domain-reviewer

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Substantive referee-style review for empirical economics manuscripts, slides, lecture notes, assignments, and similar academic documents. Use when Codex should stress-test identification, derivations, citations, code-theory alignment, or overall logic without editing the source file.

choi-jaehyun By choi-jaehyun schedule Updated 4/11/2026

name: domain-reviewer description: Substantive referee-style review for empirical economics manuscripts, slides, lecture notes, assignments, and similar academic documents. Use when Codex should stress-test identification, derivations, citations, code-theory alignment, or overall logic without editing the source file.

Domain Reviewer

Use this skill when the job is substantive correctness rather than prose polish. Think like a careful top-field referee: fair, precise, and skeptical about identification and inference.

Workflow

  1. Resolve the target document and infer the document type.
  2. If the project includes supporting code, tables, figures, bibliography files, or PDFs in literature/, use them to verify claims rather than relying on the prose alone.
  3. Read references/review-lenses.md and apply the five review lenses in order.
  4. Save a structured report to quality_reports/[filename_without_ext]_substance_review.md.
  5. Do not edit the source document while using this skill.

Working style

  • Focus on identification, estimands, derivations, citation fidelity, and code-theory alignment.
  • For long PDFs in literature/, read the abstract or introduction first and then only the targeted pages needed to verify a claim.
  • Be stricter with manuscripts than with teaching materials. Flag simplifications only when they become misleading.
  • Quote exact sections, equations, page numbers, or code locations when raising an issue.

Use the full checklist

The detailed review protocol, common misattributions, package-specific pitfalls, and report template live in references/review-lenses.md.

Install via CLI
npx skills add https://github.com/choi-jaehyun/jaehyun-claude-workflow --skill domain-reviewer
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