雨,雨,走开:194个潜在的排除限制违规研究使用天气作为工具变量

IF 5.6 1区 社会学 Q1 POLITICAL SCIENCE
Jonathan Mellon
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引用次数: 0

摘要

工具变量(IV)分析依赖于排除限制,即工具仅通过其与自变量的关系而不是通过其他因果途径影响因变量。然而,学者们普遍以排除限制的合理性为依据来为其辩护。我提出了一种方法,用于搜索现有社会科学研究中暗示的其他违规行为。我表明,使用天气来测量不同的自变量代表了所有天气- iv研究中违反排除限制的强有力的初步证据。对289项研究的回顾揭示了先前与天气相关的194个变量:所有这些变量都代表了潜在的排除限制违规。使用敏感性分析,我表明许多这些违规的程度足以推翻许多现有的IV结果。我总结了实际步骤,系统地审查现有文献,以确定和量化使用静脉注射设计时可能的排除限制违规。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Rain, rain, go away: 194 potential exclusion-restriction violations for studies using weather as an instrumental variable

Rain, rain, go away: 194 potential exclusion-restriction violations for studies using weather as an instrumental variable

Instrumental variable (IV) analysis relies on the exclusion restriction—that the instrument only affects the dependent variable via its relationship with the independent variable and not via other causal routes. However, scholars generally justify the exclusion restriction based on its plausibility. I propose a method for searching for additional violations implied by existing social science studies. I show that the use of weather to instrument different independent variables represents strong prima facie evidence of exclusion-restriction violations for all weather-IV studies. A review of 289 studies reveals 194 variables previously linked to weather: all representing potential exclusion-restriction violations. Using sensitivity analysis, I show that the magnitude of many of these violations is sufficient to overturn numerous existing IV results. I conclude with practical steps to systematically review existing literature to identify and quantify possible exclusion-restriction violations when using IV designs.

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来源期刊
CiteScore
9.30
自引率
2.40%
发文量
61
期刊介绍: The American Journal of Political Science (AJPS) publishes research in all major areas of political science including American politics, public policy, international relations, comparative politics, political methodology, and political theory. Founded in 1956, the AJPS publishes articles that make outstanding contributions to scholarly knowledge about notable theoretical concerns, puzzles or controversies in any subfield of political science.
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