Lit review

Skill brycewang-stanford/Auto-Empirical-Research-Skills/skills/30-zirui-song-claude-skills/lit-review

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Install

npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

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What its author says it does

Copied from the file, not written here

Summarize academic papers, extract key findings, and identify research gaps

SKILL.md

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Literature Review Assistant

When the user provides a paper (PDF, URL, or description), help them systematically analyze and document it for their research.

Paper Summary Template

When summarizing a paper, extract and organize the following:

1. Basic Information

Citation: Authors (Year). "Title." Journal, Volume(Issue), Pages.
Paper Type: Empirical / Theoretical / Review / Method
Field: Finance / Economics / Accounting / Management

2. Research Question

What is the main question or hypothesis?
What gap in the literature does it address?

3. Data & Sample

Data sources: (e.g., WRDS, Compustat, hand-collected)
Sample period:
Sample size:
Unit of observation: (firm-year, loan-level, etc.)
Key filters/restrictions:

4. Methodology

Identification strategy: (DiD, RDD, IV, matching, etc.)
Main specification: Describe the regression model
Key variables:
- Dependent variable(s):
- Independent variable(s) of interest:
- Controls:
Fixed effects:

5. Main Findings

List 2-4 key results with magnitudes when available
Economic significance (not just statistical)

6. Robustness & Limitations

What robustness checks do they perform?
Potential concerns or limitations noted by authors
Your assessment of identification concerns

7. Relevance to My Research

How does this relate to your current project?
What can you cite this paper for?
Any data/methods you could adopt?

Quick Commands

When the user says:

"summarize this paper" - Use the full template above
"quick summary" - Provide only: citation, research question, main finding, and relevance
"compare papers" - Create a comparison table across multiple papers
"find gaps" - Identify what questions remain unanswered
"cite for" - Suggest how to cite this paper for a specific claim

Comparison Table Format

When comparing multiple papers on a topic:

Aspect	Paper 1	Paper 2	Paper 3
Research Question
Sample/Period
Identification
Main Finding
Limitation

Literature Gap Analysis

When asked to identify gaps, consider:

Unexplored settings: Are there contexts where this hasn't been studied?
Mechanism: Is the channel well-identified or just a black box?
Heterogeneity: Which cross-sectional variations are unexplored?
External validity: Does it generalize beyond the specific sample?
Time period: Are findings stable across different periods/regimes?
Data limitations: What would better data reveal?

BibTeX Generation

When summarizing, also provide a BibTeX entry:

@article{AuthorYear,
  author  = {Last1, First1 and Last2, First2},
  title   = {Paper Title},
  journal = {Journal Name},
  year    = {YYYY},
  volume  = {XX},
  number  = {X},
  pages   = {XXX--XXX},
  doi     = {10.xxxx/xxxxx}
}

Notes

Always note if a paper is published vs. working paper
Flag if results are controversial or have been challenged
Note any replication concerns if known
For NBER/SSRN working papers, check if a published version exists