haipingxu/social-science-claude-scholar/review-paper

Claude Code and agent skill by haipingxu/social-science-claude-scholar

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This skill should be used when the user asks to "review this paper", "give referee report", "simulate peer review", "what would a referee say", "critique this manuscript", "review paper for AER/APSR", "manuscript review", or "find weaknesses in this paper". Produces a detailed structured referee report covering identification, econometrics, literature, and writing — the kind a top-5 journal referee would write.

Install

npx vskill@latest install haipingxu/social-science-claude-scholar/review-paper

SKILL.md

Manuscript Review — Referee Report

Produce a thorough, constructive review of an academic manuscript. Think like a demanding but fair referee at AER, QJE, APSR, or AJPS.

Input: Path to paper (.tex, .pdf, .qmd), or paper title in context.


Steps

1. Locate and Read

Read the full paper end-to-end. For long papers, read in chunks:

  • Abstract + Introduction (always first)
  • Theory/hypotheses
  • Data + identification strategy
  • Results + robustness
  • Conclusion
2. Evaluate Across 6 Dimensions
Dimension 1: Argument Structure
  • Is the research question clearly stated in the introduction?
  • Does the logical flow hold: question → design → results → conclusion?
  • Are the conclusions supported by the evidence presented?
  • Are limitations acknowledged honestly?
Dimension 2: Identification & Causal Credibility
  • What is the causal claim? Is it credible?
  • Are the key identifying assumptions stated explicitly?
  • What are the main threats to identification (omitted variables, reverse causality, attrition)?
  • Are robustness checks adequate and appropriate?
  • Are pre-trends tests shown (for DID)? Fuzzy first-stage (for RDD/IV)?
  • Is the estimator appropriate for the research design?
Dimension 3: Econometric Specification
  • Are standard errors appropriate (clustered, heteroskedasticity-robust, bootstrap)?
  • Is the functional form justified?
  • Are effect sizes economically meaningful — not just statistically significant?
  • Are there multiple testing concerns?
  • Is the regression table complete (N, R-squared, fixed effects notation)?
Dimension 4: Literature Positioning
  • Are seminal papers in this literature cited?
  • Is prior work characterized accurately?
  • Is the contribution clearly differentiated from existing work?
  • Are there obvious missing citations a referee would flag?
Dimension 5: Writing Quality
  • Is the abstract specific — does it state the main result with magnitude?
  • Is the introduction self-contained (contribution clear without reading the whole paper)?
  • Is notation consistent throughout?
  • Are tables and figures self-contained (clear labels, units, source notes)?
Dimension 6: Data and Measurement
  • Is the main outcome variable credibly operationalized?
  • Is sample selection (inclusion/exclusion criteria) justified?
  • Are descriptive statistics presented?
  • Are data sources cited with access information?
3. Generate Referee Objections

Produce 3-5 specific fatal objections a hostile referee would raise:

  • Attack the identification strategy first (this is where papers die)
  • Challenge the economic/political significance of the effect size
  • Identify the most glaring gap in the literature review
  • Point to a missing heterogeneity analysis that would reveal mechanism
  • Flag any inconsistency between the theory and the empirics

Output Format

markdown
# Referee Report: [Paper Title]
**Date:** YYYY-MM-DD
**Reviewer:** review-paper skill
**Track:** [Economics / Political Science]
**Recommendation:** [Strong Accept / Accept / Minor R&R / Major R&R / Reject]
---
## Summary Assessment
[2-3 paragraphs: main contribution, key strengths, fatal concerns]
---
## Major Concerns
### MC1: [Short Title]
-**Dimension:** [Identification / Econometrics / Literature / Writing / Data]
-**Issue:** [Specific description with section/table reference]
-**Why it matters:** [How this threatens the paper]
-**Suggested fix:** [Concrete action]
[Repeat for each major concern]
---
## Minor Concerns
### mc1: [Title]
-**Issue:** [Description]
-**Fix:** [Action]
---
## Referee Objections (Top 3-5)
### RO1: [The Objection]
**Why this could cause rejection:** [Mechanism]
**How to address:** [Response strategy or additional analysis needed]
---
## Specific Comments
[Section-by-section or line-level comments if needed]
---
## Summary Scorecard
| Dimension | Rating (1-5) | Notes |
|-----------|-------------|-------|
| Argument Structure | [N] | |
| Identification | [N] | |
| Econometrics | [N] | |
| Literature | [N] | |
| Writing | [N] | |
| Data & Measurement | [N] | |
| **Overall** | **[N]** | |

Principles

  • Every criticism must include a concrete suggested fix
  • Reference exact sections, equations, tables — not vague descriptions
  • Distinguish fatal flaws (would reject) from addressable concerns (R&R)
  • Acknowledge what's done well — good research deserves recognition
  • Do NOT fabricate details or citations — flag uncertainty explicitly
  • Save the report to the session log or /plan folder

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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