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amj-contribution-framing

Use when turning results into an explicit theoretical contribution for an Academy of Management Journal (AMJ) manuscript — the "what new theory do we learn?" statement and the discussion section.

Install / Use

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amj-contribution-framing

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

85/100

Supported Platforms

Universal

Our assessment of amj-contribution-framing

amj-contribution-framing scores 85/100 on our quality scale, 2311th of 4,615 Development & Engineering skills we index.

Its SKILL.md is 5.3 KB long, well organised into 9 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.

Substance
26/30
Structure
17/20
Description
15/15
Adoption
13/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 19 days ago, so amj-contribution-framing 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-contribution-framing compared with similar skills

All 4 of these similar skills score higher than amj-contribution-framing; compare them before choosing.

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amj-contribution-framing (this skill)by brycewang-stanford851.2k19d agoSKILL.md
ai-job-searchby MadsLorentzen10044.9k1d agoCLAUDE.md
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Frequently asked questions

How do I install amj-contribution-framing?
Run npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amj-contribution-framing. The install tabs above show the steps for each supported agent.
Which AI agents does amj-contribution-framing 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-contribution-framing 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-contribution-framing still maintained?
The repository was last updated 19 days ago, so amj-contribution-framing is actively maintained.

name: amj-contribution-framing description: Use when turning results into an explicit theoretical contribution for an Academy of Management Journal (AMJ) manuscript — the "what new theory do we learn?" statement and the discussion section. Frames the contribution and implications; it does not build the original theory (amj-theory-development) or run the analysis (amj-data-analysis).

Contribution Framing & Discussion (amj-contribution-framing)

When to trigger

  • Results are in but the "so what for theory" is vague or missing
  • The discussion restates findings instead of advancing the theory
  • A reviewer says the contribution is "incremental," "descriptive," or "unclear"
  • You can describe what you found but not what the field now knows that it did not before
  • The practical-implications paragraph is generic ("managers should pay attention to X")

The contribution question AMJ asks

AMJ evaluates every paper on three criteria: a strong empirical contribution, a meaningful theoretical contribution, and practical relevance. The empirical contribution must be paired with a theoretical one: what do we now understand about the theory that we did not before? — and the discussion must also speak to why it matters for management practice. A clear, defensible theoretical answer is essential; strong results with no theoretical advance read as a technical report, not an AMJ paper. AMJ's From the Editors tradition frames this as the "so what?" and "who cares?" tests.

Types of theoretical contribution (claim the right one)

| Contribution type | What it does | |------------------------------|--------------------------------------------------------------------| | Reveal a new mechanism | Explains why an established effect occurs | | Establish a boundary | Shows when an effect holds, weakens, or reverses | | Adjudicate competing theories| Shows which of two rival predictions holds, and why | | Integrate / bridge | Connects two literatures into a more general account | | Challenge an assumption | Overturns a taken-for-granted premise (problematization) | | Introduce/refine a construct | Conceptualizes and validates a new construct that earns its keep |

State explicitly which type(s) you claim; do not gesture vaguely at "contributing to the literature."

Writing the discussion

A strong AMJ discussion typically:

  1. Restates the core finding in theoretical terms (one short paragraph, no number-dump).
  2. Theoretical implications — for each, name the literature, state what changes, and how (this is the heart of the section).
  3. Practical implications — a genuine AMJ criterion, not an afterthought: specific to the phenomenon and grounded in the findings, never boilerplate. (Practical relevance is one of AMJ's three formal acceptance criteria, but it complements rather than substitutes for the theoretical contribution.)
  4. Limitations — honest, but framed as boundary conditions and future directions, not as fatal flaws.
  5. Future research — concrete questions the study opens, tied to the mechanism/boundary.

Match the discussion to the front end: the contributions you claim here must be the ones you promised in the introduction. A reviewer will check that the intro's promise and the discussion's delivery line up.

The contribution statement (intro and discussion)

Draft 2–4 explicit contribution sentences and place a version in the introduction and the discussion. Each should be of the form: "We contribute to [literature] by showing [mechanism/boundary/integration], which advances [theory] because [reason]."

Checklist

  • [ ] The theoretical contribution type is named (mechanism/boundary/adjudication/integration/assumption/construct)
  • [ ] 2–4 explicit contribution sentences, consistent between intro and discussion
  • [ ] Discussion advances theory, not just restates results
  • [ ] Practical implications are specific to the phenomenon and the findings
  • [ ] Limitations framed as boundary conditions + future directions, not fatal flaws
  • [ ] Future research questions follow from the mechanism/boundary, not generic
  • [ ] Intro's promised contribution = discussion's delivered contribution

Anti-patterns

  • Restating results as "contribution": "We found A affects B" is a finding, not a contribution.
  • Incremental framing: "We extend prior work to a new setting" with no theoretical change.
  • Over-claiming: asserting a paradigm shift the single study cannot support.
  • Boilerplate practical implications: "managers should be aware of X" untethered from the data.
  • Intro/discussion mismatch: promising one contribution, delivering another.
  • Limitations as confession: listing flaws without converting them into boundary conditions.

Output format

【Contribution type(s)】mechanism / boundary / adjudication / integration / assumption / construct
【Contribution sentences】1–4, intro + discussion aligned
【Theoretical implications】per literature: what changes and why ...
【Practical implications】specific, grounded ...
【Limitations → boundaries】...
【Future research】concrete, mechanism-tied ...
【Intro↔discussion consistency】yes/no
【Next step】amj-tables-figures, then amj-writing-style

Related Skills

View on GitHub
GitHub Stars1.2k
CategoryDevelopment
Updated19d ago
Forks153

Languages

Stata

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions