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lit-review-assistant

lit-review-assistant

github.com/meleantonio生产力657236 次安装8 周前更新
代码仓库

关于 lit-review-assistant

面向经济学家的文献综述技能,可协助规划检索、总结论文并综合研究发现。它还提供整理模板,帮助发现研究分歧与空白。

主要功能

  1. 01结构化文献检索规划
  2. 02论文总结模板
  3. 03综合研究发现与局限
  4. 04识别研究空白的方法

适用场景

  1. 01为新项目启动文献综述
  2. 02为论文引言查找相关研究
  3. 03比较证据与研究分歧
  4. 04识别尚未解答的问题

安装

复制下面的命令,在终端中运行。

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

安装后在 Claude Code 中输入/lit-review-assistant确认已加载。

附带文件index.md

详细介绍

文献综述助手

用途

此技能通过构建检索框架、总结论文和综合研究结果,帮助经济学家开展文献综述。它提供了整理文献和识别研究空白的模板。

适用场景

  • 为新项目启动文献综述
  • 为论文引言查找相关研究
  • 综合某一主题的现有证据
  • 识别文献中的空白

说明

第 1 步:界定研究领域

询问用户:

  1. 您的具体研究问题是什么?
  2. 范围是什么?(狭窄领域的综述,还是跨学科综述)
  3. 您可以访问哪些数据库?(JSTOR、EconLit、Google Scholar、NBER)
  4. 相关的时间范围是什么?
  5. 是否有可作为起点的经典论文?
第 2 步:构建检索框架

协助确定检索词:

  1. 主要检索词:核心概念(例如,“最低工资”“就业”)
  2. 方法筛选词:(RCT、IV、双重差分)
  3. 结果检索词:衡量的影响
  4. 地理/时间范围:如适用
第 3 步:整理并综合

为每篇论文创建结构化摘要:

  • 引用信息
  • 研究问题
  • 数据和方法
  • 主要发现
  • 局限性
  • 与用户项目的关联
第 4 步:识别规律和空白
  • 各篇论文在哪些方面意见一致?
  • 哪些方面存在分歧?
  • 还有哪些问题尚未解答?
  • 哪些方法尚未应用?

示例输出:文献综述模板

# 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]

论文摘要模板

## [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)

检索策略提示

Google Scholar 运算符
  • "exact phrase" - 精确匹配
  • author:surname - 特定作者的论文
  • source:journal - 特定期刊中的论文
  • -exclude - 排除检索词
  • [year]..[year] - 日期范围
查找经典论文
  1. 查看近期综述论文中的引用
  2. 查找引用次数超过 1,000 次的论文
  3. 查看 EconLit 中的 JEL 代码
  4. 浏览 Google Scholar 中的“相关文章”
构建引文网络
  1. 从 2~3 篇经典论文开始
  2. 查看近期论文引用了哪些经典论文(前向引用)
  3. 查看这些论文的参考文献(后向引用)
  4. 识别相关研究的聚类

最佳实践

  1. 使用文献管理工具(Zotero、Mendeley、BibDesk)
  2. 阅读时创建带注释的书目
  3. 记录检索查询,确保可复现
  4. 投稿前定期更新
  5. 平衡广度和深度——覆盖整个领域,同时聚焦最相关的研究

常见误区

  • ❌ 只引用支持自己论点的论文
  • ❌ 不讨论相互矛盾的研究结果
  • ❌ 总结时混淆相关性与因果关系
  • ❌ 引用自己实际上没有读过的论文
  • ❌ 遗漏重要的近期论文

参考资料

更新日志

v1.0.0
  • 首次发布,包含模板和检索策略

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