{"slug":"brycewang-stanford-amj-theory-development","source_name":"brycewang-stanford/amj-theory-development","name":"Brycewang Stanford/Amj Theory Development","description":"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).","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":13.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T08:52:10.558448+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":72.7,"without_pass_pct":18.2,"tokens_delta_pct":13.9,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-15T08:52:10.558448+00:00","run_id":"fd9419e6-ec45-434e-8cfa-8b130afb9cc0","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"f032761bb00c998fa61b847f179171e0f4a34f082e4d9c6381e6c5bd79154dcf","raw_url":"https://app.decimal.ai/s/brycewang-stanford-amj-theory-development/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-amj-theory-development"}