closet partisans;
machine learning;
method triangulation;
panel survey;
political information media repertoire;
voting;
SELECTIVE EXPOSURE;
POLITICAL INFORMATION;
PARTISAN BIAS;
ECHO-CHAMBERS;
NEWS;
COVERAGE;
COMMUNICATION;
POLARIZATION;
DIVERSITY;
EXPLAIN;
D O I:
10.1177/08944393231214027
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
Party identification is an important predictor of voting preference, but because a growing percentage of voters do not express any party identification, alternative ways to anticipate voting preferences are required. Partisan slants in voters' media consumption might offer a relevant proxy. With method triangulation, the current study explores whether media consumption prior to elections can predict voting preferences among independents. Depending on the media outlets adopted by voters and their partisan skew, as detected by Bert machine learning models, the authors calculate an overall partisan slant for each voter's political information consumption. Data from a nationwide panel survey conducted in Taiwan affirm that their media diet "color" in 2019 can predict independent voters' choices in 2020.
引用
收藏
页码:661 / 680
页数:20
相关论文
共 66 条
[1]
Allision P., 2014, PREDICTION VS CAUSAT
[2]
Atkin C.K., 1985, Selective exposure to communication, P63
机构:
NYU, Ctr Data Sci, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Barbera, Pablo
Jost, John T.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Ctr Data Sci, New York, NY 10003 USA
NYU, Dept Psychol, New York, NY 10003 USA
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Jost, John T.
Nagler, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Nagler, Jonathan
Tucker, Joshua A.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Tucker, Joshua A.
Bonneau, Richard
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
机构:
NYU, Ctr Data Sci, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Barbera, Pablo
Jost, John T.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Ctr Data Sci, New York, NY 10003 USA
NYU, Dept Psychol, New York, NY 10003 USA
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Jost, John T.
Nagler, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Nagler, Jonathan
Tucker, Joshua A.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Polit, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA
Tucker, Joshua A.
Bonneau, Richard
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Ctr Data Sci, New York, NY 10003 USA