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Conducts a structured literature review with search strategy, synthesis, and gap identification. Use when surveying a research area.
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Baseado na classificação ocupacional SOC
Scaffold a Quarto analysis notebook (generic or method-specific — DiD, IV, RDD, LASSO, Panel FE), register it in _quarto.yml, apply publication-quality figure styling, and generate dataset codebooks. Use when starting a new analysis notebook.
Manage the project's literature workflow — ideate research questions, run structured literature reviews, add citations to references.bib, write annotation notes in references/, and audit citation integrity. Use for any bibliography or literature task.
Audit a Quarto manuscript or a single notebook — freeze freshness, data-path existence, citation integrity, figure/table export presence, placeholder and anonymization checks. Produces a scored review report under notes/. Read-only — never modifies notebooks, data, or the manuscript.
Build publication-quality regression and robustness tables from notebook estimation output, exported to tables/ as CSV + Markdown + LaTeX. Use when creating a results table.
Draft and revise manuscript prose for index.qmd — sections, the abstract, regression-result interpretation, and referee responses. Use when writing or revising the manuscript.
Reads the manuscript and notebooks to generate a structured abstract. Use when writing or updating the abstract.
| name | lit-review |
| description | Conducts a structured literature review with search strategy, synthesis, and gap identification. Use when surveying a research area. |
| argument-hint | <research question or topic> |
| allowed-tools | Bash, Read, Write, Edit, Glob, Grep, WebSearch, WebFetch |
| version | 1.0.0 |
| workflow_stage | writing |
| tags | ["literature-review","synthesis","citations","research-gaps"] |
Conduct a systematic literature review: define scope, design search strategy, build a paper inventory, synthesize findings, and identify research gaps.
$ARGUMENTS — a research question or topic to survey (e.g., "convergence in regional GDP per capita", "effects of trade liberalization on inequality", "spatial spillovers in economic growth")Parse the research question or topic from the arguments.
Define scope. Ask the user to clarify:
Design search strategy. Generate structured search strings for:
"economic convergence" AND "panel data" AND (regional OR subnational))Build paper inventory. For each paper found, record a row in a summary table:
| # | Authors (Year) | Journal | Method | Key Finding | Relevance (1–5) |
|---|
Prioritize papers with relevance score >= 3. Aim for 15–30 papers for a focused review, 50+ for a comprehensive survey.
Synthesize. Group papers by theme and identify:
Generate output. Save to references/lit-review-<topic-slug>.md with this structure:
# Literature Review: <Topic>
**Date:** YYYY-MM-DD
**Scope:** <subfield, time frame, criteria>
## Search Strategy
- Google Scholar: `<query>`
- NBER: `<query>`
- EconLit JEL codes: `<codes>`
- Seed papers: <list>
## Paper Inventory
| # | Authors (Year) | Journal | Method | Key Finding | Relevance |
|---|----------------|---------|--------|-------------|-----------|
## Synthesis by Theme
### Theme 1: <name>
<discussion of findings, agreements, disagreements>
### Theme 2: <name>
...
## Identified Gaps
- <gap 1>
- <gap 2>
## Implications for This Project
<how the review informs the current research — which methods to use, which gaps to fill, how to position the contribution>
Integration with other skills. For each high-relevance paper (score >= 4):
/project:cite to add it to references.bib/project:literature-note to create a detailed annotation