slide-excellence

Documents

Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance). Use for comprehensive quality check before milestones.

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Source SKILL.md: https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/HEAD/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence/SKILL.md

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Slide Excellence Review

Run a comprehensive multi-dimensional review of research presentation slides. Multiple agents analyze the file independently, then results are synthesized.

Steps

1. Identify the File

Parse $ARGUMENTS for the filename. Resolve path in docs/conferences/.

2. Run Review Agents in Parallel

Agent 1: Visual Audit (slide-auditor)

Overflow, font consistency, box fatigue, spacing, images
Save: docs/conferences/quality_reports/[FILE]_visual_audit.md

Agent 2: Econometric Fidelity Review (econometrics-reviewer)

Every quantitative claim on slides must be traceable to the paper (docs/overleaf/_main.tex)
Check: coefficients, standard errors, sample sizes, p-values match paper tables/figures
Check: identification strategy correctly described (hedonic pricing, repeat sales, long-difference, DiD, upstream/downstream)
Check: treatment variables defined correctly (spill_count/spill_hrs, 12/24hr counting methodology)
Check: confidence intervals and significance stars consistent with paper
Check: no causal language without identification support
Save: docs/conferences/quality_reports/[FILE]_econometrics_report.md

Agent 3: Proofreading (proofreader)

Grammar, typos, consistency, academic quality, citations
Save: docs/conferences/quality_reports/[FILE]_report.md

Agent 4: TikZ Review (only if file contains TikZ)

Label overlaps, geometric accuracy, visual semantics
Save: docs/conferences/quality_reports/[FILE]_tikz_review.md

Agent 5: Substance Review (domain correctness)

Verify environmental economics claims are accurate
Check EDM/water company institutional context is correct
Verify spatial econometrics descriptions match methodology
Check hedonic pricing theory correctly invoked
Verify England housing market characterisation
Save: docs/conferences/quality_reports/[FILE]_substance_review.md

3. Synthesize Combined Summary

# Slide Excellence Review: [Filename]

## Overall Quality Score: [EXCELLENT / GOOD / NEEDS WORK / POOR]

| Dimension | Critical | Medium | Low |
|-----------|----------|--------|-----|
| Visual/Layout | | | |
| Econometric Fidelity | | | |
| Proofreading | | | |
| Substance | | | |

### Critical Issues (Immediate Action Required)
### Medium Issues (Next Revision)
### Recommended Next Steps

Quality Score Rubric

Score	Critical	Medium	Meaning
Excellent	0-2	0-5	Ready to present
Good	3-5	6-15	Minor refinements
Needs Work	6-10	16-30	Significant revision
Poor	11+	31+	Major restructuring