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Use when the theoretical argument and hypotheses are the bottleneck for an Academy of Management Journal (AMJ) manuscript — building a mechanism and deriving testable hypotheses a priori. Constructs the theory; it does not run the analysis (amj-data-analysis) or write the final contribution paragraph (amj-contribution-framing).
Passed 16 of 22 test cases with the skill, and 4 of 22 without it.
and 16 more in the full report
13 fixed3 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
I'm writing a paper on how remote work flexibility impacts team innovation, but my reviewers complained that my hypotheses read like unsupported assertions rather than grounded theory. Please analyze my theoretical model and output a formal theory development outline. Specifically, define the core theoretical lens and process verb, provide H1 for the main effect detailing the predictor, process, outcome, functional form, and analytical level, set up H2 for the mechanism and H3 for the boundary conditions, address a competing explanation, check for post-hoc hypothesizing concerns, verify model figure consistency, and state the recommended follow-up analysis steps.
| Checked | Without skill | With skill |
|---|---|---|
| Response includes the bracketed block header 【Focal theory】. | Missed | Passed |
| Response formats H1 using the chain structure antecedent → mechanism → outcome within 【H1 (focal effect)】. | Missed | Passed |
| Response ends with 【Next step】amj-literature-positioning, then amj-methods. | Missed | Passed |
The instructions your model reads when the skill loads.
AMJ does not publish atheoretical work — its mission is "to publish empirical research that tests, extends, or builds management theory." Every hypothesis must be derived from an articulated theoretical mechanism, written before the results are known. The argument should make a reader feel they understand why the effect occurs and under what conditions it strengthens or reverses.
For theory-building (typically qualitative) papers, AMJ does not expect a priori hypotheses; it expects a grounded model with emergent propositions. Eisenhardt and Graebner's AMJ guidance on building theory from cases is the canonical exemplar for how rich data become crisp constructs and propositions — do not force such a study into a hypothetico-deductive template.
For each hypothesis, write the explicit chain — do not skip steps:
State the level of analysis explicitly (individual, team, firm) and keep the theory at the level where the mechanism operates; flag cross-level mediation as such.
test cases passed, vs 4 / 22 without
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