amj-topic-selection
Use when scoping or sanity-checking a research question for an Academy of Management Journal (AMJ) manuscript — fit, theory-drivenness, and feasibility.
Install / Use
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amj-topic-selectionInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Education & ResearchSupported Platforms
Tags
Our assessment of amj-topic-selection
amj-topic-selection scores 85/100 on our quality scale, 275th of 428 Education & Research skills we index.
Its SKILL.md is 5.0 KB long, well organised into 8 sections with 1 code example: a solid amount of guidance for an agent.
With 1,158 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 19 days ago, so amj-topic-selection is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
amj-topic-selection compared with similar skills
All 4 of these similar skills score higher than amj-topic-selection; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| amj-topic-selection (this skill)by brycewang-stanford | 85 | 1.2k | 19d ago | SKILL.md |
| last30days-skillby mvanhorn | 100 | 63.4k | 2d ago | CLAUDE.md |
| algorithmic-artby anthropics | 100 | 177.9k | 11d ago | SKILL.md |
| pptxby anthropics | 100 | 177.9k | 11d ago | SKILL.md |
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Frequently asked questions
- How do I install amj-topic-selection?
- Run
npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amj-topic-selection. The install tabs above show the steps for each supported agent. - Which AI agents does amj-topic-selection work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is amj-topic-selection safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is amj-topic-selection still maintained?
- The repository was last updated 19 days ago, so amj-topic-selection is actively maintained.
Skill content
View source on GitHubname: amj-topic-selection description: Use when scoping or sanity-checking a research question for an Academy of Management Journal (AMJ) manuscript — fit, theory-drivenness, and feasibility. Decides whether the idea can earn a theoretical contribution; it does not build the theory itself (use amj-theory-development) or position the literature (amj-literature-positioning).
Topic Selection & AMJ Fit (amj-topic-selection)
When to trigger
- You have a dataset, a context, or a phenomenon, but no sharp research question
- You are unsure whether the idea belongs at AMJ vs. its AOM sister AMR (theory-only, no data), or at non-AOM venues ASQ (Cornell/SAGE) or SMJ (Wiley/SMS), or a field journal
- The question feels like "no one has studied X here" rather than "theory predicts something surprising"
- You want to pressure-test fit before investing months in data collection
AMJ fit test (all four must pass)
AMJ's mission is "to publish empirical research that tests, extends, or builds management theory and contributes to management practice," and it judges every paper on three criteria: a strong empirical contribution, a meaningful theoretical contribution, and practical relevance. The fit test below operationalizes those criteria.
- Phenomenon-grounded but theory-driven. AMJ wants real organizational phenomena (micro OB, macro/strategy, HR, entrepreneurship, organizational theory) examined through a theoretical lens. A purely descriptive or purely methodological paper does not fit.
- A theoretical mechanism, not just an empirical association. Ask: why would A affect B, and when? If you can only say "they are correlated," you have a topic, not yet an AMJ paper.
- Original data and a defensible design are feasible. AMJ is empirical and welcomes all empirical methods — qualitative, quantitative, field, laboratory, meta-analytic, and mixed. If you cannot get suitable data of any of these kinds, it is an AMR idea (theory-only, no data), not an AMJ idea.
- Surprise or tension. The strongest AMJ questions sit on a tension between theories, a counterintuitive boundary condition, or an unresolved debate — not a confirmation of the obvious.
Choosing the divisional home
AMJ routes manuscripts to divisional action editors. Knowing your home sharpens framing:
| If your core construct is... | Likely division / framing | |-------------------------------------------------|--------------------------------------| | Individuals/teams (motivation, leadership, emotion) | Micro / OB | | Firms/industries (strategy, performance, M&A) | Macro / strategy | | Selection, training, turnover, careers | HR | | New ventures, founders, opportunity | Entrepreneurship | | Institutions, identity, sensemaking, fields | Organization theory / OMT |
Frame the question in the vocabulary of its home division and cite that division's recent AMJ papers.
From phenomenon to question
- State the phenomenon in one sentence (what happens in the world).
- Name the focal theory you will use as a lens.
- Write the research question as a why/when statement, not a whether statement.
- Identify the surprising tension: what does naive intuition or a rival theory predict instead?
- Draft a one-line "potential theoretical contribution" claim and sanity-check it: would a reviewer learn something new about the theory?
Checklist
- [ ] Question is framed as why/when, with an explicit mechanism, not just whether A predicts B
- [ ] There is a tension, puzzle, or boundary condition (not a confirmation of the obvious)
- [ ] The phenomenon is a genuine organizational/management phenomenon, not a methods demo
- [ ] Suitable original data and a credible design are feasible (else it is an AMR idea)
- [ ] Target division identified; 3–5 recent AMJ papers in that division read and notable
- [ ] One-line theoretical-contribution claim drafted and judged non-trivial
Anti-patterns
- Gap-spotting: "No study has examined X in context Y." A gap is not a contribution; AMJ wants a theoretical reason the gap matters.
- Borrowed phenomenon, no theory: an interesting dataset with no theoretical question behind it.
- Wrong venue: a purely conceptual idea (belongs at AMR) or a pure methods/measurement paper.
- Over-scoping: three theories and ten constructs in one paper — pick the one tension you can defend.
- Context as the only novelty: "same model, new country/industry" without a theoretical reason the context changes the mechanism.
Output format
【Phenomenon】one sentence (what happens in the world)
【Focal theory / lens】...
【Research question】why/when ...
【Tension / surprise】rival prediction or puzzle ...
【Candidate theoretical contribution】one line ...
【Division / framing home】micro / macro / HR / entrepreneurship / OMT
【AMJ fit verdict】fit / borderline / better at AMR/ASQ/SMJ/field
【Next step】amj-theory-development (build mechanism + hypotheses)
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
