Journal of Chinese Political Science https://doi.org/10.1007/s11366-025-09916-7 RESEARCH ARTICLE Local Governments and the Diffusion of Video Surveillance in China: Evidence from the Public Procurement Contracts Pinghan Liang1,2 · Xijie Li2 · Yuchen Guo2 Accepted: 10 April 2025 © Journal of Chinese Political Science/Association of Chinese Political Studies 2025 Abstract China’s surveillance system has proliferated over the past two decades, but much remains unknown about it. Many researchers have studied central government surveillance, few have examined the role of local governments from a decentralized perspective. To address this gap, we use local government video surveillance procurement contracts data between 2014 and 2020 from the Chinese government procurement website, and analyze trends in the video surveillance investments of local government. We further consider the possible motivations for expanding video surveillance in localities, and find that directives from superior-level governments, rather than public pressure or public safety incidents, are the primary drivers of variation in procurement of video surveillance technology. We further consider the moderating effect of local leaders’ personal characteristics and find that the age and tenure of the municipal Party secretary all affect the above results. These results differ from previous research, which has focused on the central government’s planning for video surveillance and less on local implementation. Keywords Video surveillance · Local governments · Public procurement Introduction We are constantly under surveillance. Authorities across time and countries have used different types of surveillance tools to strengthen their ability to control social orders. During the Cold War, East Germany created the Stasi, one of the largest surveillance systems in the world, to uphold the rule of the Socialist Unity Party [33]. Modern states also rely heavily on surveillance as an inherited institutional * Yuchen Guo guoych53@mail2.sysu.edu.cn 1 Center for Chinese Public Administration Research, Sun Yat-Sen University, Guangzhou, China 2 School of Government, Sun Yat-Sen University, 132 Out Circle East Road, Campus City, Guangzhou East, Guangzhou, China Vol.:(0123456789) P. Liang et al. convention to govern [36]. New surveillance techniques, such as CCTV and CDC,1 have emerged alongside technological advancements [40, 59, 60]. Today, digital technologies enable states to construct a larger surveillance system with abundant functions. These new surveillance systems are now widely applied in areas such as national defense, public security, transportation, and public health [39, 42, 48]. Surveillance has long been viewed as a holistic state action, meaning that the strategies of the central government, such as ASA, PRISM, Echelon2, are the core concerns of traditional scholarship. This is reasonable because, in the past, surveillance was largely done by the central government and a limited number of agencies. National-level strategies can offer insight into a country’s broader surveillance landscape. However, with the development and diffusion of surveillance technology, actors such as businesspeople, local governments, and even households have increasingly participated in this process with potentially different motivations [19, 53, 54]. These realities are beyond the scope of previous studies, but our understanding remains limited due to data constraints. A decentralized perspective is essential for constructing a more comprehensive understanding of contemporary surveillance. The installation of video surveillance system by Chinese local governments offers a valuable starting point for analysis. China has implemented a wide range of digital surveillance systems. Nearly all government departments and all levels of government are involved in the installation of video surveillance system. The extensive involvement of local governments enables us to make a wide range of empirical observations. On the one hand, local governments play a central role in video surveillance activities within the network of actors. China’s video surveillance policy mandates the involvement of local governments, from the initial pilot of the 3111 project to the subsequent promotion of the Sharp Eyes project(雪亮工程). According to the Chinese government procurement website, local governments in China signed 122,835 procurement contracts on video surveillance between 2014 and 2020, averaging 75 contracts per year per prefecture city.3 On the other hand, the diversity of public settings in China requires different actions by governments and agencies. First, significant differences exist across cities, such as population size, 1 Closed-Circuit Television (CCTV) refers to a system where video signals are transmitted to a specific set of monitors, typically for surveillance and security purposes. Change Data Capture (CDC) is a technology used to identify and capture changes made to data in a database, enabling real-time data integration and synchronization across systems. 2 The Authoritarian Surveillant Assemblage (ASA) is the outcome of Turkey’s diverse surveillance systems, including a protest and dissent surveillance system, an internet surveillance system, a synoptic media surveillance system and an informant–collaborator surveillance system [51]. The Planning Tool for Resource Integration, Synchronization, and Management (PRISM) is a surveillance program developed by the National Security Agency (NSA) in the United States. It has confirmed the large-scale mass surveillance of the telecommunication and electronic messages of governments, companies, and citizens, including the United States’ closest allies in Europe and Latin America [3]. The Echelon is a surveillance network which is operated by the Five Eyes alliance comprising the United States, United Kingdom, Canada, Australia, and New Zealand. Echelon intercepts and analyzes a wide array of communications, including phone calls, emails, and internet data, eliciting debates over civil liberties and international privacy issues [69] 3 This data will be introduced in details in the following section. Local Governments and the Diffusion of Video Surveillance… local culture,4 etc. [17, 20, 44]. Second, China’s hierarchical government structure implies discretionary action, local governments need to follow the authority of higher-level authorities, but they also retain some autonomy in local affairs [9]. Local governments’ strategic behaviors vary substantially depending on the specific task and pressure they face [58]. Therefore, this paper aims to explain the distribution and pattern of video surveillance system installations from the perspective of Chinese local governments. The main challenge would be how to collect the proper data to capture the diffusion of video surveillance systems. Previous studies have primarily relied on interviews, government documents, official speeches, and industry research reports to gather data on video surveillance equipment [45]. Some studies use dummy variables to indicate whether video surveillance equipment is present at a given location [63]. More recently, a few studies have begun to use procurement contracts to analyze the Chinese government’s surveillance system.5 Compared to policy documents or pilots programs, procurement data more accurately reflects governmental actions rather than stated intentions. This paper draws on detailed procurement data—including procuring agencies, contract values, and other relevant features—to provide a more comprehensive picture of video surveillance procurement in China. We study the Chinese government’s video surveillance procurement by addressing three related questions. First, how much video surveillance equipment has been installed by local governments? Second, what are the key characteristics of local governments’ video surveillance implementation in China? Finally, what factors influence local government’s decisions to implement surveillance systems? We analyze the time trend, value trend, regional characteristics, and departmental differences in video surveillance implementation. We also discuss local governments’ motivations for installing video surveillance equipment. We propose three hypotheses: that the pressure to comply with higher-level directives, the pressure to respond to public demand, and maintain social order may lead to greater implementation of video surveillance systems. Results show that the total value and average contract value of video surveillance procurement increased steadily between 2014 and 2020, while the number of contracts initially rose before declining. The monthly procurement pattern also shows the year-end spike in spending, consistent with the pattern of general public spending and suggesting that the procurement is unlikely a well-planned multiyear project. The developed coastal regions are the pioneers in installing video surveillance system, and gradually the western provinces, finally Xinjiang, Tibet, and other minority ethnic group regions (Inner Mongolia, Guangxi, and Ningxia). Even 4 In the existing literature, local culture is a broad concept that includes elements such as clan culture and dialect differences. Local culture can influence governance strategies. For example, in the process of nuclear power plant construction in China, Shanwei in Guangdong Province is considered a clan-based society, while Huludao in Liaoning Province is regarded as a unity-oriented society. During the construction of nuclear power plants, propaganda policies oriented toward collective interests were predominantly adopted in Huludao. In contrast, in Shanwei a risk-averse propaganda strategy was used [17]. 5 Jessica Batke ‘State of Surveillance’ (Chinafile, 30 October 2020) < https://www.chinafile.com/state- surveillance-china > accessed 25 May 2024. P. Liang et al. when there were news reports of security incidents, the procurement of surveillance equipment in the aforementioned regions did not increase.6 Surprisingly, the largest buyers of video surveillance equipment in recent years are not the public security department, but the education departments and environment departments. We find that the pressure to comply with higher-level directives is the primary driver of video surveillance implementation, while public pressure and social order concerns matter only in a few contexts. Older local leaders are more likely to respond to public demands due to considerations of career stability and political reputation, while newly appointed leaders are more influenced by the need to maintain social control. This study contributes to the understanding of video surveillance in China in several key ways. First, while previous studies have explored the procurement of surveillance equipment by the police [5, 6], we present some stylized facts about the spatial diffusion of video surveillance equipment in China, drawing on rich information of the public procurement contracts, including value, geocoded location, and departments. The spatial feature suggests the importance of economic development, rather than the need to repress ethnic groups [4, 63], in the diffusion of public video surveillance equipment. Second, by disentangling the Chinese government by administrative layers and functional roles, this study explores the construction of video surveillance system from the perspective of local governments and highlights the limited local initiative in procurement activities. The use of procurement data also suggests the limitations of traditional approaches that rely solely on policy documents to study video surveillance installation. Unlike previous studies [43], we find no evidence that large-scale video surveillance implementation by local governments is driven primarily by security concerns. Instead, multiple factors—such as political cycles, promotion motives, and other and non-security functions—appear to influence implementation. Our study provides a more diverse perspective for understanding surveillance in China. The rest of this paper is organized as follows: Section "Literature Review" reviews Chinese government video surveillance policies, and lays out the theoretical analysis of local government video surveillance procurement, and presents the main hypothesis; Section "Methods and Data" introduces the data and methods; Section "Results and Discussion" presents the regression results and discussion; and Section "Conclusion" concludes. Literature Review Institutional Background7 In this section, we review the changes in the role and function of Chinese local governments in the implementation of video surveillance systems. Over the past two decades, the Chinese government has introduced a series of policies and projects to 6 This is also consistent with the literature that the massive use of surveillance technology in Xinjiang started after 2016, when Chen Quanguo was appointed as the secretary in Xinjiang [38]. 7 ‘China Security and Prevention Statistics Industry Yearbook(2002–2022)’ < http://www.21csp.com.cn/ njcd/2021/index.html > accessed 30 November 2023 (The content of this section is based on our compilation of the China Security and Prevention Statistics Industry Yearbook from 2002 to 2022). Local Governments and the Diffusion of Video Surveillance… promote the installation of video surveillance equipment. Among these policies, the role of local governments is very different. We observe the four stages from the perspective of local government participation. In the early days, only a few local governments were selected into the pilot project to install video surveillance equipment. In June 2004, the Ministry of Public Security and the Ministry of Science and Technology jointly issued a notice to carry out the Construction of the First Batch of Demonstration Cities for ‘Strengthening Police with Science and Technology’(关于开展首批 ‘科技强警’示范城市建设工作的通 知), and carried out the pilot construction of urban alarm and surveillance system. The initial group of pilot cities was completed implementation in 2005. Subsequently, the General Office of the Central Committee of the Communist Party of China and the General Office of the State Council requested all departments and localities to actively promote a series of ‘Ping’an project’, such as Ping’an Communities(平安 社区), Ping’an Schools(平安学校) and Ping’an Hospitals(平安医院).8 The Ping’an Project has been a key initiative promoted by the Chinese government over the past 20 years. The term "Ping’an" carries multiple meanings, including being safe, stable, and peaceful [46]. Pilot cities such as Beijing, Jinan, Suzhou and Hangzhou set the goal of becoming Ping’an Cities(平安城市). The Department of Science and Technology of Zhejiang Province drafted the Technical Specification for Social Security Dynamic Video Surveillance System(社会治安动态视频监控系统技术规范) to standardize the development of public security dynamic video surveillance systems within the province. Since then, video surveillance has gradually come to be viewed as a key tool by local governments. Encouraged by the central government, local governments in large and mediumsized cities began to install video surveillance equipment. In August 2005, the Ministry of Public Security launched the ‘3111’ pilot project for the construction of urban alarm and surveillance systems nationwide. Each province was required to designate one city to pilot the installation of video surveillance equipment. Governments at the city and county level were given discretion to decide whether to implement the project locally. The Skynet project was launched in various regions beginning in 2007.9 For example, under Jiangsu Province’s Skynet Project (天网工程), the provincial Public Security Department required pedestrians to be photographed every 10 min in the central urban area, every 20 min in peripheral areas, and every 30 min in suburban zones. A decade later, China had installed over 20 million video surveillance cameras.10 In 2014, the new leadership under president Xi Jinping put forward the concept of Holistic Approach to National Security(总体国家安全观), elevating the priority of 8 ‘“平安城市”建设现状与发展趋势[Current situation and development trend of " Ping’an city" construction]’(中国电子政务网[e-Government network],9 February 2017) < http://www.e-gov.org.cn/egov/ web/article_detail.php?id=162946 > accessed 25 May 2024. 9 ‘长春市建议提案电子政务应用系统正式开通[Changchun City proposed the e-government application system officially opened] (长春市人民政府网站[Changchun Municipal People’s Government Website],4 January 2010) < http://www.changchun.gov.cn/zw_33994/yw/zwdt_74/zwdt/201612/t20161210_ 1581701.html > accessed 15 March 2023. 10 ‘ 辉煌中国[Brilliant China]’(CCTV 节目官网[CCTV program Official website], 18 November 2017) < https://tv.cctv.com/2017/11/18/VIDENCISxK07JDjzprqMrNcm171118.shtml?spm=C5592 4871139.PiBcPr7RBv8W.0.0 > accessed 15 March 2023. P. Liang et al. national security. In 2015, the National Development and Reform Commission, the Ministry of Public Security, and the Ministry of Finance jointly issued a document called Several Opinions on Strengthening the Construction of Public Security Video Surveillance Networking Applications(关于加强公安视频监控组网应用建设的若 干意见), which promoted the Sharp Eyes Project across county, township, and village levels. The document mandated 100% surveillance coverage in key public areas, as well as in critical zones within essential industries and sectors. The integration rate of surveillance systems in key public areas reportedly reached 100%, including the full networking of video resources across essential sectors and public zones.11 A multi-layered security system based on networked public surveillance infrastructure has been largely completed. In 2019, the Sharp Eyes Project was included in the No.1 Central Document.12 At the July 2019 Meeting on Deepening Reform in Political and Legal Sectors, the Central Political and Legal Committee announced that the Sharp Eyes Project has been fully implemented, with surveillance coverage in key public areas of demonstration cities and counties reaching 96%. So far, nearly all local governments have participated in the installation of video surveillance equipment. In the above three stages, local governments have progressively increased their involvement in public security video surveillance programs. More recently, video surveillance systems have been applied in a growing number of non-security sectors. The 13th Five-Year Plan(十三五规划)13 proposed the construction of smart cities, calling for strengthened modern information infrastructure and the promotion of big data and the Internet of Things. With the advancement of 5G and artificial intelligence, video surveillance technologies have acquired increasingly diverse functions. The critical role of video surveillance in urban services and environmental engineering was highlighted in Shenzhen’s announcement of the Overall Plan for the Construction of a New Smart City­­(新型智慧城市总体规划)[16]. An increasing number of local governments in China have begun to use video surveillance systems extensively in sectors such as education, healthcare, environmental management, and beyond. Literature Review and Research Hypotheses What motivates local governments to install video surveillance systems? At first glance, the answer is very straightforward. As previous studies suggest, political 11 It should be noted that this document mandates a 100% coverage rate for video surveillance equipment, but this does not mean that 100% coverage has actually been achieved. 12 China’s Central Document No. 1 is an annual policy issued jointly by the CPC Central Committee and the State Council, focusing on rural and agricultural development. This document is crucial for guiding rural and agricultural development, shaping policies, fostering socio-economic progress, and achieving national food security. 13 五年规划 [The Five-Year Plans] of China are comprehensive blueprints outlining the nation’s economic and social development goals over five-year intervals. Initiated in 1953, these plans aim to achieve sustainable growth, industrialization, and technological advancement. They play a crucial role in guiding China’s economic policies and resource allocation to address key challenges and promote balanced development across different departments. Local Governments and the Diffusion of Video Surveillance… control and the maintenance of social stability are the primary motivations [5, 32, 35, 64]. However, although political control is essential to the survival of regime, it is usually far beyond the concern of local governments, and local governments have alternative means of maintaining social stability beyond costly and expansive video surveillance systems, such as the implementation of welfare programs[8, 21, 28, 31]. Therefore, the motivations behind video surveillance investments require closer examination. Fragmented authority provides a key context for understanding local government behavior in China. In the era of fragmented authority 2.0, fragmented authoritarianism has changed from the traditional dual structure opposition to the tripartite pattern of central government, local government, and civil society [37, 62, 67]. Accordingly, we divide the subjects that affect the behavior of local governments into three groups: local governments themselves, higher-level governments, and the general public. These three types of subjects correspond to the three types of pressures that local governments face, namely the need to maintain social order, the pressure of following superiors’ directives, and the pressure of public demand. Existing literature primarily focuses on government security-related pressures as incentives for video surveillance installation, which is also our first hypothesis. Local governments would install video surveillance equipment for the purpose of social control and security. Panoramic feudism, which has been widely used, facilitates the exercise of power by making it more efficient and pervasive [14]. Public security department uses a large number of surveillance devices to monitor and prevent crime [41]. Episodes of social unrest incentivize local governments to increase investment in video surveillance [5]. And the literature also finds that governments would further increase surveillance after some important incidents. For instance, the U.S. government increased its surveillance of Muslims and airport security checks after 9/11[1]. In response to ongoing terrorist attacks in France in 2015, the French police overstepped their original authority and used IBM’s digital surveillance program to collect and analyze a large amount of private data [27]. Social stability and security have remained paramount concern for the Chinese government in recent decades, leading to their prioritization of these issues on the national policy agenda [24]. The concept of a holistic approach to national security encompasses political, economic, and societal dimensions of security. Local governments have undertaken both formal and informal efforts to ensure social stability and security. One example of such efforts is the increase in security spending and citizen participation mobilization to keep social stability [64]. Therefore, we expect that the pressure to maintain social stability and security will lead local governments to install more video surveillance equipment: H1a: The greater the need for social order control; the more video surveillance systems will be installed by local governments. H1b: Sudden security incidents will prompt local governments to expand their installation of video surveillance systems. A body of literature also suggests that pressure on local governments to comply with overarching policy strategies may have contributed to the installation of P. Liang et al. video surveillance equipment. The Chinese state consists of a five-level hierarchy of dyadic principal-agent relationship [57, 68]. Seven dimensions of control— ideological-normative, institutional, resource-allocative, personnel management, administrative monitoring, powers over key local departments, and military force—are the means by which the central government controls local governments[2, 12, 13] The attention and initiative of higher-level authorities are an important condition for the effective implementation of policies[18]. The implementation of video surveillance systems in China is also characterized by this. First, the 18th National Congress of the Communist Party of China emphasized the central role of national security in the national strategy [61]. In terms of security technology, the Chinese government actively cultivated its domestic security industry at an early stage to enhance its security capabilities [19]. At the organizational level, the central government has introduced policies such as Skynet and Sharp Eyes Project to promote video surveillance implementation. Based on this, we believe that the pressure from the superior government also encourages the installation of video surveillance equipment by local governments. We therefore propose the second hypothesis: H2: The greater pressure from higher-level authorities, the more video surveillance systems local governments will install. Finally, local governments in China are under increasing pressure to be responsive to public need [10, 23] and the pressure to respond to people’s security demands may be another incentive for governments to install surveillance equipment. Although some citizens express concern over privacy and government overreach [15, 49], there is also empirical evidence of public support for surveillance[26]. Surveillance practices enjoy widespread public support in China [25, 26, 29]. Public reaction will further influence government behavior [7]. The Chinese government has been working to establish formal channels of communication between the government and the public. The first interactive website was the Local Leaders’ Message Board (LLMB), launched by the People’s Daily website in September 2006.This website is designed to encourage the public to voice their concerns. Subsequently, various local governments established and refined their own citizen engagement platforms. For example, in Beijing, a total of 4.956 million calls have been received since January 2019, in 10 months on Beijing’s ‘12345’ citizen service hotline, which officially launched the ‘receiving and handling’(接诉即办) mechanism. Central government oversight of the response and public stress are the source of pressure on local governments to respond [10]. Therefore, we propose a third hypothesis that people’s security demands will affect the government’s video surveillance installation behavior. H3: The greater the public’s security demands, the more video surveillance systems local governments will install. Local Governments and the Diffusion of Video Surveillance… Methods and Data Data Measuring Video Surveillance We extract government procurement contracts from the Chinese Government Procurement Website(中国政府采购网)14 maintained by China’s Ministry of Finance, to obtain the data of video surveillance equipment procurement. The Ministry of Finance issued the Administrative Measures for Government Procurement Information Announcement (政府采购信息公告管理办法) in 2000, and established a Chinese government procurement website to promote transparency. In early 2001, the Ministry of Finance created sub-sites for provincial governments. That same year, local governments began uploading procurement contracts both to their provincial sub-sites and the central platform. However, the existence of the website does not mean that information is sufficient. In 2001, only six contracts were published on the central website. Although the number reached 10,263 by 2003, it remained far below the actual scale of government procurement in China. With the continuous efforts to improve government transparency, the Ministry of Finance issued the Notice on the Disclosure of Government Procurement Information(关于做好政府采购信息公开工作的通知) in 2015. This document requires local governments to upload all procurement contracts value above 1 million RMB to the central platform.15 As a result, the data obtained from the Chinese government procurement website captures all the major video surveillance procurement activities. We have collected contracts that include video surveillance equipment procurement according to the Government Procurement Category(政府采购品分类目录). We collected 122,835 video surveillance procurement contracts of China’s prefecture-level municipal governments were collected between 2013 and 2020.16 Each contract record includes title, upload time, buyer names and their addresses, agent names, contract classification, contract value. Finally, we use NLP technology to extract the province, city, district, and county information from the buyer’s address. Stylized Facts To validate our dataset and get a general understanding of video surveillance in China, we present several stylized facts in this section. First, Fig. 1 presents the time trend of video surveillance equipment procurement. Then, we illustrate the regional characteristics of video surveillance procurement in Fig. 2, and Fig. 3 shows the departmental differences in video surveillance equipment procurement. 14 中国政府采购网[Chinese government procurement website] < http://www.ccgp.gov.cn/ > Confidential procurement by military forces may not be disclosed. 16 Trends and totals of procurement contract uploads were similar between 2014 and 2015, so data from 2014 was also included in the analysis. 15 P. Liang et al. Figures 1a and b show the trend in per capita spending and per capita procurement contracts counts for video surveillance from 2013 to 2020, respectively, with the bar graph and curve representing the annual and monthly changes. We include data from 2013 here and find that after 2013, local governments uploaded significantly more procurement contracts for video surveillance equipment, validating the effectiveness of the policy of disclosure of procurement information. Figure 1a shows that per capita procurement spending fluctuated and generally increased, while the number of procurement contracts per capita in Fig. 1b reached the peak in 2018. The Chinese government promoted the Sharp Eyes project in 2015, which required all levels of counties, cities, and villages to install video surveillance equipment. Most video surveillance procurement during this period involved highdefinition cameras and monitors with relatively consistent unit prices. Accordingly, as the number of contracts increased, total spending also increased. After that, the Chinese government-initiated preparations for a broader digital transformation. The 19th National Congress of the Communist Party of China (CPC) in 2017 introduced the concept of a Smart Society(智慧社会), setting higher requirements for video surveillance equipment and analytics platforms. More advanced equipment with expanded functionalities carried a higher average price. Besides, spending and contract volume are the lowest in the first quarter of each year, and reached the highest level in the last quarter, especially in December. This pattern reflects the well-documented year-end spending surge. The phenomenon is common in countries with modern budget systems, where unspent funds at year-end are reclaimed and may result in a reduction in appropriations in subsequent fiscal year [34]. In China, the average fiscal expenditure in December accounts for 17.04% of the annual total, significantly exceeding the monthly benchmarks of 8.3% between 2008 and 2018[11]. Figure 1a and b suggest that local governments are unlikely to engage in well-planned, year-round procurement of surveillance [52]. Figure 1c depicts the changes in the average value of procurement contracts. The average contract value has increased from RMB 4 million to RMB 14 million. These fluctuations may reflect increasing the quality and technical specifications in local governments’ surveillance procurement. Figure 2 illustrates the provincial diffusion of video surveillance equipment procurement. Procurement began in the more developed eastern and coastal provinces, and gradually diffused to the western and inland provinces, and finally the Xinjiang and Tibet, two regions of substantial share of ethnic minorities. Figure 3 further categorizes the procurement of video surveillance by the functions of buyers. Public security departments, education departments, environmental agencies, and State-owned enterprises are the main buyers of video surveillance equipment. Figure 3a depicts changes in departmental investment in surveillance equipment between 2013 and 2021.17 The public security department has consistently remained a major purchaser. Procurement by the education department, 17 In order to present the most complete picture of purchasing trends possible, we have included data for 2013 (even though it is incomplete) and 2021 (we did not use 2021 data in the baseline regressions because we do not currently have access to other data, such as 2021 crime rate data). Local Governments and the Diffusion of Video Surveillance… environmental agencies, and state-owned enterprises also increase over the study period. This trend aligns with broader patterns of surveillance diffusion across government sectors. Public security procurement of surveillance equipment surged after 2016, coinciding with the nationwide implementation of the Sharp Eyes and Brightness Projects. Non-security departments gradually became the new primary buyers after 2019. Overall, the purchase of video surveillance equipment by the public security department has declined since 2019, while Fig. 3b indicates that the education and environment departments have become the main agencies of video surveillance equipment installations in some provinces before 2019. Huang (2022) argues that small and medium-sized security companies in China are unable to meet the technical requirements from public security departments, so they switch to lobby public agencies such as schools and hospitals, which leads to an increase in procurement by these agencies. This may help explain the rise in surveillance procurement by education departments. It is worth noting that the environment departments also have a large spending on video surveillance procurement, highlighting the utility of video surveillance equipment other than social control. Dependent Variable We use annual per capita procurement value (per 10,000 residents) in prefecturelevel cities to measure video surveillance implementation. The value of purchases per capita contains more information than the number of cameras. While the number of cameras reflects installation quantity, procurement value per capita offers insights into functionality, service quality, and other product characteristics. When using the number of surveillance cameras as a proxy variable, several limitations arise. There is no difference between a camera purchased by a local government for 10,000RMB and a camera purchased for 1,000RMB. However, these represent vastly different levels of government investment. In addition, video surveillance equipment contains not only cameras, but also other supporting equipment, such as facial recognition software, command platforms and related infrastructure. Thus, the value of purchases per capita represents a completely different investment attitude on the part of the local government. We divide the total purchase value of video surveillance equipment by the total population in a city at the end of the year. We take the logarithm of the per capita purchase amount as the dependent variable. Population data are from China Urban Statistical Yearbook. Pressure We construct two variables to measure the security-related pressure: daily security pressure and emergencies security pressure. We collect the crime rate data at the provincial level to represent the daily security pressure. In terms of emergencies pressure, we examine political events, production-safety events, and social security disturbances to assess their impact on government surveillance installation. All these three events may entail risk for social stability and threaten the career of local leaders. We choose the Kunming railway station terrorist attack (昆明火车站暴力恐怖案) 2014 to represent political events, and Tianjin Tanggu explosion (天津塘沽爆炸事故) in 2015 P. Liang et al. Fig. 1 The trend of video surveillance spending. Note: Fig. 1 displays the trend chart of per capita purchase value, per capita purchase times and average contract value from 2013 to 2020. a is the graph of the change in the spending of purchases per capita. b shows the change in the number of purchases per capita. Among them, the annual change of the column chart, the curve represents the monthly change. c shows the changes in the average value of procurement contracts to represent the production safety incident.18 In addition, incidents such as medical disputes and school-related violence have drawn increasing attention from local governments in recent years. We manually collect data on school violence incidents from 2016 to 2017 through Baidu search engine, to represent the social security events. 18 The Kunming railway station incident: On March 1,2014, a violent terrorist attack occurred in Kunming Railway Station, Kunming City, Yunnan Province. The incident caused 29 deaths and 143 injuries, including 73 serious injuries and 70 minor injuries ( https://www.chinanews.com.cn/gn/2014/03-02/ 5899255.shtml); In August 2015, a particularly serious fire and explosion accident occurred in a dangerous goods warehouse in Tianjin. The accident killed 165 people, severely wounded 58 people, lightly wounded 740 people, and the direct economic loss was 6.866 billion yuan (https://www.gov.cn/foot/ 2016-02/05/5039788/files/460731d8cb4c4488be3bb0c218f8b527.pdf). Local Governments and the Diffusion of Video Surveillance… Fig. 2 The diffusion of video surveillance equipment. Note: Figure 2 illustrates the variation in per capita investment in video surveillance equipment by province. The darker the color, the higher the per capita investment Superior pressure is measured by counting the number of key words in the work reports of provincial governments. China’s People’s Congress system requires the appropriate level of government leaders, such as the Premier of the State Council, the governor, and the mayor, to report on the governments’ work in the past year and to put forward the key tasks and development goals for the next year. These reports have evolved into a highly institutionalized nationwide system with two important aspects: the autonomy of local elites in setting work agendas and their compliance with the political priorities of the central government [56]. Consequently, many studies have considered the number of key words in the government work report as a proxy variable for superior attention [47, 65]. Moreover, these reports not only contain the pressure of implementing special policies, but also include the normal security concerns of higher-level governments. We collect all provincial government work reports from 2014 to 2020, and aggregate keywords counts at the provincial year level19 and use the ratio of keywords to the total number of words to denote superior pressure, which indicates the superior government’s attention to video surveillance equipment. 19 The keywords including 视频监控[video surveillance], 雪亮工程[Sharp Eyes],安防[ security], 数 字城市 [digital city], 智慧城市 [Smart City], 电子警察[Electronic Police], 法治[the rule of law],安保 [peace and security],监控[ surveillance],抓拍[taking a snap]. etc. P. Liang et al. As for the pressure from public, the authors take the public safety complaints on the LLMB.20 The People’s Daily launched the online message board in September 2006. Citizens (including businesses) could write to a local leader about complaints, consultation, recourse, advice, and appreciation, and the local governments 20 领导留言板[Local Leaders’ Massage Board], < http://liuyan.people.com.cn/ > Local Governments and the Diffusion of Video Surveillance… Fig. 3 The diffusion of video surveillance equipment across departments. Note: Fig. 3 illustrates the changes in the purchasing behavior of surveillance equipment in different public departments in China. a Shows the trend of total video surveillance equipment purchases by year for the four departments of public security, education, environment, and state-owned enterprises. b is the trend in departmental purchases by province and year. The four colors in the figure above represent the four purchasing departments, and the color of the province indicates the department that purchased the most video surveillance equipment in that province in that year. Take the case of Shandong province as an example, the judicial department of Shandong province procured the most in 2016 compared to the other three departments. In 2017, the education department in Shandong became the largest buyer of video surveillance equipment. The education department includes primary schools, secondary schools, universities and vocational schools. SOEs include banks, state-owned enterprises, etc. Environmental departments include environment bureau, hydrological bureau, etc. Public security department include public security bureau etc. usually respond within 30 days. As of June 2023, 3,904,932 messages had been addressed, covering various topics such as urban construction, transportation, education, employment and security. The LLMB is the largest citizen petition platform in China [30]. The LLMB, relying on the party media platform, is more independent and less influenced by local leaders than the local government portal. This dataset has been used in prior research on Chinese public opinion and responsiveness [55, 69]. We use the ratio of the number of public security-related complaints to the total complaints to represent the public pressure. Controls We select the control variables from two dimensions: demand and constraint. On the demand side, we control for urban area because the larger the city, the greater the need for video surveillance. We also control for per capita investment in education. In terms of constraints, we use GDP per capita to control for the level of economic development, general public budget expenditure/general public budget revenue to control for the fiscal pressure of the government. Given that cities with better internet infrastructure are more conducive to establishing video surveillance system, we also control for the household local Internet broadband access (per 10,000 households). The above data are from China City Statistical Yearbook from 2014 to 2020, and the missing data are manually supplemented based on the local government annual work reports. The descriptive statistics are presented in Table 1. Methods We use the two-way fixed effects model as the baseline. The model is set as follows: Surveillianceit = 𝛽0 + 𝛽1 Pressureit + 𝛽2 Controlit + 𝜆t + 𝛼i + 𝜀it (1) where i is the city and t is the year. Surveillance is the log of per capita local government procurement on video surveillance. Pressure includes the superior pressure, public pressure, and daily security pressure. Control includes urban area, per capita education expenditure, per capita GDP, financial pressure, and the number of local ▸ P. Liang et al. households with broadband Internet access. λt is the time fixed effect, αiis the city fixed effect, and ε is the error term clustered on the province level. For the impact of emergencies security pressure on video surveillance purchase behavior, we introduce an event study model to estimate. The model is set as follows: Surveillianceit = 𝛽0 + 𝛽1 Afterit + 𝛽2 Beforeit + 𝛽3 Controlit + 𝜆t + 𝛼i + 𝜀it (2) Since the emergencies are expected to have immediate effects, the time unit of model (2) i quarter. After and Before are the lag and lead terms, respectively. For the Kunming Railway Station incident, since it occurred in a transportation hub, The top 50% of cities based on the total passenger volume in 2014 are set as the treatment group. For the Tanggu explosion incident, the explosion was caused by hazardous industrial materials, in 2015 the proportion of the secondary industry output value in the city’s GDP is used as the criterion. The top 50% of cities were placed in the treatment group. Regarding school violence, cities where a school violence event occurred were designated as the treatment group, and vice versa. Other variables retain the same meaning as in model (1). Results and Discussion Table 2 presents the baseline results. Columns (1) and (2) examine the effect of daily security pressure on video surveillance installment. The results show no statistically significant effect. Columns (3) and (4) reveal the significantly positive effect of superior pressure on local government video surveillance procurement. Specifically, for every one unit increase in keyword share in the provincial government’s annual work report is associated with a 22.4% increase in per capita procurement value. Columns (5) and (6) test the effect of public pressure. The coefficients are not significantly different from zero, regardless of the inclusion of control variables. Columns (7) and (8) include all three types of pressure in one model. Once again, only the superior pressure remains statistically significant in explaining the video surveillance procurement. Table 3 presents the heterogeneity analysis. Columns (1) and (2) report the results from separate regressions for security and non-security department across the three types of pressures. Superior pressures have a significant effect in both security and non-security departments. But the security department’s response to public complaints about security is notable. We also regress again using the number of criminal cases per capita at the prefecture level as a second proxy for security pressure which shows in columns (3)-(5). However, we still find no evidence that security pressure affects local government procurement of surveillance equipment. We use an event study design to examine the impact of unexpected security incidents on the behavior of local governments in installing video surveillance. Table 4 reports the results, with control variables added at the quarterly level [5]. Columns 1, 3, and 5 report results for the full sample, while columns 2, 4, and 6 report estimates Local Governments and the Diffusion of Video Surveillance… Table 1 Descriptive statistic Variables Orbs Mean Std. Dev Min Max Log-total-per 1253 12.50 2.09 0 16.90 Pressure-superior 1253 3.66 1.10 1.53 9.09 Pressure -public 1253 0.029 0.062 0 0.652 Pressure-security 1253 0.056 0.026 0.011 0.100 GDP-per 1253 6.170 3.544 1.017 21.55 Fiscal pressures 1253 2.807 1.957 0.375 17.51 Area 1253 203.3 250.6 14 1565 Internet 1253 147.4 151.2 5 1424 Education-per 1253 0.183 0.145 0.002 1.440 Log-total-per is logarithm of the purchase amount per 10,000 people. The superior pressure is the proportion of the number of keywords in the provincial government work report to the total number of words per thousand. Pressure -public is the proportion of public security complaints to total complaints. GDP-per is GDP per capita in ten thousand yuan. Fiscal pressures are the ratio of general public finance expenditure to general public finance income. Area is the built-up area in square kilometers. Internet Indicates the number of Internet access households (unit: 10 thousand households). Education-per is per capita Education expenditure in yuan for the procurement by related departments.21 Figure 4 shows that although there is an upward trend in the purchase of video surveillance equipment during the current or next emergency period, most of the trends are not statistically significant. It is worth noting that school safety emergencies, such as school violence, have a clear impact on the education department in the current period. This finding is consistent with institutional procurement framework in China. For example, according to the Procurement Law of the People’s Republic of China(中华人民共和国采购 法), the procuring agency must issue a procurement notice and allow a minimum of 20 days from the date of issuance of the bidding documents to the bid submission deadline. Then, the procuring agency must confirm the supplier in accordance with regulations governing the specific type of procurement. After that, the procuring agency and the successful bidder should sign a government procurement contract within 30 days from the date of issuance of the notice of award. Therefore, local 21 Since the terrorist attack at the Kunming Railway Station involved public security departments, transportation departments and transportation venues, the authors have keep the procurement contracts with the keywords public security, police station, railway, train station, automobile, dock, boat, port, transportation traffic control, airport, etc. (公安 警 派出所 铁路 火车站 汽车 码头 船 港口 交通 运输 交管 飞 机场) in the name of the procuring agency. Since the Tanggu explosion involved chemical enterprises, transportation departments, fire departments, and public security departments, the authors keep procurement contracts with procurement agency names that included the keywords factory, company, cooperative, firefighter, industrial park, chemical, police, production railroad, train station, car, dock, ship, port, traffic transportation, traffic control, airports, etc. (厂 场 公司 集团 合作社 行 消防 工业园 化工 警 派 出所 生产 铁路 火车站 汽车 码头 船 港口 交通 运输 交管 飞机场 公安 警 派出所). The keywords related to campus violence are university, college, school, primary and secondary education, education and sports,etc. (大学 学院 学校 *中 *小 教育 教体), so the authors keep the procurement contracts with the above keywords in the name of the purchasing organization. P. Liang et al. Table 2 Baseline regression Pressuresecurity (1) (2) -0.722 -0.649 (3.431) (3.312) Pressuresuperior (3) 0.220*** (0.068) Pressurepublic GDP-per Fiscalpressures Internet Educationper (5) (6) 0.224*** (0.070) -0.068 1.595 (0.108) (1.068) (7) (8) -0.715 -0.710 (3.293) (3.159) 0.221*** 0.227*** (0.068) (0.072) 0.990 1.679 1.263 (1.390) (1.085) (1.412) -0.030 -0.006 -0.031 (0.114) (0.082) (0.116) (0.109) -0.009 0.000 -0.004 -0.000 (0.084) (0.001) (0.087) (0.085) 0.000 -0.285 0.000 0.000 (0.001) (1.705) (0.001) (0.001) -0.168 0.003** -0.304 -0.552 (1.759) Area (4) 0.003* 0.220*** -0.070 (0.002) (1.943) (1.764) 0.224*** 0.003* 0.003* (0.002) (0.068) (0.070) 12.036*** 11.694*** 11.436*** (0.002) 12.453*** 12.036*** (0.002) Constant 12.539*** 11.683*** 11.545*** (64.80) (16.36) (0.248) (0.702) (407.21) (16.56) (0.313) (0.717) Observations 1,253 1,253 1,253 1,253 1,253 1,253 1,253 1,253 Number of cities 179 179 179 179 179 179 179 179 R-squared 0.631 0.634 0.639 0.642 0.632 0.635 0.640 0.643 City FE YES YES YES YES YES YES YES YES Year FE YES YES YES YES YES YES YES YES Table 2 reports the results of baseline regression. Column 1 and Column 2 report the effects of pressuresecurity on the installation of surveillance. Column 3 and Column4 report the effects of superior pressure on the installation of surveillance. Column 5 and Column 6 report the effects of pressure-public on the installation of surveillance. Column 7 and Column 8 report the effects of all kinds of pressure on the installation of surveillance. Column 2, 4, 6, 8 add all control variables. We control for two-way fixed effects of year and city. The standard errors clustering at the province level are in brackets. Significance levels are indicated as follows: *10%, **5%, and ***1% government procurement processes are subject to procedural delays. In the case of school violence, schools’ independent financial systems may contribute to sustained increases in procurement volume. As stated in the hypothesis, Chinese government has a priority for social stability. However, we find no evidence that unforeseen events directly affect the video surveillance procurement. Do security incidents influence the installation of video surveillance systems through other channels? We collect the data Local Governments and the Diffusion of Video Surveillance… Table 3 Heterogeneity Pressure-security Pressure-superior Pressure-public (1) (2) (3) (4) (5) Department_s Department_ns Total Department_s Department_ns -3.910 -1.657 (7.158) (3.565) 0.331** 0.189** 0.227*** 0.335** 0.191** (0.143) (0.090) (0.072) (0.141) (0.089) 6.310* 1.018 1.244 6.243* 0.986 (3.430) (1.512) (1.440) (3.506) (1.524) 0.001 0.033 0.011 (0.016) (0.042) (0.019) Pressure-security2 Observations 1,253 1,253 1,253 1,253 1,253 Number of cities 179 179 179 179 179 R-squared 0.446 0.631 0.643 0.446 0.631 Control YES YES YES YES YES City FE YES YES YES YES YES Year FE YES YES YES YES YES Table 3 reports the heterogeneity results. Columns (1) and (2) present the results of regressions of security department and non-security department on the three types of pressures. Columns (3)-(5) present the results of regressions that displace the crime rate data into the number of crimes per capita at the prefecture level. The standard errors clustering at the province level are in brackets. Significance levels are indicated as follows: *10%, **5%, and ***1% of unrest events from 2015–2019 in the UNREST22 database and the number of keywords related to video surveillance in provincial government work reports. Table 5 investigates whether the growth rate of the unrest events influences superior-level pressure and video surveillance equipment procurement by prefecturelevel governments. We include all control variables and the region and year fixed effects. Similarly, we still find that the unrest events had no effect on the video surveillance installation of local governments, but they may reinforce the determination of the higher-level governments to promote video surveillance system implementation. Here we further examine the moderating effect of the personal characteristics of municipal leaders on video surveillance procurement. Table 6 focuses on the characteristics of party secretaries. We interact party secretaries’ age, tenure and gender with three normalized pressure variables to test test for moderating effects. The results show that the newly appointed secretaries are more responsive to the daily security pressure when procuring video surveillance equipment. Older secretaries are more responsive to the public pressure. Older local leaders are more willing to respond to the masses. This may be because, although older local leaders are less 22 The unrest data is from Beraja et al. (2022). The data on instances of unrest was collected from the GDELT project, which documents these events through news articles from a global collection of news providers. There are three incident categories—protests, demands, and threats—and aggregated them. Event is the variable that counts them all up. P. Liang et al. Table 4 The impact of emergencies on government video surveillance procurement (1) (2) political events Before4 (3) (4) (5) production-safety events social security events (6) 0.153 0.419 0.144 -1.061 -0.586 0.369 (0.219) (1.197) (0.337) (0.876) (0.586) (0.812) 0.030 0.676 -0.083 -0.675 -0.294 1.417 (0.199) (0.997) (0.255) (0.833) (0.478) (0.748) 0.253 0.913 0.035 0.030 -0.473 0.286 (0.237) (1.102) (0.263) (0.895) (0.461) (0.834) 0.118 -0.073 -0.068 -1.113 0.315 1.948** (0.286) (0.915) (0.281) (1.036) (0.666) (0.935) -0.006 0.014 -0.251 -1.281 0.102 0.583 (0.375) (0.884) (0.235) (0.953) (0.575) (0.935) -0.053 0.594 0.133 -0.945 -0.073 1.089 (0.291) (0.995) (0.242) (1.087) (0.680) (1.092) 0.120 0.808 0.096 1.874** -0.068 1.509 (0.248) (0.763) (0.307) (0.880) (0.751) (1.170) 0.193 -0.485 0.182 -0.500 -0.380 0.436 (0.356) (1.242) (0.223) (1.003) (0.580) (1.189) Observations 1,356 1,356 1,692 1,692 1,320 1,320 Number of cities 113 113 141 141 165 165 Control YES YES YES YES YES YES City FE YES YES YES YES YES YES Quarter FE YES YES YES YES YES YES Before3 Before2 Current After1 After 2 After 3 After 4 Quarterly data is used. Column 1 and 2 report the impact of political events, Column 3 and 4 report the impact of security incidents, and Column 5 and 6 report the impact of school violence incidents. Columns 1, 3, and 5 report results for the full sample, while columns 2, 4, and 6 report estimates for the procurement by related departments. We refer to the methodology of Beraja (2023), which uses annual data multiplied by quarterly dummy variables to construct control variables. We control for two-way fixed effects of quarter and city. The standard errors clustered at the province level are in brackets. Significance levels are indicated as follows: *10%, **5%, and ***1% likely to seek promotion [66], maintaining public security remains a fundamental concern for career stability. They may also prioritize political reputation over deference to superiors as they near mandatory retirement. This implies that the local leaders’ allocation of resources may depend on terms. China has a relatively small number of female local party secretaries. During the sample period, only 39 female secretaries. The regression results based on this limited number of observations are not statistically significant, but there are some clues that the daily security pressure is more likely to affect the installation of video surveillance equipment by female local party secretaries. This finding confirms the existing literature suggesting that female officials are more attentive to social affairs [50]. Local Governments and the Diffusion of Video Surveillance… Fig. 4 Event study. Note: a, c and e are the results for the Kunming Railway Station incident, the Tanggu explosion incident and the school violence incident, respectively. b, d and f are the results that retain the relevant departments mentioned above. The confidence interval is 5% Conclusion This paper examines the proliferation of video surveillance in China from a decentralized governance perspective. We collect video surveillance procurement contracts from the Chinese government procurement website and extract key information including purchaser, contract date, and contract value. We document the temporal, spatial, and departmental patterns of video surveillance equipment installed by local governments in China. Our results show a consistent increase in both the total value and average contract value of video surveillance purchased by the Chinese local governments. Its diffusion process is also consistent with the implementation of other policies in China, typically characterized by initial adoption in eastern provinces before spreading westward. The public security department, as the first public department to buy video surveillance equipment, used to P. Liang et al. Table 5 The impact of unrest event (1) (2) Event 0.013 (3) (4) (5) Protest Demand Threat Event Protest Demand Threat 0.006 0.037* -0.004 -0.005 -0.001 -0.018 (0.011) (0.008) (0.005) (0.020) (0.009) (0.004) (0.007) (0.015) Controls YES YES YES YES YES YES YES YES Observations 895 895 895 895 895 895 895 895 R-squared 0.492 0.491 0.493 0.492 0.677 0.677 0.677 0.677 Number of city 179 179 179 179 179 179 179 179 City FE YES YES YES YES YES YES YES YES Year FE YES YES YES YES YES YES YES YES Pressure-superior Unrest 0.021*** (6) (7) (8) Log-total-per This table reports the impact of unrest events. Column 1 -4 report the effects of unrest events on superior pressure, Column 5–8 report the effects of unrest events on the installation of surveillance on prefecturelevel. We control for two-way fixed effects of year and city. The standard errors clustered at the province level are in brackets. Significance levels are indicated as follows: *10%, **5%, and ***1% Table 6 The impact of officials’ personal characteristics on local government video surveillance procurement (1) VARIABLES Age Interaction 0.434 (2) (3) (4) (5) (6) Tenure (7) (8) (9) -0.045 4.012 Gender -0.018*** 0.312* 2.667** -0.048 -0.010 12.757 (0.716) (0.009) (0.167) (1.190) (-0.097) (0.536) (7.722) (0.222) (6.634) Control YES YES YES YES YES YES YES YES YES Observations 1,253 1,253 1,253 1,253 1,253 1,253 1,253 1,253 1,253 R-squared 0.636 0.792 0.637 0.638 0.645 0.636 0.637 0.644 0.637 Number of cities 179 179 179 179 179 179 179 179 179 City FE YES YES YES YES YES YES YES YES YES Year FE YES YES YES YES YES YES YES YES YES This table reports the effect of officials’ personal characteristics on local government procurement of video surveillance equipment. Columns 1, 4, and 7 report the interactive effects of age, tenure, and gender with daily security pressure. Columns 2, 5, and 8 report the interactive effects of age, tenure, and gender with supervisor pressure. Columns 3, 6, and 9 report the interactive effects of age, tenure, and gender with public pressure. We control for two-way fixed effects of year and city. Standard errors clustering at the province level are in brackets. Significance levels are indicated as follows: *10%, **5%, and ***1% be the largest purchaser of video surveillance equipment. However, as surveillance functions expanded, the education and environmental departments emerged as key procurers. This study broadens the traditional surveillance research by focusing on the incentives of local governments, instead of considering the government as a whole. Furthermore, by examining how local governments respond to three Local Governments and the Diffusion of Video Surveillance… distinct types of pressure, we move beyond the conventional explanation of surveillance as merely a tool for social order. We analyze the behavior of local governments by examining the pressure they have. Hence, it leaves the spatial competition among local governments, which is considered as an important feature of local government behavior, aside. It is worthwhile to put Chinese local governments into the social network of governments to consider the peer pressure in the construction of video surveillance equipment. Although we find no direct evidence that security pressure drives the installation of video surveillance equipment, we show that the social unrests could attract the attention of superior governments, consequently promote the installment of video surveillance system among lower-level governments. Instead of focusing on the national-level surveillance strategy, we concentrate on the actual implementation of video surveillance from the perspective of local governments. This approach enhances our understanding of modern surveillance systems in two ways. On the one hand, we attempt to broaden the scope of surveillance analysis. The security department has been the major focus of surveillance research. With the upgraded functionality of video surveillance equipment, more public agencies have begun to purchase surveillance equipment. However, limited attention has been paid to new entrants, such as education and environmental departments. On the other hand, we have divided the process of video surveillance deployment into two phases. At the national level, maintaining security and stability has long been recognized as the main motive for governments to install video surveillance equipment. However, in practice, security concerns have only occasionally motivated local governments to install video surveillance systems. Instead, it is the attention and encouragement from higher levels authorities that drives local governments action. The dynamics among public attitudes, social unrests, and video surveillance system is complicated and waits for further study. Moreover, understanding the social impacts of video surveillance system—such as the public trust, perception of safety—is essential for evaluating its costs and benefits. Additionally, we find that the education and the environmental department are the major buyers of video surveillance equipment, it is worthwhile to understand the inter-department relations in the use of surveillance equipment. Whether these independently operated by the respective departments for separate goals, or merely extensions of public security infrastructure. Acknowledgements The authors thank the comments from Xiang Gao, Jingyang Huang, Shenghua Lu, Rachel Murphy, and the audience in the seminars in Oxford, Southampton, and Zhejiang University. All remaining errors are by ourselves. This work was supported by the National Office of Philosophy and Social Science [number 22AZD033]. 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Early Access published NOV 2024. https://doi.org/10.1007/s41111-024-00267-x. Local Governments and the Diffusion of Video Surveillance… 69. Zheng, S. [郑石明], Y. Lan[兰雨潇], and F. Li [黎枫]. 2021. The interactive logic of online public opinion and government response - based on data analysis of "leadership message boards" during the COVID-19 epidemic [网络公共舆论与政府回应的互动逻辑——基于新冠肺炎疫情期间 “ 领导留言板” 的数据分析]. Journal of Public Management [公共管理学报] 18 (3): 24-37. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. Pinghan Liang Professor in the School of Government, Sun Yat-sen University. He receives PhD in Economics from the Universitat of Autonoma de Barcelona. He was the Swire Visiting Scholar in the University of Oxford, and visiting scholar in the Northwestern University. His research interest includes Public Economics, Political Economy, Behavioral Economics, state-business relations, social impact of digital technology, etc.. Xijie Li Doctoral student in the School of Government, Sun Yat-sen University. Yuchen Guo Doctoral student in the School of Government, Sun Yat-sen University.
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