{"slug":"brycewang-stanford-aerj-research-design","source_name":"brycewang-stanford/aerj-research-design","name":"Brycewang Stanford/Aerj Research Design","description":"Use when defending the research design of an American Educational Research Journal (AERJ) manuscript — quantitative (multilevel, IRT, quasi-experimental, RCT), qualitative (case study, ethnography, interview), or mixed methods. AERJ judges each tradition on its own terms against the AERA reporting standards. Strengthens the design; it does not write code.","version":1,"lift":{"pass_rate_delta_pts":-4.35,"pass_rate_pct":73.9,"total_cases":23,"passed_cases":17,"tokens_delta_pct":37.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T15:23:31.335182+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":-4.35,"with_pass_pct":73.9,"without_pass_pct":78.3,"tokens_delta_pct":37.9,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-15T15:23:31.335182+00:00","run_id":"06641065-636e-4577-b260-1c6dd62cba45","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":"c349d4b88694c6e49259c49392fca677782f35fe4ed100fe11e5453659111d1a","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aerj-research-design/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aerj-research-design"}