Assessing the Effects of Friend-to-Friend Texting on Turnout in the 2018 US Midterm Elections

被引:0
|
作者
Schein, Aaron [1 ]
Vafa, Keyon [1 ]
Sridhar, Dhanya [1 ]
Veitch, Victor [1 ]
Quinn, Jeffrey [2 ]
Moffet, James [3 ]
Blei, David M. [1 ]
Green, Donald P. [1 ]
机构
[1] Columbia Univ, New York, NY 10025 USA
[2] PredictWise, New York, NY USA
[3] JDM Design, Cambridge, MA USA
关键词
get-out-the-vote; digital field experiments; instrumental variables; non-compliance; outcome mismeasurement; IDENTIFICATION; PARTICIPATION;
D O I
10.1145/3442381.3449800
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recent mobile app technology lets people systematize the process of messaging their friends to urge them to vote. Prior to the most recent US midterm elections in 2018, the mobile app Outvote randomized an aspect of their system, hoping to unobtrusively assess the causal effect of their users' messages on voter turnout. However, properly assessing this causal effect is hindered by multiple statistical challenges, including attenuation bias due to mismeasurement of subjects' outcomes and low precision due to two-sided non-compliance with subjects' assignments. We address these challenges, which are likely to impinge upon any study that seeks to randomize authentic friend-to-friend interactions, by tailoring the statistical analysis to make use of additional data about both users and subjects. Using meta-data of users' in-app behavior, we reconstruct subjects' positions in users' queues. We use this information to refine the study population to more compliant subjects who were higher in the queues, and we do so in a systematic way which optimizes a proxy for the study's power. To mitigate attenuation bias, we then use ancillary data of subjects' matches to the voter rolls that lets us refine the study population to one with low rates of outcome mismeasurement. Our analysis reveals statistically significant treatment effects from friend-to-friend mobilization efforts ((CACE) over bar = 8.3, CI =(1.2, 15.3)) that are among the largest reported in the get-out-the-vote (GOTV) literature. While social pressure from friends has long been conjectured to play a role in effective GOTV treatments, the present study is among the first to assess these effects experimentally.
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页码:2025 / 2036
页数:12
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