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lit-review-assistant点燃审稿助理

Agent Skill

lit-review-assistant 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

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安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:lit-review-assistant(点燃审稿助理)
来源仓库:https://github.com/meleantonio/awesome-econ-ai-stuff
仓库路径:skills/lit-review-assistant
安装命令:
npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-review-assistant
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/meleantonio/awesome-econ-ai-stuff --skill lit-review-assistant

简介

用于经济学领域文献的快速检索与要点归纳。

  • 适合查找计量模型、数据集或政策分析报告相关内容。
  • 可生成研究空白识别表与未来方向建议。lit-review-assistant 属于研究检索类 Skill,可作为该场景下的辅助能力补充。
  • 需注明所用数据库范围,如 SSRN、JSTOR 或 arXiv。
  • 输出结果应区分已验证结论与待同行评议的观点。

SKILL.md

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

# 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

## [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

Changelog

v1.0.0

  • Initial release with templates and search strategies

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