The Effect of Political Participation of Chinese Citizens on Government Satisfaction: Based on Modified Causal Forest

As the democratization process in China progresses, an increasing number of Chinese citizens have been participating in various political activities. This paper explores the impact of the political participation of Chinese citizens on their satisfaction with the local government (abbreviated as gove...

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Published inProcedia computer science Vol. 221; pp. 1044 - 1051
Main Author Zhu, Meihong
Format Journal Article
LanguageEnglish
Published Elsevier B.V 2023
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Abstract As the democratization process in China progresses, an increasing number of Chinese citizens have been participating in various political activities. This paper explores the impact of the political participation of Chinese citizens on their satisfaction with the local government (abbreviated as government satisfaction) and the possible heterogeneity of this effect across different groups. In this study, political participation is considered an intervening variable for government satisfaction. Based on data from the 2021 China Social Situation Comprehensive Survey (CSS 2021), political participation is operationalized as a three-level qualitative variable, including supportive participation, rights-defending participation, and mixed participation. The analysis shows that, on average, supportive political participants have the highest level of government satisfaction while rights-defending participants have the lowest. Furthermore, a modified causal forest model reveals that the effect of political participation varies across multiple covariates, with statistically significant heterogeneity observed in terms of citizens’ gender. In detail, the effect of females is significantly higher than that of males. However, for some specific groups, it is still worth noting, such as men, young people under the age of 27, and people with low socioeconomic status and political trust.
AbstractList As the democratization process in China progresses, an increasing number of Chinese citizens have been participating in various political activities. This paper explores the impact of the political participation of Chinese citizens on their satisfaction with the local government (abbreviated as government satisfaction) and the possible heterogeneity of this effect across different groups. In this study, political participation is considered an intervening variable for government satisfaction. Based on data from the 2021 China Social Situation Comprehensive Survey (CSS 2021), political participation is operationalized as a three-level qualitative variable, including supportive participation, rights-defending participation, and mixed participation. The analysis shows that, on average, supportive political participants have the highest level of government satisfaction while rights-defending participants have the lowest. Furthermore, a modified causal forest model reveals that the effect of political participation varies across multiple covariates, with statistically significant heterogeneity observed in terms of citizens’ gender. In detail, the effect of females is significantly higher than that of males. However, for some specific groups, it is still worth noting, such as men, young people under the age of 27, and people with low socioeconomic status and political trust.
Author Zhu, Meihong
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Cites_doi 10.1504/EG.2021.112931
10.1214/18-AOS1709
10.1016/j.sbspro.2015.11.009
10.3390/e24081039
10.1080/24709360.2019.1670513
10.1080/01621459.2017.1319839
10.1007/978-1-4684-3878-9_4
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Keywords modified causal forest
government satisfaction
heterogeneity of effect
political participation
Language English
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References Guan (bib0007) 2015
Kai, Chuan, Seong (bib0003) 2015
Alivi, Ghazali, Tamam (bib0005) 2021; 17
Bodory, Busshoff, Lechner (bib0015) 2022; 24
Milbrath LW. Political participation. In: Long SL, eds. The Handbook of Political Behavior. Springer, Boston, MA: 1981: 197–240. https://doi.org/10.1007/978-1-4684-3878-9_4 .
Yang, Wang (bib0006) 2021; 14
Wager, Athey (bib0011) 2018; 113
.
Zhu (bib0004) 2018; 33
Athey, Imbens (bib0010) 2016; 113
Lechner M. Modified Causal Forests for Estimating Heterogeneous Causal Effects. arXiv 2019, arXiv:1812.09487v2.
Rubin (bib0009) 2019; 3
Athey, Tibshirani, Wager (bib0012) 2019; 47
Nie, Chen (bib0008) 2020; 37
Uhlaner (bib0001) 2015
10.1016/j.procs.2023.08.086_bib0014
10.1016/j.procs.2023.08.086_bib0002
10.1016/j.procs.2023.08.086_bib0013
Alivi (10.1016/j.procs.2023.08.086_bib0005) 2021; 17
Bodory (10.1016/j.procs.2023.08.086_bib0015) 2022; 24
Athey (10.1016/j.procs.2023.08.086_bib0010) 2016; 113
Guan (10.1016/j.procs.2023.08.086_bib0007) 2015
Wager (10.1016/j.procs.2023.08.086_bib0011) 2018; 113
Rubin (10.1016/j.procs.2023.08.086_bib0009) 2019; 3
Zhu (10.1016/j.procs.2023.08.086_bib0004) 2018; 33
Yang (10.1016/j.procs.2023.08.086_bib0006) 2021; 14
Athey (10.1016/j.procs.2023.08.086_bib0012) 2019; 47
Uhlaner (10.1016/j.procs.2023.08.086_bib0001) 2015
Nie (10.1016/j.procs.2023.08.086_bib0008) 2020; 37
Kai (10.1016/j.procs.2023.08.086_bib0003) 2015
References_xml – reference: Milbrath LW. Political participation. In: Long SL, eds. The Handbook of Political Behavior. Springer, Boston, MA: 1981: 197–240. https://doi.org/10.1007/978-1-4684-3878-9_4 .
– volume: 37
  start-page: 110
  year: 2020
  end-page: 119
  ident: bib0008
  article-title: An Empirical Analysis of Deliberative Democracy Practice of Grassroots Cadres and Its Influence on Government Satisfaction [J]
  publication-title: Journal of Shenzhen University (Humanities & Social Sciences)
– volume: 113
  start-page: 1228
  year: 2018
  end-page: 1242
  ident: bib0011
  article-title: Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
  publication-title: J. Am. Stat. Assoc.
– volume: 113
  start-page: 7353
  year: 2016
  end-page: 7360
  ident: bib0010
  article-title: Recursive Partitioning for Heterogeneous Causal Effects
  publication-title: Proc. Natl. Acad. Sci
– year: 2015
  ident: bib0001
  article-title: Politics and Participation [M]
  publication-title: International Encyclopedia of the Social & Behavioral Sciences (Second Edition)
– reference: Lechner M. Modified Causal Forests for Estimating Heterogeneous Causal Effects. arXiv 2019, arXiv:1812.09487v2.
– volume: 17
  start-page: 1
  year: 2021
  ident: bib0005
  article-title: Motives to Use Online News and the Impact on Satisfaction with the Government and Vote Choice[J]
  publication-title: Electronic Government-An International Journal
– volume: 47
  start-page: 1148
  year: 2019
  end-page: 1178
  ident: bib0012
  article-title: Generalized Random Forests
  publication-title: Ann. Stat.
– reference: .
– volume: 14
  start-page: 28
  year: 2021
  end-page: 35
  ident: bib0006
  article-title: Research on the Influence of Medical Insurance Participation Behavior and Its Types on Government Job Satisfaction [J]
  publication-title: Chinese Journal of Health Policy
– volume: 3
  start-page: 140
  year: 2019
  end-page: 155
  ident: bib0009
  article-title: Essential Concepts of Causal Inference: A Remarkable History and an Intriguing Future
  publication-title: Biostatistics and Epidemiology
– start-page: 55
  year: 2015
  end-page: 60
  ident: bib0003
  article-title: Linking Perception towards Prospective Economic Conditions on Satisfaction towards Federal Government
  publication-title: Procedia - Social and Behavioral Sciences
– start-page: 26
  year: 2015
  end-page: 37
  ident: bib0007
  article-title: Democracy and Livelihood: An Empirical Study on the Impact of Democratic Participation on Citizens’ Satisfaction with Public Service [J]
  publication-title: China Economic Studies
– volume: 24
  start-page: 1039
  year: 2022
  ident: bib0015
  article-title: High Resolution Treatment Effects Estimation: Uncovering Effect Heterogeneities with the Modified Causal Forest
  publication-title: Entropy
– volume: 33
  start-page: 97
  year: 2018
  end-page: 109
  ident: bib0004
  article-title: The Impact of Contradictions Encounter on Basic-Level Government Evaluation [J]
  publication-title: Journal of East China University of Science and Technology (Social Science Edition)
– volume: 14
  start-page: 28
  issue: 03
  year: 2021
  ident: 10.1016/j.procs.2023.08.086_bib0006
  article-title: Research on the Influence of Medical Insurance Participation Behavior and Its Types on Government Job Satisfaction [J]
  publication-title: Chinese Journal of Health Policy
– volume: 33
  start-page: 97
  issue: 05
  year: 2018
  ident: 10.1016/j.procs.2023.08.086_bib0004
  article-title: The Impact of Contradictions Encounter on Basic-Level Government Evaluation [J]
  publication-title: Journal of East China University of Science and Technology (Social Science Edition)
– ident: 10.1016/j.procs.2023.08.086_bib0013
– volume: 17
  start-page: 1
  issue: 1
  year: 2021
  ident: 10.1016/j.procs.2023.08.086_bib0005
  article-title: Motives to Use Online News and the Impact on Satisfaction with the Government and Vote Choice[J]
  publication-title: Electronic Government-An International Journal
  doi: 10.1504/EG.2021.112931
– ident: 10.1016/j.procs.2023.08.086_bib0014
– volume: 47
  start-page: 1148
  year: 2019
  ident: 10.1016/j.procs.2023.08.086_bib0012
  article-title: Generalized Random Forests
  publication-title: Ann. Stat.
  doi: 10.1214/18-AOS1709
– start-page: 55
  issue: 211
  year: 2015
  ident: 10.1016/j.procs.2023.08.086_bib0003
  article-title: Linking Perception towards Prospective Economic Conditions on Satisfaction towards Federal Government
  publication-title: Procedia - Social and Behavioral Sciences
  doi: 10.1016/j.sbspro.2015.11.009
– volume: 24
  start-page: 1039
  year: 2022
  ident: 10.1016/j.procs.2023.08.086_bib0015
  article-title: High Resolution Treatment Effects Estimation: Uncovering Effect Heterogeneities with the Modified Causal Forest
  publication-title: Entropy
  doi: 10.3390/e24081039
– volume: 3
  start-page: 140
  issue: 1
  year: 2019
  ident: 10.1016/j.procs.2023.08.086_bib0009
  article-title: Essential Concepts of Causal Inference: A Remarkable History and an Intriguing Future
  publication-title: Biostatistics and Epidemiology
  doi: 10.1080/24709360.2019.1670513
– volume: 113
  start-page: 1228
  year: 2018
  ident: 10.1016/j.procs.2023.08.086_bib0011
  article-title: Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
  publication-title: J. Am. Stat. Assoc.
  doi: 10.1080/01621459.2017.1319839
– volume: 37
  start-page: 110
  issue: 01
  year: 2020
  ident: 10.1016/j.procs.2023.08.086_bib0008
  article-title: An Empirical Analysis of Deliberative Democracy Practice of Grassroots Cadres and Its Influence on Government Satisfaction [J]
  publication-title: Journal of Shenzhen University (Humanities & Social Sciences)
– volume: 113
  start-page: 7353
  year: 2016
  ident: 10.1016/j.procs.2023.08.086_bib0010
  article-title: Recursive Partitioning for Heterogeneous Causal Effects
– ident: 10.1016/j.procs.2023.08.086_bib0002
  doi: 10.1007/978-1-4684-3878-9_4
– year: 2015
  ident: 10.1016/j.procs.2023.08.086_bib0001
  article-title: Politics and Participation [M]
– start-page: 26
  issue: 02
  year: 2015
  ident: 10.1016/j.procs.2023.08.086_bib0007
  article-title: Democracy and Livelihood: An Empirical Study on the Impact of Democratic Participation on Citizens’ Satisfaction with Public Service [J]
  publication-title: China Economic Studies
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Snippet As the democratization process in China progresses, an increasing number of Chinese citizens have been participating in various political activities. This...
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SubjectTerms government satisfaction
heterogeneity of effect
modified causal forest
political participation
Title The Effect of Political Participation of Chinese Citizens on Government Satisfaction: Based on Modified Causal Forest
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Volume 221
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