Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install brycewang-stanford-awesome-agent-skills-for-empirical-research-skills-31-thalysandratos-claude-code-skills-skills-literature-ligit clone https://github.com/brycewang-stanford/Awesome-Agent-Skills-for-Empirical-Research.gitcp Awesome-Agent-Skills-for-Empirical-Research/SKILL.MD ~/.claude/skills/brycewang-stanford-awesome-agent-skills-for-empirical-research-skills-31-thalysandratos-claude-code-skills-skills-literature-li/SKILL.md---
name: lit-review-assistant
description: Search, summarize, and synthesize economics literature
workflow_stage: literature
compatibility:
- claude-code
- cursor
- codex
- gemini-cli
author: Awesome Econ AI Community
version: 1.0.0
tags:
- literature-review
- papers
- citations
- synthesis
---
# Literature Review Assistant
## Purpose
This skill helps economists conduct literature reviews by structuring searches, summarizing papers, and synthesizing findings. It provides templates for organizing literature and identifying research gaps.
## When to Use
- Starting a literature review for a new project
- Finding related work for a paper's introduction
- Synthesizing existing evidence on a topic
- Identifying gaps in the literature
## Instructions
### Step 1: Define the Research Domain
Ask the user:
1. What is your specific research question?
2. What's the scope? (Narrow field survey vs. cross-disciplinary review)
3. What databases do you have access to? (JSTOR, EconLit, Google Scholar, NBER)
4. What time period is relevant?
5. Are there seminal papers to start from?
### Step 2: Structure the Search
Help define search terms:
1. **Primary terms**: Core concepts (e.g., "minimum wage", "employment")
2. **Methodological filters**: (RCT, IV, difference-in-differences)
3. **Outcome terms**: What effects are measured
4. **Geographic/temporal scope**: If relevant
### Step 3: Organize and Synthesize
Create a structured summary for each paper:
- Citation
- Research question
- Data and methods
- Key findings
- Limitations
- How it relates to user's project
### Step 4: Identify Patterns and Gaps
- What do papers agree on?
- Where are disagreements?
- What questions remain unanswered?
- What methods haven't been applied?
## Example Output: Literature Summary Template
```markdown
# Literature Review: [TOPIC]
## Search Strategy
**Databases:** EconLit, NBER, Google Scholar, SSRN
**Date range:** 2010-2024
**Search terms:**
- ("minimum wage" OR "wage floor") AND (employment OR jobs)
- ("minimum wage") AND ("difference-in-differences" OR "DiD")
**Inclusion criteria:**
- Peer-reviewed or NBER working papers
- Focused on [specific outcome]
- Uses causal identification strategy
---
## Seminal Papers
### Card and Krueger (1994)
**Citation:** Card, D., & Krueger, A. B. (1994). Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania. *American Economic Review*, 84(4), 772-793.
**Research Question:** What is the effect of minimum wage increases on employment?
**Data & Method:**
- DiD comparing NJ (treatment) to PA (control)
- Survey of fast-food restaurants before/after NJ minimum wage increase
**Key Findings:**
- No negative employment effect found
- Employment slightly increased in NJ relative to PA
**Contribution:** Challenged conventional view; pioneered quasi-experimental methods in labor economics
**Limitations:**
- Single state, short time horizon
- Potential survey response bias
---
### Cengiz et al. (2019)
**Citation:** Cengiz, D., Dube, A., Lindner, A., & Zipperer, B. (2019). The Effect of Minimum Wages on Low-Wage Jobs. *Quarterly Journal of Economics*, 134(3), 1405-1454.
**Research Question:** Do minimum wage increases destroy jobs or compress the wage distribution?
**Data & Method:**
- Bunching estimator using 138 minimum wage events
- Examine employment distribution around minimum wage
**Key Findings:**
- Jobs below the new minimum wage disappear
- But replaced by jobs just above the minimum
- No significant overall employment loss
**Contribution:** Novel bunching methodology; large-scale evidence
---
## Synthesis: What We Know
| Finding | Evidence Quality | Consensus Level |
|---------|-----------------|-----------------|
| Small minimum wage increases have minimal employment effects | Strong (multiple RCTs/quasi-experiments) | High |
| Effects may be heterogeneous by region | Medium | Growing |
| Large increases (e.g., $15) less studied | Limited | Low |
## Research Gaps
1. **Mechanism:** How do firms absorb higher labor costs? (Prices, profits, productivity?)
2. **Long-run effects:** Most studies focus on 1-2 years
3. **Geographic heterogeneity:** Do effects differ in low vs. high cost-of-living areas?
4. **Spillovers:** Effects on workers earning above minimum wage
## Connection to Your Project
Your study of [SPECIFIC QUESTION] can contribute by:
- [How your work fills a gap]
- [What new data/method you bring]
```
## Paper Summary Template
```markdown
## [Author(s)] ([Year])
**Title:** [Full title]
**Published in:** [Journal/Working Paper Series]
**Research Question:** [One sentence]
**Data:**
- Source: [Dataset name]
- Period: [Years]
- Sample: [N observations, unit of analysis]
**Identification Strategy:** [Method in one sentence]
**Main Findings:**
1. [Key result 1 with magnitude]
2. [Key result 2]
3. [Robustness/heterogeneity]
**Limitations:**
- [Main concern 1]
- [Main concern 2]
**Relevance to your project:** [One sentence on how it connects]
**Key quote:** "[Most important direct quote]" (p. XX)
```
## Search Strategy Tips
### Google Scholar Operators
- `"exact phrase"` - Exact matching
- `author:surname` - Papers by specific author
- `source:journal` - Papers in specific journal
- `-exclude` - Exclude terms
- `[year]..[year]` - Date range
### Finding Seminal Papers
1. Check citations in recent survey papers
2. Look for papers with 1000+ citations
3. Check JEL codes in EconLit
4. Review "related articles" in Google Scholar
### Building Citation Networks
1. Start with 2-3 seminal papers
2. Check what recent papers cite them (forward citations)
3. Check their references (backward citations)
4. Identify clusters of related work
## Best Practices
1. **Use reference managers** (Zotero, Mendeley, BibDesk)
2. **Create annotated bibliographies** as you read
3. **Track search queries** for reproducibility
4. **Update regularly** before submission
5. **Balance breadth and depth** - cover field but focus on closest work
## Common Pitfalls
- ❌ Only citing papers that support your argument
- ❌ Not engaging with contradictory findings
- ❌ Confusing correlation with causation when summarizing
- ❌ Citing papers you haven't actually read
- ❌ Missing important recent papers
## References
- [EconLit](https://www.aeaweb.org/econlit/) - Authoritative economics database
- [NBER Working Papers](https://www.nber.org/papers) - Latest research
- [IDEAS/RePEc](https://ideas.repec.org/) - Free economics papers
- [Connected Papers](https://www.connectedpapers.com/) - Visual citation networks
## Changelog
### v1.0.0
- Initial release with templates and search strategies