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
- 01结构化文献检索规划
- 02论文总结模板
- 03综合研究发现与局限
- 04识别研究空白的方法
适用场景
- 01为新项目启动文献综述
- 02为论文引言查找相关研究
- 03比较证据与研究分歧
- 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:
- 您的具体研究问题是什么?
- 范围是什么?(狭窄领域的综述,还是跨学科综述)
- 您可以访问哪些数据库?(JSTOR、EconLit、Google Scholar、NBER)
- 相关的时间范围是什么?
- 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:
- 主要检索词:核心概念(例如,“最低工资”“就业”)
- 方法筛选词:(RCT、IV、双重差分)
- 结果检索词:衡量的影响
- 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
- 查看近期综述论文中的引用
- 查找引用次数超过 1,000 次的论文
- 查看 EconLit 中的 JEL 代码
- 浏览 Google Scholar 中的“相关文章”
构建引文网络
- 从 2~3 篇经典论文开始
- 查看近期论文引用了哪些经典论文(前向引用)
- 查看这些论文的参考文献(后向引用)
- 识别相关研究的聚类
最佳实践
- 使用文献管理工具(Zotero、Mendeley、BibDesk)
- 阅读时创建带注释的书目
- 记录检索查询,确保可复现
- 投稿前定期更新
- 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
- EconLit - 权威经济学数据库
- NBER Working Papers - 最新研究
- IDEAS/RePEc - 免费经济学论文
- Connected Papers - 可视化引文网络
更新日志
v1.0.0
- 首次发布,包含模板和检索策略
评论
支持 Markdown