Awesome-Agent-Skills-for-Empirical-Research paper-excellence
Comprehensive multi-dimensional review of the sewage-house-prices project. Runs econometrics audit, code review, manuscript proofread, and bibliography validation in parallel. Computes a weighted aggregate score. This skill should be used when asked for a "full review", "quality check", "paper excellence", or before submission milestones.
git clone https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research
T=$(mktemp -d) && git clone --depth=1 https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/41-sticerd-eee-sewage-econometrics-check/skills/paper-excellence" ~/.claude/skills/brycewang-stanford-awesome-agent-skills-for-empirical-research-paper-excellence && rm -rf "$T"
skills/41-sticerd-eee-sewage-econometrics-check/skills/paper-excellence/SKILL.mdPaper Excellence Review
Run a comprehensive quality assessment of the sewage-house-prices project across all dimensions.
Input:
$ARGUMENTS — all for full review, or a specific component.
Workflow
Step 1: Identify Targets
— Manuscript sectionsdocs/overleaf/*.tex
— Analysis scriptsscripts/R/09_analysis/
— Generated tablesoutput/tables/
— Generated figuresoutput/figures/
— Bibliographydocs/overleaf/refs.bib
Step 2: Launch Review Agents (Parallel)
Launch up to 4 agents simultaneously:
Agent 1: Econometrics Audit Review all identification strategies (hedonic, repeat sales, long diff, DiD, upstream/downstream, dry spills). Cross-reference manuscript claims against analysis scripts. Weight: 30%
Agent 2: Code Review Review all scripts in
scripts/R/09_analysis/ for code quality, reproducibility, and project convention compliance.
Weight: 15%
Agent 3: Manuscript Proofread Review all
.tex files for structure, claims-evidence alignment, identification fidelity, writing quality, grammar, and LaTeX compilation.
Weight: 35%
Agent 4: Bibliography Validation Cross-reference all citations against
refs.bib. Check for missing entries, unused references, and quality issues.
Weight: 5%
Step 3: Compute Weighted Aggregate Score
Overall = 0.30 × Econometrics + 0.15 × Code + 0.35 × Paper + 0.05 × Bibliography + 0.15 × Polish
Where Polish is derived from the Proofreader's writing quality subscore.
If components are missing (e.g. no manuscript sections yet), renormalise weights over available components.
Step 4: Present Results
# Paper Excellence Report: Sewage in Our Waters **Date:** YYYY-MM-DD **Aggregate Score:** XX/100 ## Score Breakdown | Component | Weight | Score | Issues | Source | |-----------|--------|-------|--------|--------| | Econometrics | 30% | XX | N | /econometrics-check | | Code | 15% | XX | N | /review-r | | Paper | 35% | XX | N | /proofread | | Bibliography | 5% | XX | N | /validate-bib | | Polish | 15% | XX | N | Writing quality subscore | ## Priority Fixes (Top 5) 1. **[CRITICAL]** [Most important issue] 2. **[MAJOR]** [Second priority] 3. ... ## Quality Gate - Score >= 90: "Ready for submission." - Score >= 80: "Commit-ready. Address major issues before submission." - Score < 80: "Blocked. Must fix critical/major issues." ## Full Reports - Econometrics: output/log/econometrics_check_all.md - Code: output/log/code_review_all.md - Proofread: output/log/proofread_report_all.md - Bibliography: output/log/bib_validation.md
Save to
output/log/paper_excellence_[date].md.
Principles
- Parallel execution. All agents run simultaneously for efficiency.
- Weighted aggregation. Not a simple average — econometrics and paper quality dominate.
- Don't double-count. Same issue found by multiple agents counts once in priority list.
- One unified report. User sees one priority list, not separate reports.
- Proportional gating. Working papers get developmental feedback. Near-final manuscripts get submission-level scrutiny.