?
5. Contribution: what does this paper add that wasn't known before?
6. Relevance to my research: [describe your research focus] — how and how closely does this relate?

Improve clarity and argument flow

Review this section of my academic paper for clarity and argument strength:
[paste section]
Field: [discipline]
Target journal: [journal name or type]
Feedback I need:
1. Is the central argument clear in the first paragraph?
2. Does each paragraph have a clear topic sentence?
3. Where is the argument weakest or least supported?
4. Are there places where I make claims without sufficient evidence or citation?
5. Where is the writing needlessly complex — jargon that could be clearer?
Please provide specific suggestions, not general comments.

Write or refine a paper abstract

Write a structured abstract for my paper on [topic].
Key information:
- Research question / objective: [state it]
- Methods: [brief description of approach]
- Key findings: [2-3 main results]
- Conclusions / implications: [what this means for the field]
- Keywords: [5-7 terms]

Structure the abstract as: Background (1-2 sentences) → Objective (1 sentence) → Methods (2-3 sentences) → Results (2-3 sentences) → Conclusions (1-2 sentences).
Target length: [150-250 words]. Field conventions: [any specific requirements].

Structure a research introduction

Help me structure the introduction for my paper on [topic].
My research fills this gap: [describe the gap]
My argument or hypothesis: [state it]

Write an introduction outline that follows the "funnel" structure:
1. Opening hook: a compelling framing of why this research area matters
2. Current state of knowledge: what do we know (2-3 key points)
3. The gap: what we don't yet know or understand
4. Why this gap matters: theoretical or practical significance
5. This paper's contribution: what I do and why it helps
6. Roadmap: one sentence describing the paper structure

Then write the first paragraph in full, applying your outline.

Draft a research discussion section

Help me draft the discussion section for my paper.
My findings: [describe your key results]
Research question: [state it]
Prior literature I should engage with: [list key papers/theories]

The discussion should:
1. Restate the key findings in relation to the research question (not just list results again)
2. Interpret what the findings mean — why did this happen?
3. Compare to prior literature: where do findings confirm, challenge, or extend existing work?
4. Address limitations honestly (not defensively)
5. Explain theoretical and practical implications
6. Suggest specific future research directions (not generic "more research needed")

Avoid starting every sentence with "The findings show..." — vary the sentence structure.

Interpret statistical results

Help me interpret these statistical results from my study:
Analysis type: [e.g., regression, ANOVA, chi-square]
Results: [paste your output table or describe results: F/t/χ² value, p-value, effect size, confidence intervals]
Research question: [what were you testing?]

Help me:
1. Explain what these results mean in plain language
2. Assess statistical significance and practical significance separately
3. Identify whether the effect size is meaningful for this type of research
4. Note any assumptions I should check given these results
5. Suggest how to report these results in the appropriate format for my field
6. Flag any interpretive claims I should avoid making with this data

Qualitative coding framework development

I'm developing a coding framework for qualitative analysis of [data type — interviews / documents / observations] on [topic].
My research question: [state it]
Theoretical framework: [e.g., grounded theory / thematic analysis / discourse analysis]

Here are excerpts from my data: [paste 3-5 illustrative quotes or descriptions]
Help me:
1. Develop initial codes that describe what's happening in the data
2. Suggest higher-order themes that might group related codes
3. Check whether the codes are mutually exclusive and collectively exhaustive
4. Identify tensions or contradictions in the data that resist neat coding
5. Note what my theoretical framework would predict vs what I'm actually seeing

Plan data visualisation for a paper

I need to present this data visually in an academic paper:
Data type: [quantitative / qualitative / mixed]
Key findings to visualise: [describe 3-4 results]
Journal requirements: [colour / black-and-white / figure limit]

For each finding, recommend:
1. The most appropriate chart/figure type and why
2. What to put on each axis (for quantitative) or how to structure it (for qualitative)
3. What to emphasise visually to make the finding clear
4. Whether one combined figure or multiple separate figures is clearer
5. The figure caption text (should describe what to see, not just what the figure is)
6. Common mistakes to avoid for this type of visualisation in academic journals

Write a rigorous methods section

Help me write the methods section for my study on [topic].
Study design: [e.g., RCT / case study / survey / experiment]
Participants/sample: [how selected, n=, inclusion/exclusion criteria]
Procedure: [what you did, in order]
Measures/instruments: [what you measured and how]
Analysis approach: [how data was analysed]

The methods section should:
1. Be detailed enough to be replicated by another researcher
2. Justify key methodological choices (why this design, why this sample size)
3. Address potential validity threats and how you mitigated them
4. Note ethical approval and consent procedures
5. Follow conventions for [your discipline/journal style]

Flag any gaps in the information I've given you that a reviewer would question.

Research proposal narrative

Help me write a compelling research proposal narrative for [grant type / funder].
My research: [brief description]
Research question: [state it]
Why it matters: [significance — theoretical and practical]
My approach: [brief methodology]
My qualifications: [why I'm the right person to do this]

Write the narrative sections:
1. Significance (why does this matter to this funder specifically?)
2. Innovation (what's genuinely new about this?)
3. Approach (concise, credible, addresses likely reviewer concerns)
4. Impact (specific outcomes, not vague claims)

Funder priorities: [what this grant scheme values — check the funding call]
Word limit per section: [if specified]

Research aims and objectives

Help me write specific, measurable research aims and objectives for my study on [topic].
Overall purpose: [broad goal]
My research question(s): [list 1-3]
My approach: [brief description of methods]

Write:
1. One overarching aim (broad statement of purpose)
2. 3-4 specific objectives (concrete, measurable, achievable steps that together achieve the aim)
3. For each objective: the action verb, what you'll do, and what you'll produce
4. Check: do the objectives collectively address the research question? Any gaps?
5. Identify any objective that might be too ambitious for the scope and timeline

Craft a research impact statement

Write a research impact statement for my work on [topic].
Research summary: [brief description of what you're doing]
Primary audience for impact: [academic / policy / practice / public]
Potential beneficiaries: [who benefits from this knowledge?]
Timeframe: [when might impacts be realised?]

The impact statement should:
1. Describe academic impact: how does this advance the field?
2. Describe practical/societal impact: who benefits and how?
3. Be specific about mechanisms: how does knowledge get used? By whom?
4. Avoid generic claims ("will benefit society") — name specific actors and decisions
5. Be honest about uncertainty: what has to happen for the impact to be realised?

Format for: [REF impact case study / grant application / public engagement / all three]

Respond to peer review comments

Help me respond to these peer review comments on my paper:
[paste reviewer comments]
My paper is about: [brief description]
For each comment, help me:
1. Categorise it: major revision, minor revision, or clarification needed
2. Assess validity: is the reviewer correct, partially correct, or missing something important?
3. Draft a response: acknowledge the point, state what change I'll make (or why not), and explain how the paper is now better
4. Write the revision text for comments that require new content
Key principle: reviewers are rarely wrong that something is confusing — even if you disagree with their solution, address the underlying confusion.

Plain language summary of research

Write a plain language summary of my research for a non-specialist audience.
My research: [paste abstract or key findings]
Target audience: [general public / policy makers / practitioners / journalists]
Key message I want to convey: [the main takeaway]

The summary should:
1. Open with why someone who doesn't work in this field should care
2. Explain the research question in one sentence without jargon
3. Describe the approach in terms of what you did, not methodological categories
4. State the findings in plain English — no statistics unless essential
5. Explain what this means in practice (what should people do differently?)
Maximum: 300 words. No passive voice. No disciplinary jargon without explanation.

Conference abstract submission

Write a conference abstract for [conference name / type] on my research about [topic].
Paper title (working): [title]
Research question: [state it]
Method: [brief]
Key findings: [2-3 results]
Contribution: [what this adds]
Word limit: [X words]
Format required: [structured with headings / unstructured paragraph]

The abstract should:
1. Hook the programme committee in the first sentence
2. Clearly state what you did and found (not just what you aimed to do)
3. Articulate the contribution specifically — why does this conference need to hear this?
4. Use the keywords that will attract the right audience
5. End with a clear statement of theoretical or practical implications

Research blog post for broader audience

Write a research blog post based on my paper on [topic].
Core finding: [your main result in plain language]
Why it matters: [practical or theoretical significance]
Target readers: [academics in adjacent fields / practitioners / policy audience]
Length: 600-800 words. Tone: accessible but substantive.

Structure:
1. Opening hook: a concrete scenario, surprising fact, or question that draws them in
2. The puzzle: what question does the research address and why is it hard to answer?
3. What we did: brief, jargon-free methods
4. What we found: the key result with one illustrative example
5. Why it matters: who should change what because of this?
6. Limitations and next steps: honest and brief
7. Closing: memorable takeaway, not generic summary

Academic social media posts

Write social media posts about my research on [topic] for these platforms:

1. Twitter/X thread (3-5 tweets): Hook tweet → key finding → implication → where to read more
2. LinkedIn post (200-250 words): Professional narrative with context, finding, and call to action
3. Bluesky post (280 characters): Most surprising or counterintuitive finding
4. Research summary for ResearchGate / Academia.edu (100 words): Clear summary for academic peers

For each platform, match the tone to the audience. Use hashtags where appropriate.
Key finding: [state your main result]
Link to paper: [URL if available]

Efficient paper reading strategy

I have [X] papers to read on [topic] in [timeframe]. Help me read them efficiently.
Papers: [list titles/authors or paste abstracts]
My goal: [what do you need from this reading — background, specific methods, evidence for argument?]
Create a reading strategy:
1. Categorise: which papers are essential vs useful vs background?
2. Reading depth: which to read fully vs skim vs read abstract only?
3. Reading order: which to read first to build the right foundation?
4. What to extract from each: create a note-taking template tailored to my goal
5. Time estimate: how long each depth level takes and whether [timeframe] is realistic

Structured research note template

Create a research note template for papers I'm reading on [topic].
My research question: [state it]
Fields to capture for each paper:
- Full citation (formatted for [citation style])
- Research question and context
- Methodology (in 2-3 sentences)
- Key findings (3-5 bullet points)
- Methodological limitations
- Relevance to my research: [how does this connect?]
- Quotable passages (with page numbers)
- Questions raised / follow-up reading suggested
- My critical assessment (in 2-3 sentences)
Format this as a Markdown template I can use for every paper.

Academic writing schedule and accountability

Help me build a realistic writing schedule for [academic project — paper / thesis / book chapter].
Deadline: [date]
Current state: [draft stage / outline / notes only]
Available writing time: [hours per week, on which days]
My biggest writing obstacle: [e.g., procrastination, perfectionism, unclear argument]

Create:
1. A milestone plan working backwards from the deadline (first draft, revisions, final)
2. Weekly writing targets that are specific (e.g., "draft methods section, 800 words")
3. Strategies for my specific obstacle
4. A daily writing routine recommendation (when, for how long, in what conditions)
5. What to do when I miss a scheduled session — how to recover without derailing

Prepare for a supervision or advisor meeting

Help me prepare for my [PhD supervision / advisor meeting / thesis committee meeting].
Meeting date: [date]
Current work status: [brief description of where I am]
Progress since last meeting: [what I've done]
Current roadblocks: [what I'm stuck on]
Questions I need answered: [list them]

Prepare:
1. A one-page progress summary my supervisor can read in 3 minutes
2. A clear agenda for the meeting (what decisions or feedback I need)
3. How to frame the roadblocks constructively (not as complaints — as specific questions)
4. What I should have ready to show or demonstrate
5. The single most important thing I need from this meeting