OpenParable
Skip to content
← Back to skills

Slide Excellence

Documents
slide-excellence

Slide Excellence is an Agent Skill for documents published in the brycewang-stanford/Auto-Empirical-Research-Skills repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

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.

View on GitHub ↗
QUICK START

How to use this skill

Bring this guide into your coding agent with a prompt tailored to the tool you use.

  1. Open your project in Codex.
  2. Copy and paste the prompt below.
  3. Review files and risks before approving any action.
Prompt to paste
Inspect the Agent Skill at https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/blob/HEAD/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence/SKILL.md and all supporting files. Report provenance, permissions, scripts, dependencies, and security risks. Propose an exact installation into .agents/skills/slide-excellence, but wait for my approval before writing files or running scripts.

Copying this prompt does not install or run the skill. Review third-party files before use.

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

ScoreCriticalMediumMeaning
Excellent0-20-5Ready to present
Good3-56-15Minor refinements
Needs Work6-1016-30Significant revision
Poor11+31+Major restructuring