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/lit-review

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

From plugin
auto-empirical-research-skills
3.8k200 skills
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/lit-review

Context preview

The summary Claude sees to decide when to auto-load this skill.

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

SKILL.md

lit-review.SKILL.md
name: lit-review
description: Summarize academic papers, extract key findings, and identify research gaps

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:

1. **Unexplored settings:** Are there contexts where this hasn't been studied? 2. **Mechanism:** Is the channel well-identified or just a black box? 3. **Heterogeneity:** Which cross-sectional variations are unexplored? 4. **External validity:** Does it generalize beyond the specific sample? 5. **Time period:** Are findings stable across different periods/regimes? 6. **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
Read more
Ships withauto-empirical-research-skills

📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |

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