{"slug":"aaron-he-zhu-social-measurement-loop","source_name":"aaron-he-zhu/social-measurement-loop","name":"Aaron He Zhu/Social Measurement Loop","description":"Use when the user asks to \"run the weekly social readout\", \"which denominator does our engagement rate use\", or \"which posts won this week and what changes next cycle\"; produces the organic-social metric dictionary (every rate names its denominator — ERR engagement-by-reach vs ERI by-impressions vs ER-by-follower — locked across periods), median-not-mean per-post rollups with organic and boosted separated, EMV as labeled exec-translation only (never inside any score), an attributed CHAOSS/Orbit-","version":1,"lift":{"pass_rate_delta_pts":81.82,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":136.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-14T00:32:10.675635+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":81.82,"with_pass_pct":95.5,"without_pass_pct":13.6,"tokens_delta_pct":136.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-14T00:32:10.675635+00:00","run_id":"275b821d-57bd-44f6-a4df-61903c53b3ca","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":"Apache-2.0","install_count":0,"manifest_hash":"229721cc9f411c50525bec871d7f84a3af1cf2d30d98176ab07d11d894073a88","raw_url":"https://app.decimal.ai/s/aaron-he-zhu-social-measurement-loop/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/aaron-he-zhu-social-measurement-loop"}