Learning from Null Effects: A Bottom-Up Approach

被引:12
作者
Alrababa'h, Ala' [1 ,2 ,3 ]
Williamson, Scott [4 ]
Dillon, Andrea [1 ,2 ]
Hainmueller, Jens [1 ,2 ,5 ,6 ]
Hangartner, Dominik [1 ,2 ,3 ]
Hotard, Michael [1 ,2 ]
Laitin, David D. [1 ,2 ,5 ]
Lawrence, Duncan [1 ,2 ]
Weinstein, Jeremy [1 ,2 ,5 ]
机构
[1] Stanford Univ, Immigrat Policy Lab, Stanford, CA 94305 USA
[2] Swiss Fed Inst Technol, Zurich, Switzerland
[3] Swiss Fed Inst Technol, Ctr Int & Comparat Studies, Zurich, Switzerland
[4] Bocconi Univ, Dept Social & Polit Sci, Milan, Italy
[5] Stanford Univ, Dept Polit Sci, Stanford, CA 94305 USA
[6] Stanford Univ, Grad Sch Business, Stanford, CA 94305 USA
基金
瑞士国家科学基金会;
关键词
null results; publication bias; file drawer problem; PUBLICATION BIAS;
D O I
10.1017/pan.2021.51
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
A critical barrier to generating cumulative knowledge in political science and related disciplines is the inability of researchers to observe the results from the full set of research designs that scholars have conceptualized, implemented, and analyzed. For a variety of reasons, studies that produce null findings are especially likely to be unobserved, creating biases in publicly accessible research. While several approaches have been suggested to overcome this problem, none have yet proven adequate. We call for the establishment of a new discipline-wide norm in which scholars post short "null results reports" online that summarize their research designs, findings, and interpretations. To address the inevitable incentive problems that earlier proposals for reform were unable to overcome, we argue that decentralized research communities can spur the broader disciplinary norm change that would bring advantage to scientific advance. To facilitate our contribution, we offer a template for these reports that incorporates evaluation of the possible explanations for the null findings, including statistical power, measurement strategy, implementation issues, spillover/contamination, and flaws in theoretical priors. We illustrate the template's utility with two experimental studies focused on the naturalization of immigrants in the United States and attitudes toward Syrian refugees in Jordan.
引用
收藏
页码:448 / 456
页数:9
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