Use for full-manuscript prose polish of an Academy of Management Journal (AMJ) manuscript — front-loading the argument, active voice, structure, and AOM house style. Polishes language and structure; it does not create the theoretical contribution (amj-contribution-framing) or fix the analysis (amj-data-analysis).
SkillScore91Maintained
Automatic
◆Writing & Editing pack
Last verified 8/15/2026
What it changes
Passed 20 of 22 test cases with the skill, and 16 of 22 without it.
Without skill73%
With skill91%
Checks it passed that the model alone missed
Includes the header 【Terminology】.
Includes the header 【House style】.
Includes the header 【Topic sentences】.
and 10 more in the full report
6 fixed14 passed either way0 still failing2 broke
Pass-rate lift
+18 pp
Tokens
+21%
Agent turns
0%
Response time
-25%
Model gemini-3.6-flashMeasured 8/15/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 6
Prompt
When conducting a style review with the AMJ diagnostic schema, what specific string must be output under the 【Next step】 field upon review completion?
What was checked, without and with the skill
Checked
Without skill
With skill
Outputs 'amj-submission' under the next step field.
Missed
Passed
case-22 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md72 linessingle file
Writing Style (amj-writing-style)
When to trigger
The argument is buried under jargon, hedging, or passive constructions
The introduction does not make the contribution clear in its first page
Section logic wanders; the reader cannot follow the theory → method → results → discussion arc
Sentences are long and nominalized; the "actor doing the action" is hidden
This is late-stage polish after the theory, design, and contribution are settled
The AMJ prose standard
AMJ values prose that is rigorous yet readable: the theoretical argument should be visible to a reader from another division. Front-load the point — say what you argue, then support it. Write in the active voice with human/organizational actors as subjects. Hedge precisely (state what the data show), not defensively (avoid stacking "may possibly suggest"). AMJ's From the Editors (FTE) series has devoted whole editorials to storytelling and crafting the introduction — the journal genuinely rewards a paper that "tells a story," so treat narrative arc as a substantive standard, not decoration.
Structure to enforce
Standard full structure: Introduction → Theory & Hypotheses → Methods → Results → Discussion. Each section earns its place:
Introduction: phenomenon hook → conversation/tension → question → approach → contribution, on the first 1–2 pages.
Theory & Hypotheses: each subsection builds toward a numbered hypothesis with an explicit mechanism.
Methods: enough detail to replicate; sample, measures, analysis, validity.
Results: report tests in hypothesis order; interpret, do not just narrate the tables.
Discussion: theoretical implications first, then practical, limitations, future research.
Sentence- and paragraph-level moves
Topic sentences: every paragraph opens with its claim; the rest supports it.
Active voice: "We theorize that…" / "Leaders allocate attention…" not "It is theorized that…".
Define constructs once, then use the term consistently — no synonym drift.
Signpost: connect sections explicitly ("Having established X, we now…").
Cut hedging stacks: one calibrated qualifier, not three.
Consistent terminology for each construct, hypothesis label, and variable across text, tables, and figures.
House style (verify against the current AOM Style Guide)
Follow AOM/APA-style conventions for citations, headings, and references as specified in the current AMJ Style Guide for Authors.
US spelling and AOM heading hierarchy; consistent tense (past tense for what you did/found, present for established theory).
The full manuscript main body must fit the 40-page maximum (text + references + appendices; tables/figures excluded), double-spaced, Times New Roman 12-pt, 1-inch margins — so trimming targets prose, not just exhibits, and a bloated reference list eats into your page budget.