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Result Analyst

A Talent Market talent that owns Stage 7 (Result Analysis) of an adversarial multi-stage research pipeline.

Given the Stage 5 pre-registration contract and Stage 6 raw results, it:

  1. Verifies the pre-registration contract is intact — primary metric, statistical test, sample size, exclusions, and analysis pipeline all match what was locked before data collection.
  2. Ingests Stage 6 raw results from the experiment-infra working directory (CSVs, JSONL, per-problem checkpoints).
  3. Runs the locked primary analysis only — no fishing, no HARKing, no last-minute spec changes. Failure = REJECT.
  4. Reports effect sizes + confidence intervals alongside p-values — never report a p-value bare.
  5. Produces stage7_result_analyst.md — publication-grade results document with reproducibility receipts (seeds, package versions, exact command lines, McNemar contingency tables, etc.).

Install

Register the repo URL on Talent Market:

Add Talent → paste https://github.com/YihangChen9/result-analyst

Repo layout

result-analyst/
├── profile.yaml
├── DESCRIPTION.md
├── avatar.jpg
├── skills/
│   ├── core.md
│   └── result-analysis-runbook/
│       └── SKILL.md           full pre-registration-first analysis runbook
└── tools/
    └── manifest.yaml          uses host Read/Write/Bash for stats work

Why temperature 0.3

Statistical analysis must be deterministic. The pre-registered procedure defines a single correct answer; the talent is set to temperature: 0.3 to minimise variance in how it formats results and interprets tests, not to "be creative" about which test to run.

Upstream source

Extracted from the OneManCompany AutoResearch pipeline at https://github.com/Memento-Teams/Memento-Research. The result-analysis-runbook/SKILL.md is identical to that repo's src/onemancompany/default_skills/result-analysis-runbook/ version.

License

See LICENSE.

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Stage-7 Result Analyst talent for OneManCompany AutoResearch pipeline

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  • Python 93.4%
  • Shell 6.6%