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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2022.748704</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Perception of Official Corruption, Satisfaction With Government Performance, and Subjective Wellbeing&#x2014;An Empirical Study From China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Jiazheng</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1423061/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guo</surname>
<given-names>Bin</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yu</surname>
<given-names>Yanghang</given-names>
</name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="c002" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/851123/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Shanghai Administration Institute</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Public Administration, Northwest University</institution>, <addr-line>Shaanxi</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Public Finance and Management, Yunnan University of Finance and Economics</institution>, <addr-line>Yunnan</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Nicola Mucci, University of Florence, Italy</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Efra&#x00ED;n Garc&#x00ED;a-S&#x00E1;nchez, University of Granada, Spain; Syed Ghulam Meran Shah, University of Castilla La Mancha, Spain; Vincenzo Cupelli, Retired, Florence, Italy</p></fn>
<corresp id="c001">&#x002A;Correspondence: Bin Guo, <email>guobintianyu@163.com</email></corresp>
<corresp id="c002">Yanghang Yu, <email>yuyanghang@hotmail.com</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Organizational Psychology, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>748704</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Ma, Guo and Yu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ma, Guo and Yu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Both corruption and subjective wellbeing are of concern to academics and governments. Although some evidence suggests that corruption deteriorates subjective wellbeing, the relationship between perception of official corruption and subjective wellbeing is still unknown. This study aims to examine the link between perceived official corruption and subjective wellbeing in the context of China and whether satisfaction with government performance has a mediating effect in the process. Based on data from China General Social Survey, a structural equation model was used to test the hypotheses. The results of 3,033 Chinese respondents suggest that perception of official corruption is negatively related to subjective wellbeing, and satisfaction with government performance plays a mediating role in the relationship between perception of official corruption and subjective wellbeing.</p>
</abstract>
<kwd-group>
<kwd>perception of official corruption</kwd>
<kwd>satisfaction with government performance</kwd>
<kwd>subjective wellbeing</kwd>
<kwd>mediating effect</kwd>
<kwd>China</kwd>
</kwd-group>
<contract-num rid="cn1">72064042</contract-num>
<contract-num rid="cn1">71904070</contract-num>
<contract-num rid="cn2">QN202026</contract-num>
<contract-num rid="cn3">2020J0384</contract-num>
<contract-sponsor id="cn1">Chinese National Natural Science</contract-sponsor>
<contract-sponsor id="cn2">Philosophy and Social Science Research</contract-sponsor>
<contract-sponsor id="cn3">Science Research Fund of Yunnan Provincial Department of Education</contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="98"/>
<page-count count="9"/>
<word-count count="7469"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p>Governments have become the strongest organizations in our society because they possess a large amount of resources. Scholars have recognized government can have great impacts on people&#x2019;s happiness, including government quality (<xref ref-type="bibr" rid="ref29">Helliwell and Huang, 2008</xref>; <xref ref-type="bibr" rid="ref56">Ott, 2018</xref>), government spending (<xref ref-type="bibr" rid="ref10">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="ref22">Flavin, 2019</xref>), government ideology (<xref ref-type="bibr" rid="ref5">Bj&#x00F8;rnskov et al., 2007</xref>; <xref ref-type="bibr" rid="ref18">Dreher and &#x00D6;hler, 2011</xref>), and government size (<xref ref-type="bibr" rid="ref55">Ott, 2015</xref>; <xref ref-type="bibr" rid="ref70">Sequeira et al., 2017</xref>). Given the economic hypothesis that every individual, as a rational decision-maker, seeks to maximize their own interests, there is a perception that government officials tend to be corrupt when corruption benefits outweigh corruption costs (<xref ref-type="bibr" rid="ref52">Ni, 2009</xref>). Previous studies about corruption and wellbeing have focused on the personal experience of corruption (<xref ref-type="bibr" rid="ref74">Singer, 2013</xref>; <xref ref-type="bibr" rid="ref92">Wu and Zhu, 2016</xref>) or taken corruption as one element of the quality of government (<xref ref-type="bibr" rid="ref79">Tavits, 2008</xref>; <xref ref-type="bibr" rid="ref54">Ott, 2010</xref>), however, the perspective of official corruption has been overlooked. Official corruption has some negative consequences&#x2014;it can exacerbate income inequality and poverty (<xref ref-type="bibr" rid="ref40">Justesen and Bj&#x00F8;rnskov, 2014</xref>), damage economic productivity (<xref ref-type="bibr" rid="ref38">Johnson et al., 1997</xref>), and waste public resources (<xref ref-type="bibr" rid="ref45">Liu and Mikesell, 2014</xref>)&#x2014;but the effects of official corruption on individuals&#x2019; wellbeing have not yet been uncovered.</p>
<p>Public administration has been concerned with government performance since its inception, one important mission for the government&#x2019;s administrative machinery is how to achieving high performance (<xref ref-type="bibr" rid="ref12">Coggburn and Schneider, 2010</xref>). Administrative activities that take place within government have a direct influence on the outputs and outcomes of the public agencies. Management methods, bureaucratic structure, and official behaviors have great impact on government performance (<xref ref-type="bibr" rid="ref82">Thomas, 2005</xref>; <xref ref-type="bibr" rid="ref12">Coggburn and Schneider, 2010</xref>; <xref ref-type="bibr" rid="ref48">Mac Carthaigh et al., 2016</xref>). Researches focused on how to improve government programs and services through performance evaluation (<xref ref-type="bibr" rid="ref65">Ryzin, 2015</xref>; <xref ref-type="bibr" rid="ref50">Mullin, 2021</xref>; <xref ref-type="bibr" rid="ref59">Park et al., 2021</xref>), and, ultimately, the status of government in citizens&#x2019; eyes (<xref ref-type="bibr" rid="ref47">Lynn et al., 2000</xref>; <xref ref-type="bibr" rid="ref83">Tran and Dollery, 2021</xref>).</p>
<p>Citizens are the consumers of the public service supplied by the government, so their satisfaction should be the ultimate internal evaluation of governance. The more satisfied the public with government performance, the easier it is for the government to implement policies, and satisfaction with government performance can maintain citizens&#x2019; political trust when the policy fails (<xref ref-type="bibr" rid="ref66">Saich, 2006</xref>). <xref ref-type="bibr" rid="ref88">Waldo (1955)</xref> has pointed out that the welfare, happiness, and very lives of all of us depend in large measure upon the performance of the administrative mechanisms that surround and support us. Although <xref ref-type="bibr" rid="ref37">Jerrell and Saundra (2003)</xref> and <xref ref-type="bibr" rid="ref91">Whiteley et al. (2010)</xref> both investigated the direct relationship between government performance and happiness, they neglected to evaluate the government performance from a citizen perspective (<xref ref-type="bibr" rid="ref89">Wang, 2010</xref>). Not much is known with regard to how satisfaction with government performance is related to citizens&#x2019; wellbeing.</p>
<p>Citizens&#x2019; satisfaction with the government may exhibit specific patterns in accordance with country&#x2019;s administrative frameworks (<xref ref-type="bibr" rid="ref34">Huang, 2018</xref>). China has experienced eight waves of administrative reforms from 1982 to 2018 to improve government performance, and previous studies believe that those reforms are mostly domestically based and have &#x201C;Chinese characteristics&#x201D; (<xref ref-type="bibr" rid="ref24">Gao, 2010</xref>; <xref ref-type="bibr" rid="ref95">Zang and Wang, 2018</xref>). In addition, the aim of the Chinese government is to serve the people, and so citizens&#x2019; wellbeing should be officials&#x2019; goal. Even there are very few studies discussing the effect of Chinese official corruption on regional economic development (<xref ref-type="bibr" rid="ref84">Tu et al., 2018</xref>; <xref ref-type="bibr" rid="ref35">Huang et al., 2019</xref>), the relationship between official corruption and citizens&#x2019; wellbeing in China is still unknown.</p>
<p>To fill these gaps, we used the data from <xref ref-type="bibr" rid="ref900">China General Social Survey (CGSS) (2015)</xref> to examine the impact of perception of official corruption on subjective wellbeing and the mediating role of satisfaction with government performance. The government needs officials to maintain its normal operation, and the quality of government officials determines the management capacity and government performance. Since the economic reform launched in 1978, China has witnessed rapid economic growth and a general improvement of social welfare. However, corruption has become an increasingly serious problem for the country (<xref ref-type="bibr" rid="ref21">Feng et al., 2018</xref>). The results will contribute to extend the study of corruption, government performance, and happiness in developing countries; it will also be useful for governments to reduce official corruption behaviors, improving government performance, and increasing citizens&#x2019; subjective wellbeing.</p>
</sec>
<sec id="sec2">
<title>Literature Review and Hypothesis</title>
<sec id="sec3">
<title>Perception of Official Corruption and Subjective Wellbeing</title>
<p>Subjective wellbeing refers to a broad psychological phenomenon, including both emotional and cognitive elements (<xref ref-type="bibr" rid="ref15">Diener, 1984</xref>; <xref ref-type="bibr" rid="ref17">Diener et al., 1999</xref>), it is not only the eternal pursuit of individual but also the goal of public administration (<xref ref-type="bibr" rid="ref56">Ott, 2018</xref>; <xref ref-type="bibr" rid="ref20">Fan et al., 2022</xref>). Reliable and valid subjective wellbeing can be interpreted as an important factor of formulation of public policy (<xref ref-type="bibr" rid="ref13">Cummins, 2018</xref>). Good governance will foster a sense of fairness and trust, which are known as contributors to enhanced wellbeing (<xref ref-type="bibr" rid="ref31">Helliwell et al., 2017</xref>). The degree of corruption is one of the most important indicators of good governance, which is regarded as a negative predictor of wellbeing.</p>
<p>The literature about the corruption and happiness largely illustrates these entities on a macro level or micro level. On the macro level, corruption is recognized as an important indicator of government quality, and many scholars have found that the quality of government is significantly related to happiness (<xref ref-type="bibr" rid="ref79">Tavits, 2008</xref>; <xref ref-type="bibr" rid="ref6">Bj&#x00F8;rnskov et al., 2010</xref>; <xref ref-type="bibr" rid="ref54">Ott, 2010</xref>). Citizens living in countries where corruption is less common are relatively more satisfied with their lives than those living in countries where corruption is widespread (<xref ref-type="bibr" rid="ref28">Helliwell, 2003</xref>; <xref ref-type="bibr" rid="ref44">Kim and Kim, 2012</xref>). <xref ref-type="bibr" rid="ref29">Helliwell and Huang (2008)</xref> and <xref ref-type="bibr" rid="ref81">Teorell (2009)</xref> provide additional evidence on the positive effect of good governance on happiness. <xref ref-type="bibr" rid="ref90">Welsch (2008)</xref> finds that subjective wellbeing&#x2009;is affected by corruption indirectly through GDP, and also directly through non-material factors. In addition, corruption also undercuts democratic political processes, negatively affecting citizens&#x2019; subjective wellbeing (<xref ref-type="bibr" rid="ref79">Tavits, 2008</xref>).</p>
<p>On the micro level, personal experience of corruption can influence their happiness. <xref ref-type="bibr" rid="ref74">Singer (2013)</xref> finds that bribery undermines victims&#x2019; individual subjective wellbeing. Experienced corruption has a detrimental effect on individuals&#x2019; mental health (<xref ref-type="bibr" rid="ref25">Gillanders, 2011</xref>), and being involved in corrupt exchanges makes people unhappy (<xref ref-type="bibr" rid="ref200">Chrikov and Ryan, 2001</xref>). Bribery (both bribing and being bribed) can negatively influence happiness, because people may feel guilt and displeasure about violating the law (<xref ref-type="bibr" rid="ref92">Wu and Zhu, 2016</xref>). Also, <xref ref-type="bibr" rid="ref77">Sulemana (2014)</xref> finds that fear of crime is negatively related to happiness. Previous studies suggest that corruption affects subjective wellbeing through the perspective of quality of government and personal experience, but the effects and mechanisms of official corruption on citizens&#x2019; wellbeing remain ambiguous.</p>
<p>Corruption is defined as the &#x201C;misuse of public office for private gain&#x201D; (<xref ref-type="bibr" rid="ref69">Sandholtz and Koetzele, 2000</xref>, p. 32). From this perspective, public officials always make unsuitable public policies for their private interests and selfish goals (<xref ref-type="bibr" rid="ref36">Jain, 2001</xref>). In addition, official corruption has become a major cause of public dissatisfaction and unhappiness (<xref ref-type="bibr" rid="ref9">Brockmann et al., 2009</xref>). On the one hand, official corruption makes individuals fell a sense of unfairness and inequality. According to the distributive and procedural justice theory, people evaluate the outcomes based on the quality of distributions and procedures, distributive and procedural justice are associated with satisfaction and wellbeing (<xref ref-type="bibr" rid="ref78">Tang and Baldwin, 1996</xref>; <xref ref-type="bibr" rid="ref46">Lucas et al., 2011</xref>; <xref ref-type="bibr" rid="ref51">Ng et al., 2020</xref>), individuals who perceived injustices of corruption would have lower wellbeing. Corrupt officials may distort the public resource allocations: they are likely to spend more on those who can provide larger benefits to them (<xref ref-type="bibr" rid="ref45">Liu and Mikesell, 2014</xref>), and there will therefore be less money to spend on public goods which are necessary for ordinary people. With the unfair distribution of society&#x2019;s resources, citizens believe that they are treated unfairly, and their perception of unfairness and inequality will increase, which will be harmful to their satisfaction (<xref ref-type="bibr" rid="ref49">Magalh&#x00E3;es, 2016</xref>). On the other hand, government officials&#x2019; corruption will increase citizens&#x2019; distrust in the political system over time, because corrupt officials take advantage of their power for their personal interests rather than the public interest. Political trust is a determinant of subjective wellbeing (<xref ref-type="bibr" rid="ref23">Fu, 2017</xref>), so officials&#x2019; corruption will affect individuals&#x2019; happiness negatively. Based on the above, we hypothesize:</p>
<disp-quote>
<p><italic>Hypothesis</italic> 1: The perception of official corruption is negatively related to subjective wellbeing.</p>
</disp-quote>
</sec>
<sec id="sec4">
<title>Satisfaction With Government Performance and Subjective Wellbeing</title>
<p>Since the late 1980s, government performance has become an important issue of both academic interest and policy significance. International organizations have proposed different conceptualizations of good governance. The United Nations defines good governance as &#x201C;the process of decision-making and the process by which decisions are implemented (or not implemented)&#x201D; (<xref ref-type="bibr" rid="ref86">United Nations, 2006</xref>). The World Bank started the Worldwide Governance Indicators (WGI) project, believing a six-dimensional definition of good governance, including voice and accountability, rule of law, government effectiveness, political stability and absence of violence, regulatory quality, and control of corruption (see <xref ref-type="bibr" rid="ref42">Kaufmann et al., 1999</xref>). Although the indicators faced several challenges (<xref ref-type="bibr" rid="ref8">Bratton and Chang, 2006</xref>), good governance should be operated as executable policy tools to achieve sustainable economic, social, and human development (<xref ref-type="bibr" rid="ref41">Kaufmann et al., 2008</xref>). Citizen satisfaction therefore becomes a widespread performance information metric (<xref ref-type="bibr" rid="ref7">Bouckaert et al., 2005</xref>) which can help to overcome the difficulties of measuring actual government outcomes (<xref ref-type="bibr" rid="ref33">Holzer and Yang, 2004</xref>). Citizen satisfaction reflects people&#x2019;s judgment on the performance of the government and its officials (<xref ref-type="bibr" rid="ref64">Ryzin, 2004</xref>). Government performance (<xref ref-type="bibr" rid="ref1">Adang and Borm, 2007</xref>), victimization (<xref ref-type="bibr" rid="ref11">Circo et al., 2019</xref>), transparency (<xref ref-type="bibr" rid="ref93">Yang, 2018</xref>), red tape (<xref ref-type="bibr" rid="ref85">Tummers et al., 2016</xref>), bureaucratic personnel quality (<xref ref-type="bibr" rid="ref14">Dahlstr&#x00F6;m et al., 2018</xref>), and communication (<xref ref-type="bibr" rid="ref32">Ho and Cho, 2016</xref>) can influence citizens&#x2019; satisfaction. However, the relationship between satisfaction with government performance and subjective wellbeing is as yet uncovered.</p>
<p>Subjective wellbeing refers to people&#x2019;s cognitive and affective evaluations of their lives, comprising life satisfaction, pleasant affect, and unpleasant affect (<xref ref-type="bibr" rid="ref15">Diener, 1984</xref>). It is used to describe the level of satisfaction people experience according to their subjective evaluation of their objective living conditions. Happiness is not only the pursuit of individuals, but is also the goal of the public policy. Many nations and organizations have created national accounts of wellbeing to reflect the quality of life. The United Kingdom has assessed subjective wellbeing as input to policy since 2010. The Organization for Economic Cooperation and Development (OECD) issued guidelines on measuring national subjective wellbeing in 2013 (<xref ref-type="bibr" rid="ref53">OECD, 2013</xref>). In 2012, the leader of China, Xi Jinping, proposed the &#x201C;China Dream,&#x201D; being a dream of state prosperity, national rejuvenation, and people&#x2019;s happiness. Subjective wellbeing not only helps guide decision-makers on policies and actions, but also reflects the government&#x2019;s performance.</p>
<p>Government performance can influence individuals&#x2019; happiness through public policy outcomes directly and indirectly. Firstly, the government makes direct contributions to improve individuals&#x2019; happiness by providing high-quality public services. Public services have a fundamental impact on quality of life (<xref ref-type="bibr" rid="ref26">Glaser, 1991</xref>). Governments have the ability to influence areas, such as public education, public transportation, health, and environmental protection, which are all closely and directly related to citizens&#x2019; daily lives. Secondly, the government influences individuals&#x2019; happiness indirectly by offering inducements for private behaviors. Government intervention in the economy and society positively influences life satisfaction (<xref ref-type="bibr" rid="ref57">Pacek and Radcliff, 2008</xref>; <xref ref-type="bibr" rid="ref91">Whiteley et al., 2010</xref>; <xref ref-type="bibr" rid="ref30">Helliwell et al., 2018</xref>). For example, when the government implements policies of tax reduction, residents will spend more money to improve their happiness. Bottom-up spillover theory believes satisfaction with all of life&#x2019;s domains and subdomains has spillover effects on overall quality of life (<xref ref-type="bibr" rid="ref4">Andrews and Withey, 1976</xref>; <xref ref-type="bibr" rid="ref75">Sirgy et al., 2008</xref>). The greater the satisfaction with life&#x2019;s different domains, the greater the subjective wellbeing (<xref ref-type="bibr" rid="ref76">Sirgy et al., 2010</xref>). Based on the above, we hypothesize:</p>
<disp-quote>
<p><italic>Hypothesis</italic> 2: Satisfaction with government performance is positively related to subjective wellbeing.</p>
</disp-quote>
</sec>
<sec id="sec5">
<title>The Mediating Effect of Satisfaction With Government Performance</title>
<p><xref ref-type="bibr" rid="ref3">Anderson and Tverdova (2003</xref>, p. 104) conclude that &#x201C;corruption is likely to be an important component of government performance people use to judge,&#x201D; so it is reasonable to think that perception of official corruption influences satisfaction with government performance. Corruption is the abuse of power by public officials for their private interests or selfish goals; it means the violation of the rules or ethics of public service. As a result, corruption has a large number of negative consequences: it can increase distrust in the government (<xref ref-type="bibr" rid="ref3">Anderson and Tverdova, 2003</xref>; <xref ref-type="bibr" rid="ref96">Zhang et al., 2019</xref>), reduce the strength of national climate policies (<xref ref-type="bibr" rid="ref61">Rafaty, 2018</xref>), and do harm to sustainable economic development (<xref ref-type="bibr" rid="ref71">Sharma and Mitra, 2019</xref>). All these negative factors disappoint citizens and erode public respect for the government, thus fostering dissatisfaction with government. In addition, there are several empirical studies that directly analyze the negative effects of corruption on citizen satisfaction (<xref ref-type="bibr" rid="ref58">Park and Blenkinsopp, 2011</xref>; <xref ref-type="bibr" rid="ref39">Jonck and Swanepoel, 2016</xref>; <xref ref-type="bibr" rid="ref67">Saich, 2016</xref>; <xref ref-type="bibr" rid="ref60">Pellegata and Memoli, 2018</xref>). Up to this point, we have hypothesized that satisfaction with government performance will be positively related to subjective wellbeing. We also hypothesized that perception of official corruption will be negatively related to satisfaction with government performance. Taken together, we hypothesize:</p>
<disp-quote>
<p><italic>Hypothesis</italic> 3: Perception of official corruption is negatively related to satisfaction with government performance.</p>
<p><italic>Hypothesis</italic> 4: Satisfaction with government performance plays a mediating role in the relationship between perception of official corruption and subjective wellbeing.</p>
</disp-quote>
</sec>
</sec>
<sec id="sec6" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="sec7">
<title>Data</title>
<p>Data used in this paper were collected through the <xref ref-type="bibr" rid="ref900">China General Social Survey (CGSS) (2015)</xref>. The CGSS, first launched in 2003, was the first nationwide and comprehensive large-scale social survey project in China. CGSS aims to systematically monitor the changing relationship between social structure and quality of life in both urban and rural China. CGSS 2015 is designed and carried out by Renmin University of China (RUC), and a total of 25 different universities and academic institutions participate in the field survey. The data yielded a total of 10,968 face-to-face interview with Chinese residents from 478 communities in 28 provinces (autonomous regions, municipalities) in mainland China. After processing the missing data, there were 3,033 valid data entries.</p>
<p>Of the 3,033 respondents, 1,445 (47.6% of the total) were male, and 1,588 (52.4%) female. A total of 1,073 (35.4%) had only lower education (primary school), 1,425 (47%) had finished junior high school or senior high school, 497 (16.4%) had a Bachelor&#x2019;s degree, and 38 (1.3%) had a Master&#x2019;s degree or doctorate. A total of 728 (24%) were unmarried, while 2,305 (76%) were married. In terms of politics, 2,525 (83.3%) were not a member of the Communist Party of China or Communist Youth League, while 508 (16.7%) were. Among the respondents, 2,708 (89.3%) were irreligious, and 325 (10.7%) were religious (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Descriptive statistics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">Min</th>
<th align="center" valign="top">Max</th>
</tr>
</thead>
<tbody>
<tr>
<td align="char" valign="top" char="&#x00B1;" colspan="5">Control variables</td>
</tr>
<tr>
<td align="left" valign="bottom">Gender</td>
<td align="char" valign="bottom" char=".">0.52</td>
<td align="char" valign="bottom" char=".">0.50</td>
<td align="center" valign="bottom">0</td>
<td align="center" valign="bottom">1</td>
</tr>
<tr>
<td align="left" valign="top">Education</td>
<td align="char" valign="top" char=".">1.84</td>
<td align="char" valign="top" char=".">0.74</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">4</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="char" valign="top" char=".">49.48</td>
<td align="char" valign="top" char=".">17.13</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">94</td>
</tr>
<tr>
<td align="left" valign="top">Hukou</td>
<td align="char" valign="top" char=".">0.41</td>
<td align="char" valign="top" char=".">0.49</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Personal annual income (RMB, after tax)</td>
<td align="char" valign="top" char=".">29,290.45</td>
<td align="char" valign="top" char=".">62,300.10</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">2,000,000</td>
</tr>
<tr>
<td align="left" valign="top">Family economic status</td>
<td align="char" valign="top" char=".">2.67</td>
<td align="char" valign="top" char=".">0.69</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Religion</td>
<td align="char" valign="top" char=".">0.11</td>
<td align="char" valign="top" char=".">0.31</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Health</td>
<td align="char" valign="top" char=".">3.66</td>
<td align="char" valign="top" char=".">1.07</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Marital status</td>
<td align="char" valign="top" char=".">0.76</td>
<td align="char" valign="top" char=".">0.43</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Political affiliation</td>
<td align="char" valign="top" char=".">0.17</td>
<td align="char" valign="top" char=".">0.37</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">1</td>
</tr>
<tr>
<td align="left" valign="top">Housing area (m<sup>2</sup>)</td>
<td align="char" valign="top" char=".">114.38</td>
<td align="char" valign="top" char=".">85.73</td>
<td align="center" valign="top">7</td>
<td align="center" valign="top">1,300</td>
</tr>
<tr>
<td align="char" valign="top" char="&#x00B1;" colspan="5">Dependent variable</td>
</tr>
<tr>
<td align="left" valign="top">Subjective wellbeing</td>
<td align="char" valign="top" char=".">3.90</td>
<td align="char" valign="top" char=".">0.81</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="char" valign="top" char="&#x00B1;" colspan="5">Independent variable</td>
</tr>
<tr>
<td align="left" valign="top">Perception of corruption</td>
<td align="char" valign="top" char=".">2.65</td>
<td align="char" valign="top" char=".">0.82</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Local governors</td>
<td align="char" valign="top" char=".">2.80</td>
<td align="char" valign="top" char=".">0.97</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Policemen</td>
<td align="char" valign="top" char=".">2.70</td>
<td align="char" valign="top" char=".">0.92</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Judges</td>
<td align="char" valign="top" char=".">2.56</td>
<td align="char" valign="top" char=".">0.87</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Procurators</td>
<td align="char" valign="top" char=".">2.53</td>
<td align="char" valign="top" char=".">0.87</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="char" valign="top" char="&#x00B1;" colspan="5">Mediator variable</td>
</tr>
<tr>
<td align="left" valign="top">Satisfaction with government</td>
<td align="char" valign="top" char=".">3.44</td>
<td align="char" valign="top" char=".">0.64</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Providing medical care</td>
<td align="char" valign="top" char=".">3.37</td>
<td align="char" valign="top" char=".">0.89</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Providing living security</td>
<td align="char" valign="top" char=".">3.45</td>
<td align="char" valign="top" char=".">0.87</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Providing basic education</td>
<td align="char" valign="top" char=".">3.55</td>
<td align="char" valign="top" char=".">0.84</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Defending national security</td>
<td align="char" valign="top" char=".">3.84</td>
<td align="char" valign="top" char=".">0.75</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Combating crimes</td>
<td align="char" valign="top" char=".">3.61</td>
<td align="char" valign="top" char=".">0.81</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Enforcing law fairly</td>
<td align="char" valign="top" char=".">3.33</td>
<td align="char" valign="top" char=".">0.89</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Handling affairs impartially</td>
<td align="char" valign="top" char=".">3.24</td>
<td align="char" valign="top" char=".">0.92</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Environmental protection</td>
<td align="char" valign="top" char=".">3.30</td>
<td align="char" valign="top" char=".">0.91</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
<tr>
<td align="left" valign="top">Maintain social equity</td>
<td align="char" valign="top" char=".">3.28</td>
<td align="char" valign="top" char=".">0.92</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>N&#x2009;=&#x2009;3,033; Gender: 0&#x2009;=&#x2009;male,1&#x2009;=&#x2009;female; Hukou: 0&#x2009;=&#x2009;urban,1&#x2009;=&#x2009;rural; Education: 1&#x2009;=&#x2009;primary school, 2&#x2009;=&#x2009;junior high school or senior high school, 3&#x2009;=&#x2009;Bachelor&#x2019;s degree, 4&#x2009;=&#x2009;Master&#x2019;s degree or doctorate; Family economic status: 1&#x2009;=&#x2009;far below the regional average, 2&#x2009;=&#x2009;below the regional average, 3&#x2009;=&#x2009;the regional average, 4&#x2009;=&#x2009;above the regional average, 5&#x2009;=&#x2009;well above the regional average; Marital status: 0&#x2009;=&#x2009;unmarried, 1&#x2009;=&#x2009;married; Health: 1&#x2009;=&#x2009;very unhealthy, 2&#x2009;=&#x2009;quite unhealthy, 3&#x2009;=&#x2009;generally health, 4&#x2009;=&#x2009;quite healthy, 5&#x2009;=&#x2009;very healthy; Political status: 0&#x2009;=&#x2009;not a member of the Communist Party of China or Communist Youth League, 1&#x2009;=&#x2009;member of the Communist Party of China or Communist Youth League; and Religion: 0&#x2009;=&#x2009;no religious belief, 1&#x2009;=&#x2009;religious belief</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec8">
<title>Measures</title>
<sec id="sec9">
<title>Subjective Wellbeing</title>
<p>Subjective wellbeing was measured by a single item asking residents &#x201C;All things considered, do you feel happy in your life?.&#x201D; The response categories were (1) &#x201C;not happy at all,&#x201D; (2) &#x201C;not happy to a certain extent,&#x201D; (3) &#x201C;between unhappy and happy,&#x201D; (4) &#x201C;happy to a certain extent,&#x201D; and (5) &#x201C;very happy.&#x201D; Self-report measures of subjective wellbeing show adequate validity, reliability, factor invariance, and sensitivity to change (<xref ref-type="bibr" rid="ref16">Diener, 1994</xref>). Among the respondents 2,404 (79.2%) reported that their life was &#x201C;happy to a certain extent&#x201D; or &#x201C;very happy,&#x201D; 202 (6.7%) reported that their life was &#x201C;not happy at all&#x201D; or &#x201C;not happy to a certain extent,&#x201D; and 427 (14.1%) reported that their life was &#x201C;between unhappy and happy.&#x201D;</p>
</sec>
<sec id="sec10">
<title>Perception of Official Corruption</title>
<p>We measured the perception of official corruption by asking respondents to evaluate the corruption of government officials, including (a) local governors, (b) policemen, (c) judges, and (d) procurators. The respondents indicated the extent to which they perceived these official to be corrupt on a scale from 1 (very incorrupt) to 5 (very corrupt). Higher scores indicate higher perceived official corruption. The composite reliability (CR) is 0.944, and average variance extracted (AVE) is 0.807. <italic>Cronbach&#x2019;s &#x03B1;</italic>&#x2009;=&#x2009;0.917, Kaiser&#x2013;Meyer&#x2013;Olkin (KMO) and Bartlett&#x2019;s tests resulted in scores of 0.801 and <italic>&#x03C7;</italic><sup>2</sup>&#x2009;=&#x2009;10,082.839 (<italic>p</italic>&#x2009;=&#x2009;0.000).</p>
</sec>
<sec id="sec11">
<title>Satisfaction With Government Performance</title>
<p>We assessed the satisfaction with government performance by asking respondents &#x201C;Are you satisfied with the performance of the government?&#x201D; including (a) providing medical care, (b) providing adequate living security for the elderly, (c) providing quality basic education, (d) defending national security, (e) combating crimes, (f) enforcing law fairly, (g) handle affairs impartially, (h) environmental protection, and (i) maintain social equity. Participants indicated their satisfaction with the government performance on a five-point Likert scale (1&#x2009;=&#x2009;very dissatisfied and 5&#x2009;=&#x2009;very satisfied). Higher scores indicate higher satisfaction with the government performance. The composite reliability (CR) is 0.916, and average variance extracted (AVE) is 0.548. <italic>Cronbach&#x2019;s &#x03B1;</italic>&#x2009;=&#x2009;0.897, Kaiser&#x2013;Meyer&#x2013;Olkin (KMO) and Bartlett&#x2019;s tests resulted in scores of 0.926 and <italic>&#x03C7;<sup>2</sup></italic>&#x2009;=&#x2009;12567.087 (<italic>p</italic>&#x2009;=&#x2009;0.000).</p>
</sec>
</sec>
</sec>
<sec id="sec12" sec-type="results">
<title>Results</title>
<p>Prior to hypothesis testing, a one-way ANOVA was run on perception of official corruption, satisfaction with government performance, and subjective wellbeing to assess potential age and education differences. Respondents aged 20&#x2013;39 reported the highest perceived official corruption (2.803&#x2009;&#x00B1;&#x2009;0.835) and the lowest satisfaction with government performance (3.271&#x2009;&#x00B1;&#x2009;0.649), while respondents aged above 60 reported the lowest perceived official corruption (2.522&#x2009;&#x00B1;&#x2009;0.788) and the highest satisfaction with government performance (3.561&#x2009;&#x00B1;&#x2009;0.619). Respondents&#x2019; satisfaction with government performance decreased with increasing education level, while as education level increases, perceived official corruption and subjective wellbeing also increase (<xref rid="tab2" ref-type="table">Tables 2</xref>, <xref rid="tab3" ref-type="table">3</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>The differences of variables between different groups of age.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2"/>
<th align="center" valign="top" colspan="2">Under 19</th>
<th align="center" valign="top" colspan="2">20&#x2013;39</th>
<th align="center" valign="top" colspan="2">40&#x2013;59</th>
<th align="center" valign="top" colspan="2">Above 60</th>
<th colspan="2"/>
</tr>
<tr>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>F</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Perception of official corruption</td>
<td align="char" valign="top" char=".">2.684</td>
<td align="char" valign="top" char=".">0.623</td>
<td align="char" valign="top" char=".">2.803</td>
<td align="char" valign="top" char=".">0.835</td>
<td align="char" valign="top" char=".">2.638</td>
<td align="char" valign="top" char=".">0.813</td>
<td align="char" valign="top" char=".">2.522</td>
<td align="char" valign="top" char=".">0.788</td>
<td align="char" valign="top" char=".">18.071</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Satisfaction with government performance</td>
<td align="char" valign="top" char=".">3.451</td>
<td align="char" valign="top" char=".">0.567</td>
<td align="char" valign="top" char=".">3.271</td>
<td align="char" valign="top" char=".">0.649</td>
<td align="char" valign="top" char=".">3.463</td>
<td align="char" valign="top" char=".">0.636</td>
<td align="char" valign="top" char=".">3.561</td>
<td align="char" valign="top" char=".">0.619</td>
<td align="char" valign="top" char=".">31.806</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Subjective wellbeing</td>
<td align="char" valign="top" char=".">4.074</td>
<td align="char" valign="top" char=".">0.779</td>
<td align="char" valign="top" char=".">3.944</td>
<td align="char" valign="top" char=".">0.786</td>
<td align="char" valign="top" char=".">3.812</td>
<td align="char" valign="top" char=".">0.821</td>
<td align="char" valign="top" char=".">3.958</td>
<td align="char" valign="top" char=".">0.793</td>
<td align="char" valign="top" char=".">8.258</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>The differences of variables between different educational levels.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="2">Primary school</th>
<th align="center" valign="top" colspan="2">High school</th>
<th align="center" valign="top" colspan="2">Bachelor&#x2019;s degree</th>
<th align="center" valign="top" colspan="2">Master&#x2019;s or doctorate</th>
<th colspan="2"/>
</tr>
<tr>
<th/>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>M</italic></th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top"><italic>F</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Perception of official corruption</td>
<td align="char" valign="top" char=".">2.552</td>
<td align="char" valign="top" char=".">0.784</td>
<td align="char" valign="top" char=".">2.696</td>
<td align="char" valign="top" char=".">0.818</td>
<td align="char" valign="top" char=".">2.705</td>
<td align="char" valign="top" char=".">0.851</td>
<td align="char" valign="top" char=".">2.879</td>
<td align="char" valign="top" char=".">0.808</td>
<td align="char" valign="top" char=".">8.452</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Satisfaction with government performance</td>
<td align="char" valign="top" char=".">3.594</td>
<td align="char" valign="top" char=".">0.619</td>
<td align="char" valign="top" char=".">3.402</td>
<td align="char" valign="top" char=".">0.637</td>
<td align="char" valign="top" char=".">3.243</td>
<td align="char" valign="top" char=".">0.627</td>
<td align="char" valign="top" char=".">3.083</td>
<td align="char" valign="top" char=".">0.677</td>
<td align="char" valign="top" char=".">43.067</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Subjective wellbeing</td>
<td align="char" valign="top" char=".">3.816</td>
<td align="char" valign="top" char=".">0.868</td>
<td align="char" valign="top" char=".">3.902</td>
<td align="char" valign="top" char=".">0.784</td>
<td align="char" valign="top" char=".">4.048</td>
<td align="char" valign="top" char=".">0.708</td>
<td align="char" valign="top" char=".">4.229</td>
<td align="char" valign="top" char=".">0.598</td>
<td align="char" valign="top" char=".">11.535</td>
<td align="char" valign="top" char=".">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>We took gender, education, age, hukou, personal annual income, family economic status, religion, health marital status, political affiliation, and housing area as control variables, and conducted the correlation analysis. According to the results, perception of official corruption, satisfaction with government performance, and subjective wellbeing are significantly related to each other. Of the three variables, the mean of subjective wellbeing (3.899&#x2009;&#x00B1;&#x2009;0.805) is the highest, that of perception of official corruption (2.648&#x2009;&#x00B1;&#x2009;0.815) the lowest. This means that the Chinese respondents were generally happy, while a lower score of perceptions of official corruption means they believed most government officials were not corrupt (<xref rid="tab4" ref-type="table">Table 4</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Means, standard deviations, and correlations among variables.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1. Perceptions of official corruption</td>
<td align="char" valign="top" char=".">2.648</td>
<td align="char" valign="top" char=".">0.815</td>
<td align="center" valign="top">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">2. Satisfaction with government performance</td>
<td align="char" valign="top" char=".">3.441</td>
<td align="char" valign="top" char=".">0.642</td>
<td align="char" valign="top" char=".">&#x2212;0.351<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">3. Subjective wellbeing</td>
<td align="char" valign="top" char=".">3.899</td>
<td align="char" valign="top" char=".">0.805</td>
<td align="char" valign="top" char=".">&#x2212;0.105<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.171<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;p&#x2009;&#x2264;&#x2009;0.001, &#x002A;&#x002A;p&#x2009;&#x2264;&#x2009;0.01, and &#x002A;p&#x2009;&#x2264;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>To test the hypothesis, structural equation modeling (SEM) analysis was conducted. The model was shown to have good fit indices (CMIN&#x2009;=&#x2009;732.611, DF&#x2009;=&#x2009;73, CMIN/DF&#x2009;=&#x2009;10.036, RMSEA&#x2009;=&#x2009;0.055, NFI&#x2009;=&#x2009;0.969, CFI&#x2009;=&#x2009;0.972, TLI&#x2009;=&#x2009;0.965, GFI&#x2009;=&#x2009;0.964, IFI&#x2009;=&#x2009;0.972; see <xref rid="fig1" ref-type="fig">Figure 1</xref>). From <xref rid="tab5" ref-type="table">Table 5</xref>, the perception of official corruption is negatively related to subjective wellbeing (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.047, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05), hypothesis 1 is supported. Satisfaction with government performance is positively related to subjective wellbeing (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.173, <italic>p</italic>&#x2009;&#x2264;&#x2009;0.001), hypothesis 2 is supported. Also, we could find the regression weight &#x201C;perception of official corruption&#x2192; subjective wellbeing&#x201D; <italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.383 (<italic>p</italic>&#x2009;&#x2264;&#x2009;0.001), which means the perception of official corruption is negatively related to satisfaction with government performance, hypothesis 3 is supported.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Structural equation modeling results of research model. &#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x2264;&#x2009;0.001, &#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x2264;&#x2009;0.01, and &#x002A;<italic>p</italic>&#x2009;&#x2264;&#x2009;0.05.</p></caption>
<graphic xlink:href="fpsyg-13-748704-g001.tif"/>
</fig>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption><p>Regression weights of the model.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Estimate</th>
<th align="center" valign="top">S.E.</th>
<th align="center" valign="top">C.R.</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Perception of official corruption&#x2192; Subjective wellbeing</td>
<td align="char" valign="top" char=".">&#x2212;0.047</td>
<td align="char" valign="top" char=".">0.022</td>
<td align="char" valign="top" char=".">&#x2212;2.091</td>
<td align="center" valign="top">0.032</td>
</tr>
<tr>
<td align="left" valign="top">Satisfaction with government&#x2192; Subjective wellbeing</td>
<td align="char" valign="top" char=".">0.173</td>
<td align="char" valign="top" char=".">0.024</td>
<td align="char" valign="top" char=".">7.309</td>
<td align="center" valign="top"><sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="top">Perception of official corruption&#x2192; Satisfaction with government</td>
<td align="char" valign="top" char=".">&#x2212;0.383</td>
<td align="char" valign="top" char=".">0.020</td>
<td align="char" valign="top" char=".">&#x2212;18.976</td>
<td align="center" valign="top"><sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;p&#x2009;&#x2264;&#x2009;0.001, &#x002A;&#x002A;p&#x2009;&#x2264;&#x2009;0.01, and &#x002A;p&#x2009;&#x2264;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>Bootstrap tests are powerful and can be generalized to mediation analyses when using structural equation modeling methods (<xref ref-type="bibr" rid="ref19">Efron and Tibshirani, 1993</xref>; <xref ref-type="bibr" rid="ref73">Shrout and Bolger, 2002</xref>). So, we use a bootstrap sample of 2000 to test the mediating effect of satisfaction with government performance in the relationship between the perception of official corruption and subjective wellbeing. The 95% CIs of the indirect effect is [&#x2212;0.088, &#x2212;0.044]. The interval did not overlap with zero. This further indicted satisfaction with government performance mediated the effect of the perception of official corruption on subjective wellbeing, hypothesis 4 was supported.</p>
</sec>
<sec id="sec13">
<title>Discussion and Conclusion</title>
<p>This research presented in this paper investigates the topic with a sample of Chinese respondents. The results demonstrate that perception of official corruption is negatively related to subjective wellbeing, and satisfaction with government performance plays a mediating role in the relationship between perception of official corruption and subjective wellbeing.</p>
<p>These particular findings have some significant theoretical contributions. Firstly, this study extends our knowledge by providing empirical evidence on the relationship between official corruption and subjective wellbeing. Public officials often distort policies for their private interests, which may reduce residents&#x2019; wellbeing. The Corruption Perception Index (CPI) has often been used to measure general perceived corruption of the government in previous studies to discuss the negative relationship between corruption and wellbeing (<xref ref-type="bibr" rid="ref79">Tavits, 2008</xref>; <xref ref-type="bibr" rid="ref74">Singer, 2013</xref>; <xref ref-type="bibr" rid="ref80">Tay et al., 2014</xref>; <xref ref-type="bibr" rid="ref2">Amini and Douarin, 2020</xref>), while the perceived corruption of different specific occupations of official is often omitted. In addition, the existing literature commonly focuses on the economic consequences of official corruption (<xref ref-type="bibr" rid="ref38">Johnson et al., 1997</xref>; <xref ref-type="bibr" rid="ref40">Justesen and Bj&#x00F8;rnskov, 2014</xref>; <xref ref-type="bibr" rid="ref45">Liu and Mikesell, 2014</xref>). This study shows that perception of official corruption can reduce citizens&#x2019; subjective wellbeing. Secondly, this study highlights the importance of satisfaction with government performance in wellbeing studies. Government is an important factor which can influence residents&#x2019; daily life. Previous studies have tested the effect of government quality, government spending, and government size (<xref ref-type="bibr" rid="ref10">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="ref70">Sequeira et al., 2017</xref>; <xref ref-type="bibr" rid="ref56">Ott, 2018</xref>) on residents&#x2019; wellbeing. However, government performance, the outcomes of administrative activities, has been neglected. Our results emphasize that satisfaction with government performance is an important predictor of subjective wellbeing. Thirdly, the results enhance our understanding of the mediating effect of the satisfaction with government performance in the relationship between official corruption and subjective wellbeing. Perception of official corruption can negatively affect subjective wellbeing by reducing residents&#x2019; satisfaction with government performance. While previous studies have found the antecedents and outcomes of satisfaction with the government (<xref ref-type="bibr" rid="ref87">Van de Walle et al., 2005</xref>; <xref ref-type="bibr" rid="ref1">Adang and Borm, 2007</xref>; <xref ref-type="bibr" rid="ref85">Tummers et al., 2016</xref>; <xref ref-type="bibr" rid="ref68">Salim et al., 2017</xref>), our results show the importance of satisfaction with government in the official corruption&#x2013;citizen wellbeing relationship.</p>
<p>Residents&#x2019; high quality of life should be the ultimate government objective (<xref ref-type="bibr" rid="ref27">Glaser et al., 2000</xref>). However, corrupted officials may focus more on their personal interests rather than on serving the people. Transparency International&#x2019;s Corruption Perception Index 2019 ranks China the eightieth most corrupt country out of 180.<xref rid="fn0004" ref-type="fn"><sup>1</sup></xref> There are many unique reasons for the corruption of Chinese officials. Firstly, different cultures can influence individuals&#x2019; attitude toward the government (<xref ref-type="bibr" rid="ref34">Huang, 2018</xref>). Confucius culture had embedded in the daily life of Chinese, high power distance, guanxi (connections) and official-orientated thought are the cultural characteristics of Chinese. Residents accept the unequal distribution of power in institutions, and officials prefer to give or receive bribes to get more power. Secondly, with the rapid development of the Chinese economy, businessmen are becoming rich and the price is rising, however, growth of the income of government officials is still slow, so officials tend to be corrupted to get more money. Thirdly, there are still some drawbacks in the design of the supervisory and control system in China. Official corruption facilitates organized crime and flourishes as a consequence of a lack of transparency and weak regulatory practices.</p>
<p>Though there are state anti-corruption agencies in China (e.g., the Central Commission for Discipline Inspection and the Supreme People&#x2019;s Procuratorate), but the anti-corruption campaign cannot be completed in a short time because of the complexity and differences in corruption. Our findings suggest that satisfaction with government performance can reduce the influence of corruption on happiness. Although corruption can undermine citizens&#x2019; happiness, the government can remedy this negative impact through improving government performance. It is therefore necessary to build and strengthen the service-oriented government to satisfy residents&#x2019; diverse needs in order to increase their happiness. In addition, the government needs to take measures to increase officials&#x2019; income moderately and expand media and citizens&#x2019; channels of supervisor to improve government transparency. Furthermore, the problem can be curbed by developing national legislation to fight corruption, putting the power within the confines of the law, and improving the system of sanctions and prevention.</p>
<p>Despite these findings, our research is not without limitations. Firstly, all the findings obtained from this study come from cross-sectional data, which precludes the possibility of making causal statements. In addition, the cross-sectional data were unable to deal with the endogeneity problem presented in the estimation. Meanwhile, the data comes from Chinese sample, so the external validity has not been verified. Future research should therefore use a longitudinal or experimental design to ascertain the causal relationship and avoid the endogeneity problem. And, future research could use large sample under different culture context to verify the generalizability. Secondly, there are different dimensions of wellbeing, and they are all important elements for people&#x2019;s daily lives. Psychological wellbeing is a stable functional construct associated with adaptive human functioning and positive experiences (<xref ref-type="bibr" rid="ref63">Ryff, 1989</xref>; <xref ref-type="bibr" rid="ref62">Ryan and Deci, 2001</xref>). Social wellbeing reflects individuals&#x2019; positive social health, including social integration, social contribution, social coherence, social actualization, and social acceptance (<xref ref-type="bibr" rid="ref43">Keyes, 1998</xref>; <xref ref-type="bibr" rid="ref94">Yu et al., 2021</xref>). Thus, further research could test different aspects of happiness so as to make the conclusions more accurate and more comprehensive. Thirdly, the Chinese hold different perceptions of government at different levels, and their trust of central government is higher than that of local government (<xref ref-type="bibr" rid="ref72">Shi, 2001</xref>). Thus, further research could explore perceptions of official corruption and satisfaction with government performance at different levels.</p>
<p>The results obtained from our study by using the data from CGSS 2015 confirm that perception of official corruption has a negative relationship with subjective wellbeing, and satisfaction with government performance is positively related to subjective wellbeing. We further find that satisfaction with government performance serves as a mediator in the relationship between perception of official corruption and subjective wellbeing.</p>
</sec>
<sec id="sec14" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="sec282">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by Yunnan University of Finance and Economics. Written informed consent for participation was not required for this study in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec id="sec16">
<title>Author Contributions</title>
<p>YY and JM designed the research and wrote the manuscript. BG conducted data analysis and verification, modifying and finalizing the paper. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec17" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the Chinese National Natural Science Fund (72064042;71904070;71763030), the Philosophy and Social Science Research Project in Yunnan Province (QN202026), and the Science Research Foundation for Introduction of Talents of Yunnan University of Finance and Economics (2021D01).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec19" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adang</surname> <given-names>E. M.</given-names></name> <name><surname>Borm</surname> <given-names>G. F.</given-names></name></person-group> (<year>2007</year>). <article-title>Is there an association between economic performance and public satisfaction in health care?</article-title> <source>Eur. J. Health Econ.</source> <volume>8</volume>, <fpage>279</fpage>&#x2013;<lpage>285</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10198-007-0045-6</pub-id>, PMID: <pub-id pub-id-type="pmid">17356855</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amini</surname> <given-names>C.</given-names></name> <name><surname>Douarin</surname> <given-names>E.</given-names></name></person-group> (<year>2020</year>). <article-title>Corruption and life satisfaction in transition: is corruption a social norm in Eastern Europe?</article-title> <source>Soc. Indic. Res.</source> <volume>151</volume>, <fpage>723</fpage>&#x2013;<lpage>766</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-020-02389-6</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anderson</surname> <given-names>C. J.</given-names></name> <name><surname>Tverdova</surname> <given-names>Y. V.</given-names></name></person-group> (<year>2003</year>). <article-title>Corruption, political allegiances, and attitudes toward government in contemporary democracies</article-title>. <source>Am. J. Polit. Sci.</source> <volume>47</volume>, <fpage>91</fpage>&#x2013;<lpage>109</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1540-5907.00007</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Andrews</surname> <given-names>F. M.</given-names></name> <name><surname>Withey</surname> <given-names>S. B.</given-names></name></person-group> (<year>1976</year>). <source>Social Indicators of well-Being</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>Plenum</publisher-name>.</citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bj&#x00F8;rnskov</surname> <given-names>C.</given-names></name> <name><surname>Dreher</surname> <given-names>A.</given-names></name> <name><surname>Fischer</surname> <given-names>J.</given-names></name></person-group> (<year>2007</year>). <article-title>The bigger the better?: evidence of the effect of government size on life satisfaction around the world</article-title>. <source>Public Choice</source> <volume>130</volume>, <fpage>267</fpage>&#x2013;<lpage>292</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11127-006-9081-5</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bj&#x00F8;rnskov</surname> <given-names>C.</given-names></name> <name><surname>Dreher</surname> <given-names>A.</given-names></name> <name><surname>Fischer</surname> <given-names>J. A.</given-names></name></person-group> (<year>2010</year>). <article-title>Formal institutions and subjective well-being: revisiting the cross-country evidence</article-title>. <source>Eur. J. Polit. Econ.</source> <volume>26</volume>, <fpage>419</fpage>&#x2013;<lpage>430</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ejpoleco.2010.03.001</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bouckaert</surname> <given-names>G.</given-names></name> <name><surname>Steven</surname> <given-names>V. D. W.</given-names></name> <name><surname>Kampen</surname> <given-names>J. K.</given-names></name></person-group> (<year>2005</year>). <article-title>Potential for comparative public opinion research in public administration</article-title>. <source>Int. Rev. Adm. Sci.</source> <volume>71</volume>, <fpage>229</fpage>&#x2013;<lpage>240</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0020852305053882</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bratton</surname> <given-names>M.</given-names></name> <name><surname>Chang</surname> <given-names>E. C. C.</given-names></name></person-group> (<year>2006</year>). <article-title>State building and democratization in sub-Saharan Africa: forward, backward, or together?</article-title> <source>Comp. Pol. Stud.</source> <volume>39</volume>, <fpage>1059</fpage>&#x2013;<lpage>1083</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0010414005280853</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brockmann</surname> <given-names>H.</given-names></name> <name><surname>Delhey</surname> <given-names>J.</given-names></name> <name><surname>Welzel</surname> <given-names>C.</given-names></name> <name><surname>Yuan</surname> <given-names>H.</given-names></name></person-group> (<year>2009</year>). <article-title>The China puzzle: falling happiness in a rising economy</article-title>. <source>J. Happiness Stud.</source> <volume>10</volume>, <fpage>387</fpage>&#x2013;<lpage>405</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10902-008-9095-4</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>G.</given-names></name> <name><surname>He</surname> <given-names>P. F.</given-names></name> <name><surname>Liang</surname> <given-names>R. B.</given-names></name></person-group> (<year>2016</year>). <article-title>Government size, government quality and residents' happiness</article-title>. <source>J. Shanxi Univ. Fin. Econ.</source> <volume>38</volume>, <fpage>11</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.13781/j.cnki.1007-9556.2016.05.002</pub-id></citation></ref>
<ref id="ref900"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll100000">China General Social Survey (CGSS)</collab></person-group> (<year>2015</year>). China General Social Survey (CGSS). Available at: <ext-link xlink:href="http://cgss.ruc.edu.cn/" ext-link-type="uri">http://cgss.ruc.edu.cn/</ext-link></citation></ref>
<ref id="ref200"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chrikov</surname> <given-names>V. I.</given-names></name> <name><surname>Ryan</surname> <given-names>R. M.</given-names></name></person-group> (<year>2001</year>). <article-title>Parent and teacher autonomy-support in Russia and the U.S. adolescents: Common effects on well-being and academic motivation</article-title>. <source>Journal of Cross-Cultural Psychology</source> <volume>32</volume>, <fpage>618</fpage>&#x2013;<lpage>632</lpage>.</citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Circo</surname> <given-names>G.</given-names></name> <name><surname>Melde</surname> <given-names>C.</given-names></name> <name><surname>Mcgarrell</surname> <given-names>E. F.</given-names></name></person-group> (<year>2019</year>). <article-title>Fear, victimization, and community characteristics on citizen satisfaction with the police</article-title>. <source>Policing</source> <volume>42</volume>, <fpage>179</fpage>&#x2013;<lpage>194</lpage>. doi: <pub-id pub-id-type="doi">10.1108/PIJPSM-08-2017-0097</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Coggburn</surname> <given-names>J. D.</given-names></name> <name><surname>Schneider</surname> <given-names>S. K.</given-names></name></person-group> (<year>2010</year>). <article-title>The quality of management and government performance: an empirical analysis of the American states</article-title>. <source>Public Adm. Rev.</source> <volume>63</volume>, <fpage>206</fpage>&#x2013;<lpage>213</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1540-6210.00280</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cummins</surname> <given-names>R. A.</given-names></name></person-group> (<year>2018</year>). <article-title>Subjective well-being as a social indicator</article-title>. <source>Soc. Indic. Res.</source> <volume>135</volume>, <fpage>879</fpage>&#x2013;<lpage>891</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-016-1496-x</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dahlstr&#x00F6;m</surname> <given-names>C.</given-names></name> <name><surname>Nistotskaya</surname> <given-names>M.</given-names></name> <name><surname>Tyberg</surname> <given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Outsourcing, bureaucratic quality and citizen satisfaction with public services</article-title>. <source>Public Adm.</source> <volume>96</volume>, <fpage>218</fpage>&#x2013;<lpage>233</lpage>. doi: <pub-id pub-id-type="doi">10.1111/padm.12387</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Diener</surname> <given-names>E.</given-names></name></person-group> (<year>1984</year>). <article-title>Subjective well-being</article-title>. <source>Psychol. Bull.</source> <volume>95</volume>, <fpage>542</fpage>&#x2013;<lpage>575</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0033-2909.95.3.542</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Diener</surname> <given-names>E.</given-names></name></person-group> (<year>1994</year>). <article-title>Assessing subjective well-being: progress and opportunities</article-title>. <source>Soc. Indic. Res.</source> <volume>31</volume>, <fpage>103</fpage>&#x2013;<lpage>157</lpage>. doi: <pub-id pub-id-type="doi">10.1007/BF01207052</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Diener</surname> <given-names>E.</given-names></name> <name><surname>Suh</surname> <given-names>E. M.</given-names></name> <name><surname>Lucas</surname> <given-names>R. E.</given-names></name> <name><surname>Smith</surname> <given-names>H. L.</given-names></name></person-group> (<year>1999</year>). <article-title>Subjective well-being: three decades of progress</article-title>. <source>Psychol. Bull.</source> <volume>125</volume>, <fpage>276</fpage>&#x2013;<lpage>302</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0033-2909.125.2.276</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dreher</surname> <given-names>A.</given-names></name> <name><surname>&#x00D6;hler</surname> <given-names>H.</given-names></name></person-group> (<year>2011</year>). <article-title>Does government ideology affect personal happiness? A test</article-title>. <source>Econ. Lett.</source> <volume>111</volume>, <fpage>161</fpage>&#x2013;<lpage>165</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.econlet.2011.02.020</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Efron</surname> <given-names>B.</given-names></name> <name><surname>Tibshirani</surname> <given-names>R.</given-names></name></person-group> (<year>1993</year>). <source>An Introduction to the Bootstrap</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>Chapman &#x0026; Hall/CRC</publisher-name>.</citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname> <given-names>M. Y.</given-names></name> <name><surname>Epadile</surname> <given-names>M.</given-names></name> <name><surname>Ali Qalati</surname> <given-names>S.</given-names></name> <name><surname>Qureshi</surname> <given-names>N. A.</given-names></name></person-group> (<year>2022</year>). <article-title>The Effects of eGovernment Efficiency on Subjective Wellbeing</article-title>. <source>Front. Psychol.</source> <volume>13</volume>:<fpage>540</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2022.768540</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Feng</surname> <given-names>Y.</given-names></name> <name><surname>Gao</surname> <given-names>Z.</given-names></name> <name><surname>Zhang</surname> <given-names>H. H.</given-names></name></person-group> (<year>2018</year>). <article-title>What leads to official corruption in China? A politico-economic analysis of economic opportunities and government corruption across China&#x2019;s provinces</article-title>. <source>Post-Communist Econ.</source> <volume>30</volume>, <fpage>273</fpage>&#x2013;<lpage>289</lpage>. doi: <pub-id pub-id-type="doi">10.1080/14631377.2018.1442055</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Flavin</surname> <given-names>P.</given-names></name></person-group> (<year>2019</year>). <article-title>State government public goods spending and citizens' quality of life</article-title>. <source>Soc. Sci. Res.</source> <volume>78</volume>, <fpage>28</fpage>&#x2013;<lpage>40</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ssresearch.2018.11.004</pub-id>, PMID: <pub-id pub-id-type="pmid">30670219</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fu</surname> <given-names>X.</given-names></name></person-group> (<year>2017</year>). <article-title>The contextual effects of political trust on happiness: evidence from China</article-title>. <source>Soc. Indic. Res.</source> <volume>139</volume>, <fpage>491</fpage>&#x2013;<lpage>516</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-017-1721-2</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>J.</given-names></name></person-group> (<year>2010</year>). <article-title>Hitting the target but missing the point: The rise of non-Mission-based targets in performance measurement of Chinese local governments</article-title>. <source>Admin. Soc.</source> <volume>42</volume>, <fpage>56</fpage>&#x2013;<lpage>76</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0095399710361854</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Gillanders</surname> <given-names>R.</given-names></name></person-group> (<year>2011</year>). The mental health cost of corruption: Evidence from Sub-Saharan Africa (No. 11/26). Working Paper Series. Dublin, Ireland: UCD Centre for Economic Research.</citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Glaser</surname> <given-names>M.</given-names></name></person-group> (<year>1991</year>). <article-title>The business psyche: exploring relationships between local quality of life and city image</article-title>. <source>Public Adm. Q.</source> <volume>15</volume>, <fpage>287</fpage>&#x2013;<lpage>303</lpage>.</citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Glaser</surname> <given-names>M. A.</given-names></name> <name><surname>Aristigueta</surname> <given-names>M. P.</given-names></name> <name><surname>Payton</surname> <given-names>S.</given-names></name></person-group> (<year>2000</year>). <article-title>Harnessing the resources of community: the ultimate performance agenda</article-title>. <source>Public Prod. Manag. Rev.</source> <volume>23</volume>, <fpage>428</fpage>&#x2013;<lpage>448</lpage>. doi: <pub-id pub-id-type="doi">10.2307/3380562</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helliwell</surname> <given-names>J. F.</given-names></name></person-group> (<year>2003</year>). <article-title>How&#x2019;s life? Combining individual and national variables to explain subjective well-being</article-title>. <source>Econ. Model.</source> <volume>20</volume>, <fpage>331</fpage>&#x2013;<lpage>360</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0264-9993(02)00057-3</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helliwell</surname> <given-names>J. F.</given-names></name> <name><surname>Huang</surname> <given-names>H.</given-names></name></person-group> (<year>2008</year>). <article-title>How's your government? International evidence linking good government and well-being</article-title>. <source>Soc. Sci. Elect. Pub.</source> <volume>38</volume>, <fpage>595</fpage>&#x2013;<lpage>619</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0007123408000306</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Helliwell</surname> <given-names>J. F.</given-names></name> <name><surname>Huang</surname> <given-names>H.</given-names></name> <name><surname>Grover</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>S.</given-names></name></person-group> (<year>2018</year>). <article-title>Empirical linkages between good governance and national well-being</article-title>. <source>J. Comp. Econ.</source> <volume>46</volume>, <fpage>1332</fpage>&#x2013;<lpage>1346</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jce.2018.01.004</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Helliwell</surname> <given-names>J.</given-names></name> <name><surname>Layard</surname> <given-names>R.</given-names></name> <name><surname>Sachs</surname> <given-names>J.</given-names></name></person-group> (<year>2017</year>). World Happiness Report 2017. New York: Sustainable Development Solutions Network. Available at: <ext-link xlink:href="http://worldhappiness.report/" ext-link-type="uri">http://worldhappiness.report/</ext-link></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ho</surname> <given-names>T. K.</given-names></name> <name><surname>Cho</surname> <given-names>W.</given-names></name></person-group> (<year>2016</year>). <article-title>Government communication effectiveness and satisfaction with police performance: a large-scale survey study</article-title>. <source>Public Adm. Rev.</source> <volume>77</volume>, <fpage>228</fpage>&#x2013;<lpage>239</lpage>. doi: <pub-id pub-id-type="doi">10.1111/puar.12563</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holzer</surname> <given-names>M.</given-names></name> <name><surname>Yang</surname> <given-names>K.</given-names></name></person-group> (<year>2004</year>). <article-title>Performance measurement and improvement: an assessment of the state of the art</article-title>. <source>Int. Rev. Adm. Sci.</source> <volume>70</volume>, <fpage>15</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0020852304041228</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>H.</given-names></name></person-group> (<year>2018</year>). <article-title>Exploring citizens&#x2019; hierarchical government satisfaction: evidence from China and Taiwan</article-title>. <source>Japanese J. Polit. Sci.</source> <volume>19</volume>, <fpage>122</fpage>&#x2013;<lpage>145</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1468109918000026</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname> <given-names>L. X.</given-names></name> <name><surname>Sun</surname> <given-names>X. X.</given-names></name> <name><surname>Wang</surname> <given-names>X. B.</given-names></name></person-group> (<year>2019</year>). <article-title>Anti-corruption and regional entrepreneurship: effect and influencing mechanism</article-title>. <source>Econ. Manag.</source> <volume>41</volume>, <fpage>5</fpage>&#x2013;<lpage>19</lpage>. doi: <pub-id pub-id-type="doi">10.19616/j.cnki.bmj.2019.09.001</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jain</surname> <given-names>A. K.</given-names></name></person-group> (<year>2001</year>). <article-title>Corruption: a review</article-title>. <source>J. Econ. Surveys</source> <volume>15</volume>, <fpage>71</fpage>&#x2013;<lpage>121</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1467-6419.00133</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jerrell</surname> <given-names>D. C.</given-names></name> <name><surname>Saundra</surname> <given-names>K. S.</given-names></name></person-group> (<year>2003</year>). <article-title>The relationship between state government performance and state quality of life</article-title>. <source>Int. J. Public Adm.</source> <volume>26</volume>, <fpage>1337</fpage>&#x2013;<lpage>1354</lpage>. doi: <pub-id pub-id-type="doi">10.1081/PAD-120024400</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Johnson</surname> <given-names>S.</given-names></name> <name><surname>Kaufmann</surname> <given-names>D.</given-names></name> <name><surname>Shleifer</surname> <given-names>A.</given-names></name></person-group> (<year>1997</year>). <article-title>The unofficial economy in transition</article-title>. <source>Brook. Pap. Econ. Act.</source> <volume>1997</volume>, <fpage>159</fpage>&#x2013;<lpage>239</lpage>. doi: <pub-id pub-id-type="doi">10.2307/2534688</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jonck</surname> <given-names>P.</given-names></name> <name><surname>Swanepoel</surname> <given-names>E.</given-names></name></person-group> (<year>2016</year>). <article-title>The influence of corruption: a south african case</article-title>. <source>Policing Int. J. Police Strat. Manag.</source> <volume>39</volume>, <fpage>159</fpage>&#x2013;<lpage>174</lpage>. doi: <pub-id pub-id-type="doi">10.1108/PIJPSM-06-2015-0076</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Justesen</surname> <given-names>M. K.</given-names></name> <name><surname>Bj&#x00F8;rnskov</surname> <given-names>C.</given-names></name></person-group> (<year>2014</year>). <article-title>Exploiting the poor: bureaucratic corruption and poverty in Africa</article-title>. <source>World Dev.</source> <volume>58</volume>, <fpage>106</fpage>&#x2013;<lpage>115</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.worlddev.2014.01.002</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kaufmann</surname> <given-names>D.</given-names></name> <name><surname>Kraay</surname> <given-names>A.</given-names></name> <name><surname>Mastruzzi</surname> <given-names>M.</given-names></name></person-group> (<year>2008</year>). &#x201C;Governance Matters VII: Aggregate and Individual Governance Indicators 1996&#x2013;2007&#x201D;, World Bank Institute Policy Research Working Paper No. 4654.</citation></ref>
<ref id="ref42"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Kaufmann</surname> <given-names>D.</given-names></name> <name><surname>Kraay</surname> <given-names>A.</given-names></name> <name><surname>Zoido</surname> <given-names>P.</given-names></name></person-group> (<year>1999</year>). &#x201C;Governance Matters&#x201D;, World Bank Policy Research Working Paper No. 2196.</citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keyes</surname> <given-names>C. L. M.</given-names></name></person-group> (<year>1998</year>). <article-title>Social well-being</article-title>. <source>Soc. Psychol. Q.</source> <volume>61</volume>, <fpage>121</fpage>&#x2013;<lpage>140</lpage>. doi: <pub-id pub-id-type="doi">10.2307/2787065</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>S.</given-names></name> <name><surname>Kim</surname> <given-names>D.</given-names></name></person-group> (<year>2012</year>). <article-title>Does government make people happy?: exploring new research directions for government&#x2019;s roles in happiness</article-title>. <source>J. Happiness Stud.</source> <volume>13</volume>, <fpage>875</fpage>&#x2013;<lpage>899</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10902-011-9296-0</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>C.</given-names></name> <name><surname>Mikesell</surname> <given-names>J. L.</given-names></name></person-group> (<year>2014</year>). <article-title>The impact of public officials&#x2019; corruption on the size and allocation of u.s. state spending</article-title>. <source>Public Adm. Rev.</source> <volume>74</volume>, <fpage>346</fpage>&#x2013;<lpage>359</lpage>. doi: <pub-id pub-id-type="doi">10.1111/puar.12212</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lucas</surname> <given-names>T.</given-names></name> <name><surname>Zhdanova</surname> <given-names>L.</given-names></name> <name><surname>Alexander</surname> <given-names>S.</given-names></name></person-group> (<year>2011</year>). <article-title>Procedural and distributive justice beliefs for self and others: evaluation of a four-factor individual differences measure</article-title>. <source>J. Individ. Differ.</source> <volume>32</volume>, <fpage>14</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1027/1614-0001/a000032</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="book"><person-group person-group-type="author"><name> <surname>Lynn</surname> <given-names>L. E.</given-names> <suffix>Jr.</suffix></name> <name><surname>Heinrich</surname> <given-names>C. J.</given-names></name> <name><surname>Hill</surname> <given-names>C. J.</given-names></name></person-group> (<year>2000</year>). in <source>Studying Governance and Public Management: Why? How? In Governance and Performance: New Perspectives</source>. eds. <person-group person-group-type="editor"><name><surname>Heinrich</surname> <given-names>C. J.</given-names></name> <name><surname>Lynn</surname> <given-names>L. E.</given-names></name></person-group> (<publisher-loc>Washington, DC</publisher-loc>: <publisher-name>Georgetown University Press</publisher-name>), <fpage>1</fpage>&#x2013;<lpage>33</lpage>.</citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mac Carthaigh</surname> <given-names>M.</given-names></name> <name><surname>Painter</surname> <given-names>M.</given-names></name> <name><surname>Yee</surname> <given-names>W.-H.</given-names></name></person-group> (<year>2016</year>). <article-title>Managing for legitimacy: agency governance in its &#x201C;deep&#x201D;constitutional context</article-title>. <source>Public Adm. Rev.</source> <volume>76</volume>, <fpage>496</fpage>&#x2013;<lpage>506</lpage>. doi: <pub-id pub-id-type="doi">10.1111/puar.12494</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Magalh&#x00E3;es</surname> <given-names>P. C.</given-names></name></person-group> (<year>2016</year>). <article-title>Economic evaluations, procedural fairness, and satisfaction with democracy</article-title>. <source>Polit. Res. Q.</source> <volume>69</volume>, <fpage>522</fpage>&#x2013;<lpage>534</lpage>. doi: <pub-id pub-id-type="doi">10.1177/1065912916652238</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mullin</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Learning from local government research partnerships in a fragmented political setting</article-title>. <source>Public Adm. Rev.</source> <volume>81</volume>, <fpage>978</fpage>&#x2013;<lpage>982</lpage>. doi: <pub-id pub-id-type="doi">10.1111/puar.13395</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ng</surname> <given-names>C.</given-names></name> <name><surname>Chiu</surname> <given-names>M. M.</given-names></name> <name><surname>Zhou</surname> <given-names>Q.</given-names></name> <name><surname>Heyman</surname> <given-names>G.</given-names></name></person-group> (<year>2020</year>). <article-title>The impact of differential parenting: study protocol on a longitudinal study investigating child and parent factors on Children's psychosocial health in Hong Kong</article-title>. <source>Front. Psychol.</source> <volume>11</volume>:<fpage>1656</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2020.01656</pub-id>, PMID: <pub-id pub-id-type="pmid">32849012</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ni</surname> <given-names>X.</given-names></name></person-group> (<year>2009</year>). <article-title>Research on public officials' corruption from the perspective of rational economic man</article-title>. <source>J. Guangzhou Univ.</source> <volume>8</volume>, <fpage>3</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.3969/j.issn.1671-394X.2009.06.001</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="book"><person-group person-group-type="author"><collab id="coll1">OECD</collab></person-group> (<year>2013</year>). <source>OECD Guidelines on Measuring Subjective Well-being.</source> <publisher-loc>OECD Publishing, Paris</publisher-loc>.</citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ott</surname> <given-names>J.</given-names></name></person-group> (<year>2010</year>). <article-title>Good governance and happiness in nations: technical quality precedes democracy and quality beats size</article-title>. <source>J. Happiness Stud.</source> <volume>11</volume>, <fpage>353</fpage>&#x2013;<lpage>368</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10902-009-9144-7</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ott</surname> <given-names>J. C.</given-names></name></person-group> (<year>2015</year>). <article-title>Impact of size and quality of governments on happiness: financial insecurity as a key-problem in market-democracies</article-title>. <source>J. Happiness Stud.</source> <volume>16</volume>, <fpage>1639</fpage>&#x2013;<lpage>1647</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10902-014-9576-6</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ott</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Measuring economic freedom: better without size of government</article-title>. <source>Soc. Indic. Res.</source> <volume>135</volume>, <fpage>479</fpage>&#x2013;<lpage>498</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-016-1508-x</pub-id>, PMID: <pub-id pub-id-type="pmid">29398770</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pacek</surname> <given-names>A.</given-names></name> <name><surname>Radcliff</surname> <given-names>B.</given-names></name></person-group> (<year>2008</year>). <article-title>Assessing the welfare state: the politics of happiness</article-title>. <source>Perspect. Polit.</source> <volume>6</volume>, <fpage>267</fpage>&#x2013;<lpage>277</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1537592708080602</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>H.</given-names></name> <name><surname>Blenkinsopp</surname> <given-names>J.</given-names></name></person-group> (<year>2011</year>). <article-title>The roles of transparency and trust in the relationship between corruption and citizen satisfaction</article-title>. <source>Int. Rev. Adm. Sci.</source> <volume>77</volume>, <fpage>254</fpage>&#x2013;<lpage>274</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0020852311399230</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>N.</given-names></name> <name><surname>Cho</surname> <given-names>M.</given-names></name> <name><surname>Lee</surname> <given-names>J. W.</given-names></name></person-group> (<year>2021</year>). <article-title>Building a culture of innovation: how do agency leadership and management systems promote innovative activities within the government?</article-title> <source>Aust. J. Public Adm.</source> <volume>80</volume>, <fpage>453</fpage>&#x2013;<lpage>473</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1467-8500.12474</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pellegata</surname> <given-names>A.</given-names></name> <name><surname>Memoli</surname> <given-names>V.</given-names></name></person-group> (<year>2018</year>). <article-title>Corruption and satisfaction with democracy: the conditional role of electoral disproportionality and ballot control</article-title>. <source>Eur. Polit. Sci. Rev.</source> <volume>10</volume>, <fpage>393</fpage>&#x2013;<lpage>416</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1755773917000200</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rafaty</surname> <given-names>R.</given-names></name></person-group> (<year>2018</year>). <article-title>Perceptions of corruption, political distrust, and the weakening of climate policy</article-title>. <source>Global Environ. Poli.</source> <volume>18</volume>, <fpage>106</fpage>&#x2013;<lpage>129</lpage>. doi: <pub-id pub-id-type="doi">10.1162/glep_a_00471</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ryan</surname> <given-names>R.</given-names></name> <name><surname>Deci</surname> <given-names>E. L.</given-names></name></person-group> (<year>2001</year>). <article-title>On happiness and human potentials: a review of research on hedonic and eudaimonic well-being</article-title>. <source>Annu. Rev. Psychol.</source> <volume>52</volume>, <fpage>141</fpage>&#x2013;<lpage>166</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev.psych.52.1.141</pub-id>, PMID: <pub-id pub-id-type="pmid">11148302</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ryff</surname> <given-names>C. D.</given-names></name></person-group> (<year>1989</year>). <article-title>Happiness is everything, or is it? Explorations on the meaning of psychological well-being</article-title>. <source>J. Pers. Soc. Psychol.</source> <volume>57</volume>, <fpage>1069</fpage>&#x2013;<lpage>1081</lpage>. doi: <pub-id pub-id-type="doi">10.1037/0022-3514.57.6.1069</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ryzin</surname> <given-names>G. G. V.</given-names></name></person-group> (<year>2004</year>). <article-title>The measurement of overall citizen satisfaction</article-title>. <source>Public Perform. Manag. Rev.</source> <volume>27</volume>, <fpage>9</fpage>&#x2013;<lpage>28</lpage>. doi: <pub-id pub-id-type="doi">10.1080/15309576.2004.11051805</pub-id></citation></ref>
<ref id="ref65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ryzin</surname> <given-names>G. G. V.</given-names></name></person-group> (<year>2015</year>). <article-title>Service quality, administrative process, and citizens' evaluation of local government in the us</article-title>. <source>Public Manag. Rev.</source> <volume>17</volume>, <fpage>425</fpage>&#x2013;<lpage>442</lpage>. doi: <pub-id pub-id-type="doi">10.1080/14719037.2013.841456</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saich</surname> <given-names>T.</given-names></name></person-group> (<year>2006</year>). <article-title>Satisfaction with government performance public opinion in rural and urban China</article-title>. <source>China Public Adm. Rev.</source> <volume>2</volume>, <fpage>1</fpage>&#x2013;<lpage>19</lpage>.</citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Saich</surname> <given-names>T.</given-names></name></person-group> (<year>2016</year>). <article-title>How china&#x2019;s citizens view the quality of governance under xi Jinping</article-title>. <source>J. Chinese Gov.</source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>20</lpage>. doi: <pub-id pub-id-type="doi">10.1080/23812346.2016.1138690</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salim</surname> <given-names>M.</given-names></name> <name><surname>Peng</surname> <given-names>X.</given-names></name> <name><surname>Almaktary</surname> <given-names>S.</given-names></name> <name><surname>Karmoshi</surname> <given-names>S.</given-names></name></person-group> (<year>2017</year>). <article-title>The impact of citizen satisfaction with government performance on public trust in the government: empirical evidence from urban Yemen</article-title>. <source>Open J. Bus. Manag.</source> <volume>5</volume>, <fpage>348</fpage>&#x2013;<lpage>365</lpage>. doi: <pub-id pub-id-type="doi">10.4236/ojbm.2017.52030</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sandholtz</surname> <given-names>W.</given-names></name> <name><surname>Koetzele</surname> <given-names>W.</given-names></name></person-group> (<year>2000</year>). <article-title>Accounting for corruption: economic structure, democracy, and trade</article-title>. <source>Int. Stud. Q.</source> <volume>44</volume>, <fpage>31</fpage>&#x2013;<lpage>50</lpage>. doi: <pub-id pub-id-type="doi">10.1111/0020-8833.00147</pub-id></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sequeira</surname> <given-names>T. N.</given-names></name> <name><surname>Minas</surname> <given-names>T. S.</given-names></name> <name><surname>Lopes</surname> <given-names>A. F.</given-names></name> <name><surname>Santos</surname> <given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>Do large governments decrease happiness? New evidence of a negative effect in Europe</article-title>. <source>Int. J. Happ. Dev.</source> <volume>3</volume>, <fpage>193</fpage>&#x2013;<lpage>240</lpage>. doi: <pub-id pub-id-type="doi">10.1504/IJHD.2017.084070</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname> <given-names>C.</given-names></name> <name><surname>Mitra</surname> <given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>Corruption and economic growth: some new empirical evidence from a global sample</article-title>. <source>J. Int. Dev.</source> <volume>31</volume>, <fpage>691</fpage>&#x2013;<lpage>719</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jid.3433</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shi</surname> <given-names>T.</given-names></name></person-group> (<year>2001</year>). <article-title>Cultural values and political trust: a comparison of the people's Republic of China and Taiwan</article-title>. <source>Comp. Polit.</source> <volume>33</volume>, <fpage>401</fpage>&#x2013;<lpage>419</lpage>. doi: <pub-id pub-id-type="doi">10.2307/422441</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shrout</surname> <given-names>P. E.</given-names></name> <name><surname>Bolger</surname> <given-names>N.</given-names></name></person-group> (<year>2002</year>). <article-title>Mediation in experimental and non-experimental studies: new procedures and recommendations</article-title>. <source>Psychol. Methods</source> <volume>7</volume>, <fpage>422</fpage>&#x2013;<lpage>445</lpage>. doi: <pub-id pub-id-type="doi">10.1037/1082-989X.7.4.422</pub-id>, PMID: <pub-id pub-id-type="pmid">12530702</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Singer</surname> <given-names>M. M.</given-names></name></person-group> (<year>2013</year>). <source>Bribery Diminishes Life Satisfaction in the Americas</source>. <publisher-name>Americas Barometer Insights</publisher-name>. <publisher-loc>Nashville, TN</publisher-loc>.</citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sirgy</surname> <given-names>M. J.</given-names></name> <name><surname>Gao</surname> <given-names>T.</given-names></name> <name><surname>Young</surname> <given-names>R. F.</given-names></name></person-group> (<year>2008</year>). <article-title>How does residents' satisfaction with community services influence quality of life (QOL) outcomes?</article-title> <source>Appl. Res. Qual. Life</source> <volume>3</volume>, <fpage>81</fpage>&#x2013;<lpage>105</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11482-008-9048-4</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sirgy</surname> <given-names>M. J.</given-names></name> <name><surname>Widgery</surname> <given-names>R. N.</given-names></name> <name><surname>Lee</surname> <given-names>D. J.</given-names></name> <name><surname>Grace</surname> <given-names>B. Y.</given-names></name></person-group> (<year>2010</year>). <article-title>Developing a measure of community well-being based on perceptions of impact in various life domains</article-title>. <source>Soc. Indic. Res.</source> <volume>96</volume>, <fpage>295</fpage>&#x2013;<lpage>311</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-009-9479-9</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sulemana</surname> <given-names>I.</given-names></name></person-group> (<year>2014</year>). <article-title>The effect of fear of crime and crime victimization on subjective well-being in Africa</article-title>. <source>Soc. Indic. Res.</source> <volume>121</volume>, <fpage>1</fpage>&#x2013;<lpage>24</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11205-014-0660-4</pub-id></citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tang</surname> <given-names>L. P.</given-names></name> <name><surname>Baldwin</surname> <given-names>L. J.</given-names></name></person-group> (<year>1996</year>). <article-title>Distributive and procedural justice as related to satisfaction and commitment</article-title>. <source>SAM Adv. Manag. J.</source> <volume>61</volume>, <fpage>25</fpage>&#x2013;<lpage>31</lpage>.</citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tavits</surname> <given-names>M.</given-names></name></person-group> (<year>2008</year>). <article-title>Representation, corruption, and subjective well-being</article-title>. <source>Comp. Pol. Stud.</source> <volume>41</volume>, <fpage>1607</fpage>&#x2013;<lpage>1630</lpage>. doi: <pub-id pub-id-type="doi">10.1177/0010414007308537</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tay</surname> <given-names>L.</given-names></name> <name><surname>Herian</surname> <given-names>M.</given-names></name> <name><surname>Diener</surname> <given-names>E.</given-names></name></person-group> (<year>2014</year>). <article-title>Detrimental effects of corruption and subjective well-being: Whether, how, and when</article-title>. <source>Soc. Psychol. Personal. Sci.</source> <volume>5</volume>, <fpage>751</fpage>&#x2013;<lpage>759</lpage>. doi: <pub-id pub-id-type="doi">10.1177/1948550614528544</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Teorell</surname> <given-names>J.</given-names></name></person-group> (<year>2009</year>). The impact of quality of government as impartiality: theory and evidence. QoG Working Paper Series, 25.</citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thomas</surname> <given-names>C. W.</given-names></name></person-group> (<year>2005</year>). <article-title>Government performance: why management matters</article-title>. <source>Policy. Sci.</source> <volume>38</volume>, <fpage>293</fpage>&#x2013;<lpage>298</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11077-005-9002-3</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tran</surname> <given-names>C.-T. T. D.</given-names></name> <name><surname>Dollery</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>Administrative intensity and local resident satisfaction in Victorian local government</article-title>. <source>Public Adm.</source>, <fpage>1</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.1111/padm.12784</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tu</surname> <given-names>Y. B.</given-names></name> <name><surname>Wang</surname> <given-names>M. C.</given-names></name> <name><surname>Lu</surname> <given-names>B. S.</given-names></name></person-group> (<year>2018</year>). <article-title>Regulation intensity, corruption and innovation inhibition: an analysis based on Bayesian game equilibrium</article-title>. <source>Contemp. Econ. Sci.</source> <volume>1</volume>, <fpage>26</fpage>&#x2013;<lpage>34</lpage>.</citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tummers</surname> <given-names>L.</given-names></name> <name><surname>Weske</surname> <given-names>U.</given-names></name> <name><surname>Bouwman</surname> <given-names>R.</given-names></name> <name><surname>Grimmelikhuijsen</surname> <given-names>S.</given-names></name></person-group> (<year>2016</year>). <article-title>The impact of red tape on citizen satisfaction: An experimental study</article-title>. <source>Int. Public Manag. J.</source> <volume>19</volume>, <fpage>320</fpage>&#x2013;<lpage>341</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10967494.2015.1027800</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="book"><person-group person-group-type="author"><collab id="coll2">United Nations</collab></person-group> (<year>2006</year>) <source>What is Good Governance?</source> <publisher-loc>New York</publisher-loc>: <publisher-name>UNDP</publisher-name></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van de Walle</surname> <given-names>S.</given-names></name> <name><surname>Kampen</surname> <given-names>J. K.</given-names></name> <name><surname>Bouckaert</surname> <given-names>G.</given-names></name></person-group> (<year>2005</year>). <article-title>Deep impact for high-impact agencies?: Assessing the role of bureaucratic encounters in evaluations of government</article-title>. <source>Public Perform. Manag. Rev.</source> <volume>28</volume>, <fpage>532</fpage>&#x2013;<lpage>549</lpage>. doi: <pub-id pub-id-type="doi">10.1080/15309576.2005.11051846</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Waldo</surname> <given-names>D.</given-names></name></person-group> (<year>1955</year>). <source>The Study of public Administration</source>. <publisher-loc>Moscow, Russia</publisher-loc>: <publisher-name>Ripol Classic</publisher-name>.</citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Z.</given-names></name></person-group> (<year>2010</year>). <article-title>Citizens' satisfaction with government performance in six Asian-pacific giants</article-title>. <source>Japanese Journal of Political Science</source> <volume>11</volume>, <fpage>51</fpage>&#x2013;<lpage>75</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S1468109909990132</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Welsch</surname> <given-names>H.</given-names></name></person-group> (<year>2008</year>). <article-title>The welfare costs of corruption</article-title>. <source>Appl. Econ.</source> <volume>40</volume>, <fpage>1839</fpage>&#x2013;<lpage>1849</lpage>. doi: <pub-id pub-id-type="doi">10.1080/00036840600905225</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Whiteley</surname> <given-names>P.</given-names></name> <name><surname>Clarke</surname> <given-names>H. D.</given-names></name> <name><surname>Sanders</surname> <given-names>D.</given-names></name> <name><surname>Stewart</surname> <given-names>M. C.</given-names></name></person-group> (<year>2010</year>). <article-title>Government performance and life satisfaction in contemporary Britain</article-title>. <source>J. Polit.</source> <volume>72</volume>, <fpage>733</fpage>&#x2013;<lpage>746</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0022381610000137</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>Y.</given-names></name> <name><surname>Zhu</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>When are people unhappy? Corruption experience, environment, and life satisfaction in mainland China</article-title>. <source>J. Happiness Stud.</source> <volume>17</volume>, <fpage>1125</fpage>&#x2013;<lpage>1147</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10902-015-9635-7</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>Y.</given-names></name></person-group> (<year>2018</year>). <article-title>Is transparency a double-edged sword in citizen satisfaction with public service? Evidence from China&#x2019;s public healthcare</article-title>. <source>J. Serv. Theory Pract.</source> <volume>28</volume>, <fpage>484</fpage>&#x2013;<lpage>506</lpage>. doi: <pub-id pub-id-type="doi">10.1108/JSTP-06-2017-0102</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yu</surname> <given-names>Y. H.</given-names></name> <name><surname>Zhao</surname> <given-names>Y. Y.</given-names></name> <name><surname>Li</surname> <given-names>D. Y.</given-names></name> <name><surname>Zhang</surname> <given-names>J. Q.</given-names></name> <name><surname>Li</surname> <given-names>J. W.</given-names></name></person-group> (<year>2021</year>). <article-title>The relationship Between big five personality and social well-being of Chinese residents: The mediating effect of social support</article-title>. <source>Front. Psychol.</source> <volume>11</volume>:<fpage>3659</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyg.2020.613659</pub-id>, PMID: <pub-id pub-id-type="pmid">33762985</pub-id></citation></ref>
<ref id="ref95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zang</surname> <given-names>L. Z.</given-names></name> <name><surname>Wang</surname> <given-names>P. Q.</given-names></name></person-group> (<year>2018</year>). <article-title>Balancing local concerns and global views: western administrative theory in china's reform practices: Chinese administrative reform</article-title>. <source>Asian Politics Policy</source> <volume>10</volume>, <fpage>56</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1111/aspp.12369</pub-id></citation></ref>
<ref id="ref96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Song</surname> <given-names>Y.</given-names></name> <name><surname>Tan</surname> <given-names>S.</given-names></name> <name><surname>Xia</surname> <given-names>S.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>Jiang</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Anti-corruption efforts, public perception of corruption, and government credibility in the field of real estate: an empirical analysis based on twelve provinces in China</article-title>. <source>Cities</source> <volume>90</volume>, <fpage>64</fpage>&#x2013;<lpage>73</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cities.2019.01.042</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn id="fn0004"><p><sup>1</sup><ext-link xlink:href="http://www.transparency.org" ext-link-type="uri">www.transparency.org</ext-link></p></fn>
</fn-group>
</back>
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