1. Introduction
China is a religiously diverse country. Religion, as a component of the informal social system, is intimately connected to all facets of social life and has a substantial influence on social and economic activities (
Pan et al. 2022). Naturally, the actions and behaviors of firms are also included in these activities. Corporate social responsibility may be viewed as a kind of behavior demonstrated by firms, and is an essential component of the firms’ ability to achieve sustained development (
ElAlfy et al. 2020). As is known, corporate social responsibility is a self-regulating business model that enables firms to be socially responsible for themselves, their stakeholders, and the general public. By engaging in corporate social responsibility, also known as corporate citizenship, firms may become aware of the influence they have on the economic, social, and environmental elements of society. China falls behind other countries in regard to the development of corporate social responsibility. The challenge of a lack of social responsibility on the part of firms remains critical at present (
Wong 2009). This presents scholars with the possibility of investigating the determinants that affect corporate social responsibility in China.
Chi et al. (
2019) discovered that managers’ location connection, the identification of historical value, and perceptions of favorable tourist benefits influenced their corporate social responsibility views. According to
Zu and Song (
2009)’s research, the economic success of firms has a favorable effect on the level of corporate social responsibility. In addition,
Qu (
2007) found that regulations, ownership structure, and market orientation greatly impacted corporate social responsibility. Following a vast number of literature reviews, there has been little research on the influence of religious community on corporate social responsibility in China, since it is an informal system.
As a result, in this article, a sample of 1130 (four kinds of firms are excluded: financial firms; the small and medium-sized enterprises’ board and the growth firm market; firms with negative net earnings in the most recent two or three years; and firms without data on the variables under investigation, with a total of 1130 listed firms that were obtained) listed firms in China was used to investigate the influence that religious community has on corporate social responsibility. The empirical findings reveal that the number of religious communities around a firm within a radius of less than 10, 50, and 100 km all had a beneficial effect on corporate social responsibility, utilizing data ranging from 2010 to 2021 and employing a firm and year-fixed effects model for empirical study. In addition, the findings of the heterogeneity study suggest that religious community has a lower beneficial influence on corporate social responsibility in low-polluting corporations than it does in high-polluting ones. This outcome was found to be the case when comparing the two kinds of firms.
This body of work makes two separate and significant contributions to the corpus of previous studies are made as a result of this body of work. To begin with, the findings of this study provide fresh information on the factors that drive corporate social responsibility initiatives in China by addressing the subject from the perspective of less formal institutions, such as religions. Then, this article uncovered a disparity in the religious community and corporate social responsibility relationships between firms that produce high levels of pollution and those that produce low levels of pollution. Specifically, it was found that firms that produce high levels of pollution have more positive religious community and corporate social responsibility relationships than firms that produce low levels of pollution.
The remainder of the paper is structured as follows: In
Section 2, the literature review is presented.
Section 3 covers variables and models. The empirical findings are presented in
Section 4, and the study is concluded in
Section 5.
2. Literature Review
To provide a theoretical foundation for this empirical investigation, the objective of this section is to organize and present a summary of the existing literature on the influence of religion on corporate social responsibility. This section will be divided into two subsections: one to study the influence of religion on corporate social responsibility, while the other investigates the heterogeneity of this impact.
2.1. Effect of Religion on Corporate Social Responsibility
Within the setting of a large sample consisting of over 17,000 people drawn from 20 different countries,
Brammer et al. (
2007) investigated the link between a person’s religious denomination and their individual views regarding corporate social responsibility. They discovered that people who practice religion had a tendency to have a more expansive understanding of the idea of corporate social responsibility than people who did not practice religion. Meanwhile,
Ramasamy et al. (
2010) assessed the impact that customers’ religious beliefs have on their support of firms that uphold high standards of social responsibility in Hong Kong and Singapore. They discovered that primary data that were obtained from consumers in these locations showed a large direct association between religious belief and support for corporate social responsibility initiatives. Specifically, this mindset in Hong Kong was motivated by both humanitarian and selfish considerations. This was mostly attributable to the second factor in Singapore. The findings showed that plans for corporate social responsibility in these two cities should be guided by distinct objectives. To investigate if religion had an effect on the level of environmental responsibility shown by corporations in China,
Du et al. (
2014) conducted their research between 2008 and 2010, employing a sample of listed firms operating within the pollution sector. They produced strong and convincing evidence that religion was substantially positively linked with corporate environmental responsibility, utilizing hand-collected religious data and corporate environmental reporting ratings. Moreover,
Griffin and Sun (
2018) conducted research to investigate the link between stakeholders’ disclosure practices of their corporate social responsibility and the local religious traditions to which they adhere. They discovered that corporations in places with high adherence report corporate social responsibility activities less often than firms in locations with high affiliation. In addition, they discovered that managers made corporate social responsibility disclosure choices that increased the firm’s worth by catering to the religious and social standards of the local community. Using the latest literature,
Chen et al. (
2021) investigated how Buddhism and Taoism, the most prevalent and important religions in China, might influence corporate culture, organizational and individual behaviors to increase corporate social responsibility. They discovered that religion made a significant contribution to the advancement of corporate social responsibility in corporate environmental governance by using Chinese firms listed that disclosed environmental governance information from 2007 to 2016. Furthermore,
MacLeod (
2011),
Cui et al. (
2017), and
Murphy and Smolarski (
2020) all concurred with these findings, which further bolstered their reliability. As a result of the examination of the relevant literature, the following hypothesis was formulated:
Hypothesis 1 (H1). Religious community has a favorable effect on corporate social responsibility.
2.2. Heterogeneity of This Impact
According to a review of relevant published material, a large number of academics have researched various aspects of corporate social responsibility from a variety of perspectives. However, it is not difficult to figure out that the characteristics of the firms themselves will also produce heterogeneity among these impacting factors (
Hąbek 2017;
Szczepankiewicz and Mućko 2016). Using a Tobit regression approach,
Dyduch and Krasodomska (
2017) investigated whether a variety of factors had an effect on the amount of information on corporate social responsibility that was included in the annual reports of Polish firms with a sample of 60 reports. They discovered that the environmental sensitivity of an industry has a considerable effect on the disclosures made by corporate social responsibility.
Albertsen et al. (
2006) and
Hareli and Eisikovits (
2006) found that religious people felt considerably more remorse over their erroneous items, despite the fact that mistakes were accidental. This sense of shame led to the inclination for religious people to correct their misbehavior. Therefore, both
Jiang and Akbar (
2018) and
Matuszak and Różańska (
2017) believed that polluting sectors were the primary source of environmental issues and that these sectors were often sensitive to corporate social responsibility owing to their negative effects. In accordance with
Tsang (
2015) and
Deng and Yang (
2013), executives in areas with high levels of religiosity may be more motivated to engage in corporate social responsibility initiatives in high-polluting firms than in low-polluting industries. Regarding the risk impact of religion, however, executives in locations with high levels of religiosity were more inclined to engage in corporate social responsibility efforts toward other stakeholders in highly polluting firms in order to avoid possible punitive measures. In addition,
Fallah and Mojarrad (
2018),
Wang et al. (
2019),
Chen et al. (
2018) all reached the same conclusions, which lends even more credence to the dependability of these results. The following hypothesis has been developed as a consequence of an analysis of the relevant literature, which is as follows:
Hypothesis 2 (H2). Religious community has a lower beneficial effect on corporate social responsibility in firms with low levels of pollution than in firms with high levels of pollution.
3. Variable and Model
3.1. Variable
Corporate social responsibility entails that corporations must not only generate profits and fulfill their legal responsibilities to shareholders and workers, they must also comply with their responsibilities to customers, communities, and the environment. Corporate social responsibility necessitates that corporations move beyond the conventional perception that profits are the only objective, recognizing human worth in the manufacturing process and the contribution to the environment, customers, and society. Corporate social responsibility score is used as a dependent variable in this study. This was obtained from Hexun.com (accessed on 25 September 2022).
He et al. (
2021a), and
Wang and Lin (
2014) stated that religion had an impact on almost every facet of human civilization due to its unique status as a social ideology and cultural phenomenon. From previous studies (
He et al. 2021b;
Zeng et al. 2021), there are a variety of methods available to evaluate religion. Following
Li and Cai (
2016), and
El Ghoul et al. (
2012), this study defines religion as the number of religious community. Specifically, according to
Callen and Fang (
2015) and
Lu and Wu (
2020), Baidu Earth Map is utilized in conjunction with three indices to designate the religious community. The first indication is the number of religious communities + 1 around a firm with a radius of less than 10 km centered around firms. The second indication is the number of religious communities + 1 around a firm with a radius of less than 50 km centered around firms. The third indication is the number of religious communities + 1 around a firm with a radius of less than 100 km centered around firms.
Some control variables have been included in this study in order to ensure that the findings presented in this research are as accurate and reliable as possible. In accordance with
Dyduch and Krasodomska (
2017),
Muttakin and Khan (
2014),
Fifka (
2013), and
Boubakri et al. (
2021), this paper includes the firm’s age, leverage, profitability, scale, cash flow, property rights, managers’ duality, board size, and research and development.
Table 1 lays out the characteristics of the variables that are the focus of this article, so that the reader can obtain a solid understanding of the subject matter.
3.2. Model
To investigate the impact of religious community on corporate social responsibility, the following regression model is constructed:
where
denotes the firm;
denotes the year;
denotes the constant; [
,
] denote the estimated coefficients;
denotes the firm fixed-effect;
denotes the year fixed-effect;
denotes the white noise. Moreover,
is the coefficient of religious community. If its value is more than zero and statistically significant, it is possible to infer that religious community would heighten corporate social responsibility. On the contrary, if its value is less than zero and statistically significant, it is feasible to deduce that religious community would lower corporate social responsibility. Otherwise, religious community has no effect on corporate social responsibility.
Furthermore, consideration is also given to the influence of heterogeneity across industries with low and high pollution levels on the effect of religious community on corporate social responsibility. The following regression model is constructed:
where
denotes the constant; [
,
] denote the estimated coefficients;
denotes the dummy variable (If the firm is in a low-polluting industry, the value is set to zero; otherwise, the value is set to one.). In addition,
is the coefficient of interaction term. If its value is more than zero and statistically significant, it is possible to infer that religious community has a considerably lesser impact on low-polluting industries’ corporate social responsibility than on high-polluting ones. Conversely, if its value is less than zero and statistically significant, it is feasible to deduce that religious community has a significantly greater impact on low-polluting industries’ corporate social responsibility than on high-polluting ones. Otherwise, there is no difference across industries with low and high pollution levels in the effect of religious community on corporate social responsibility.
4. Results and Decision
4.1. Analysis of Basic Statistics
A fundamental statistical analysis is carried out in this subsection in order to better understand the relationships between the variables that are the subject of this inquiry. The examination of the characteristics of the variables involved and the correlation test are included. The results are presented in
Table 2.
In
Table 2, we give a summary of the statistical information on the primary variables that were investigated in this research. As the results in Panel A show, the fact that the mean value for corporate social responsibility is 1.203 and is much lower than the maximum value implies that corporate social responsibility is relatively low in China. The means of the number of religious communities centered around firms in log with a radius of less than 10, 50, and 100 km are 0.023, 0.292, and 0.505, respectively. This lends credence to the notion that there is a tendency toward the establishment of religious communities in China. As the results of the correlation test are suggested in Panel B, it was found that the number of religious communities centered around firms with a radius of less than 10, 50, and 100 km is positively correlated with corporate social responsibility. This suggests that there are more religious communities in the surrounding area of the firm, which might result in increased levels of corporate social responsibility. Moreover, this outcome was supported by
van Aaken and Buchner (
2020). Due to the fact that the purpose of this study is to investigate the influence that religious community has on corporate social responsibility, the other variables will not be analyzed separately in this subsection.
4.2. Analysis of the Effect of Religious Community on Corporate Social Responsibility
Both
Cui et al. (
2017) and
Du et al. (
2014) came to the same conclusion, which is that religion is one of the most significant elements, and cannot be ignored when determining how corporations behave in terms of their social responsibilities. As a result, the goal of this subsection is to investigate the impact that religious community has on corporate social responsibility.
Table 3 has an exhibit of the findings.
According to the findings shown in
Table 3, it was found that the coefficients indicating the number of religious communities centered around firms with a radius of less than 10, 50, and 100 km are positive and statistically significant. Specifically, the number of religious communities located in firms within a radius of less than 10, 50, and 100 km grew by 1%, indicating an increase in corporate social responsibility of 0.030%, 0.043%, and 0.088%, respectively. These findings provide evidence in support of Hypothesis 1 (H1). There are two possibilities that could explain these findings. One reason for this is that if the extent of religious freedom expands even more, the likelihood of religious factors having an impact on business endeavors will also grow. The other reason is that as the living standards of the Chinese people continue to rise, it becomes increasingly difficult for people’s material lives to fulfill all their demands. As a result, people are paying an increasing amount of attention to their spiritual lives. This, in turn, encourages people to participate more actively in activities that are connected to religious community in order to fulfill their spiritual requirements. In addition,
Waymer and VanSlette (
2021) and
Murphy and Smolarski (
2020) both provide their support for these findings.
Similarly, the findings in
Table 3 indicate that leverage has a detrimental impact on corporate social responsibility. This result is consistent with
Ho et al. (
2021), and
Sheikh (
2019). Contrariwise, a firm’s profitability, scale, cash flow, and property rights have a favorable impact on its corporate social responsibility. Moreover,
Creixans-Tenas et al. (
2019),
Udayasankar (
2008),
Gregory et al. (
2014),
Islam et al. (
2021), and
Polishchuk (
2009) confirm these findings. Surprisingly, the coefficients of a firm’s age, manager’s duality, and board size are not statistically significant. It is possible that this is due to the tiny sample size employed in this paper. Fortunately, the symbols for these variables are identical to those for
D’Amato and Falivena (
2020),
Barnea and Rubin (
2010),
Liao et al. (
2018), and
Endrikat et al. (
2021).
4.3. Heterogeneity Analysis
The purpose of this subsection of the study is to discuss the social responsibility of religious community for low-pollution firms and high-pollution firms. This is because the different characteristics of firms will lead to differences in the level of corporate social responsibility that is exercised by those firms. On the basis of data on the emissions, production, and emission reductions of water pollutants, gas pollutants, solid pollutants, and energy consumption, firms are classified as either high- or low-polluters. Therefore, a dummy variable is set up. Specifically, if the firm is in a low-polluting industry, the value is set to zero; otherwise, the value is set to one. This practice has also been approved by
Du et al. (
2014), and
Chatjuthamard-Kitsabunnarat et al. (
2014). The results of the influence of heterogeneity across industries with low and high pollution levels on the effect of religious community on corporate social responsibility are shown in
Table 4.
According to
Table 4, the coefficients reflecting the number of religious communities located on firms within a radius of less than 10, 50, and 100 km are still positive and statistically significant. However, these three coefficients of interaction term are negative and statistically significant. Nevertheless, each of these three coefficients of interaction terms is negative and statistically significant. That is to say, these findings imply that the favorable influence of religious community on corporate social responsibility is less prominent in low-polluting firms than in high-polluting ones. These results also support Hypothesis 2 (H2). There are two possible explanations for these results. The first argument that might explain this phenomenon is that religious belief, functioning as an informal system, would have a certain limiting influence on high-pollution firms, compelling such firms to pay greater attention to their corporate social responsibility obligations. Another explanation might be that protecting the environment was one of the responsibilities of social responsibility for firms. From this viewpoint, low-pollution firms are unquestionably superior to high-pollution firms; hence, the system (the informal system) places fewer restrictions on low-pollution firms than it does on high-pollution firms. Obviously, the results of
Du et al. (
2016) and
Cui et al. (
2015) back up the conclusions drawn in this paper.
4.4. Robustness Test
This section’s objective is to perform a robustness test to assess the effect of religious community on corporate social responsibility in order to strengthen the reliability and robustness of the article’s conclusion. In the wake of
Zhao et al. (
2022) and
Yu et al. (
2020), this empirical study utilizes the corporate social responsibility rating as an another proxy for corporate social responsibility obtained from Hexun.com. The results are presented in
Table 5.
According to the findings that are presented in
Table 5, it is discovered that the coefficients indicating the number of religious communities centered around firms with a radius of less than 10, 50, and 100 km are also positive and statistically significant, while there is only a small change in the magnitude of these coefficients. In other words, we are able to draw the inference that the results presented in this work are trustworthy and robust.
5. Conclusions
Corporate social responsibility is an unavoidable aspect of the sustainable development of firms. In light of this, the goal of this article is to investigate the determinants of corporate social responsibility in China from the viewpoint of the informal religious system. The empirical research was conducted using 1130 listed firms over the period of 2010–2021, employing the firm and year-fixed effects model. The findings indicate that the number of religious communities around a firm within a radius of less than 10, 50, and 100 km has a positive influence on corporate social responsibility in all three distance categories. In addition, the findings of the heterogeneity study demonstrate that religious community has a less significant beneficial influence on corporate social responsibility in low-polluting firms than it does in high-polluting ones. Based on the results of the robustness test, one could draw the conclusion that the discoveries provided in this work are trustworthy and robust.
Following the presentation of the aforementioned empirical findings, several appropriate policy implications are suggested. First, the Chinese government has the ability to make advancements and increase religious freedom due to the positive influence that religious community has on corporate social responsibility. This is beneficial not just to the sustainable development of firms but also to the peaceful advancement of society as a whole. Second, since religious community has a more far-reaching influence on the corporate social responsibility of high-pollution firms, these kinds of firms should pay more attention to the establishment of cultural systems (religion as an informal cultural system) for the long-term development of firms.
This work makes two distinct and important contributions to the existing body of research. First, this research presents fresh evidence on the drivers of corporate social responsibility in China by approaching the topic from the standpoint of informal institutions such as religious community. Second, the disparity in the religious community and corporate social responsibility relationships between firms that produce high levels of pollution and those that produce low levels of pollution has been discovered in this article.
In summary, a number of limitations and recommendations for further study are presented. First, however, because China is home to a wide variety of religious communities, the term “religious community” that will be used throughout this article will refer to a more general concept. This is so that subsequent researchers will be able to differentiate between various religious communities and investigate how they affect corporate social responsibility. It is possible that this will result in additional fascinating findings. Second, this article does not consider other variables that may have an effect on corporate social responsibility, such as management ownership and board independence. Therefore, future scholars can take these elements into account when they revisit this issue, and as a result, might come up with far more fascinating conclusions.
Author Contributions
Conceptualization, Y.H. and W.T.; Data curation, W.T.; Formal analysis, W.T.; Investigation, Y.H.; Methodology, W.T.; Software, W.T.; Supervision, Y.H.; Validation, W.T.; Visualization, Y.H.; Writing—original draft, W.T.; Writing—review & editing, Y.H. All authors have read and agreed to the published version of the manuscript.
Funding
This research received no external funding.
Data Availability Statement
The data presented in this study are available from the author upon request.
Conflicts of Interest
The authors declare no conflict of interest.
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Table 1.
Results of variable description.
Table 1.
Results of variable description.
Variable | Form | Definition |
---|
Corporate social responsibility | csr | Corporate social responsibility score in log. |
Religion 1 | re1 | Number of religious communities + 1 around a firm within a radius of 10 km in log. |
Religion 2 | re2 | Number of religious communities + 1 around a firm within a radius of 50 km in log. |
Religion 3 | re3 | Number of religious communities + 1 around a firm within a radius of 100 km in log. |
Age | age | Firm’s age in log. |
Leverage | lev | Firm’s total debt/total assets. |
Profitability | pro | Profits before interest and taxes as a percentage of total assets. |
Scale | sca | Firm’s book value of total assets (unit: billion yuan) in log. |
Cash flow | cas | Ratio of net cash flow from operational operations to total assets. |
Property rights | rig | If the firm is state-owned, the value is set to one; otherwise, zero. |
Managers’ duality | dua | If the chairman and chief executive officer are the same one, the value is set to one; otherwise, zero. |
Board size | boa | Number of board members in total in log. |
Research and development | res | Value of research and development (unit: billion yuan) in log. |
Table 2.
Results of analysis of basic statistics.
Table 2.
Results of analysis of basic statistics.
Panel A: Variable Characteristic Statistics |
V & S | csr | re1 | re2 | re3 | age | lev | rig | sca | cas | pro | dua | boa | res |
Mean | 1.203 | 0.023 | 0.292 | 0.505 | 0.954 | 0.556 | 0.593 | 2.947 | 0.022 | 0.018 | 0.143 | 0.745 | 0.017 |
Min | 1.041 | 0 | 0 | 0 | 0.778 | 0.114 | 0 | 1.107 | −0.135 | −0.218 | 0 | 0.477 | −1.215 |
Max | 1.863 | 0.477 | 0.698 | 1.079 | 1.176 | 1.146 | 1 | 3.131 | 0.198 | 0.132 | 1 | 1.114 | 0.062 |
Std | 0.046 | 0.010 | 0.014 | 0.012 | 0.259 | 0.698 | 0.394 | 0.971 | 0.725 | 0.154 | 0.589 | 0.084 | 0.558 |
Panel B: Correlation Test |
V | csr | re1 | re2 | re3 | age | lev | rig | sca | cas | pro | dua | boa | res |
csr | 1.000 (----) | | | | | | | | | | | | |
re1 | 0.021 *** (0.000) | 1.000 (----) | | | | | | | | | | | |
re2 | 0.068 *** (0.000) | 0.994 *** (0.000) | 1.000 (----) | | | | | | | | | | |
re3 | 0.090 *** (0.000) | 0.982 *** (0.000) | 0.925 *** (0.000) | 1.000 (----) | | | | | | | | | |
age | −0.064 *** (0.000) | −0.127 ** (0.028) | −0.213 * (0.039) | −0.138 *** (0.000) | 1.000 (----) | | | | | | | | |
lev | −0.037 *** (0.000) | −0.143 *** (0.000) | −0.252 * (0.078) | −0.199 ** (0.042) | −0.296 ** (0.034) | 1.000 (----) | | | | | | | |
pro | 0.252 *** (0.000) | −0.152 * (0.065) | −0.271 (0.274) | −0.261 (0.220) | −0.085 (0.114) | −0.510 (0.296) | 1.000 (----) | | | | | | |
sca | 0.296 *** (0.000) | 0.372 ** (0.019) | 0.252 ** (0.037) | 0.328 ** (0.013) | 0.542 *** (0.002) | 0.487 *** (0.009) | 0.342 ** (0.022) | 1.000 (----) | | | | | |
cas | 0.173 *** (0.000) | 0.177 (0.104) | 0.239 (0.193) | 0.359 (0.118) | 0.155 (0.157) | 0.197 (0.162) | 0.182 ** (0.016) | 0.149 ** (0.012) | 1.000 (----) | | | | |
rig | 0.101 * (0.072) | −0.091 (0.157) | −0.026 (0.234) | −0.094 (0.121) | 0.357 ** (0.024) | 0.319 * (0.077) | 0.132 (0.142) | 0.214 *** (0.005) | 0.291 ** (0.021) | 1.000 (----) | | | |
dua | −0.037 *** (0.000) | 0.046 (0.114) | 0.032 (0.146) | 0.097 (0.162) | −0.388 ** (0.015) | −0.291 ** (0.013) | −0.415 * (0.064) | −0.297 * (0.074) | −0.403 * (0.068) | −0.269 * (0.098) | 1.000 (----) | | |
boa | 0.141 ** (0.026) | −0.152 ** (0.014) | −0.157 ** (0.024) | −0.093 ** (0.013) | −481 (0.119) | −0.509 (0.113) | −0.485 ** (0.021) | −0.317 (0.132) | −0.449 (0.161) | −0.245 (0.517) | −0.086 (0.383) | 1.000 (----) | |
res | 0.198 *** (0.000) | 0.187 (0.116) | 0.254 (0.142) | 0.144 * (0.096) | 0.069 (348) | 0.336 (0.266) | 0.211 (0.231) | 0.418 (0.208) | 0.182 (0.374) | 0.284 (0.226) | 0.091 * (0.051) | 0.375 ** (0.032) | 1.000 (----) |
Table 3.
Results of the effect of religious community on corporate social responsibility.
Table 3.
Results of the effect of religious community on corporate social responsibility.
Variable and Model | Model (1) | Model (2) | Model (3) |
---|
re1 | 0.030 *** (6.489) | | |
re2 | | 0.043 *** (6.092) | |
re3 | | | 0.088 *** (6.322) |
age | −0.095 (−1.469) | −0.129 (−1.049) | −0.132 (−1.129) |
lev | −0.325 *** (−4.678) | −0.447 *** (−4.516) | −0.359 *** (−4.909) |
pro | 0.881 ** (2.227) | 0.835 ** (2.239) | 0.893 *** (2.827) |
sca | 0.414 *** (8.126) | 0.437 *** (9.136) | 0.426 *** (8.908) |
cas | 0.574 *** (9.242) | 0.615 *** (9.306) | 0.672 *** (9.298) |
rig | 0.023 *** (3.781) | 0.017 *** (4.705) | 0.027 *** (4.794) |
dua | −0.176 (−1.599) | −0.154 (−1.432) | −0.147 (−1.060) |
boa | 0.069 (0.863) | 0.055 (1.051) | 0.071 (0.954) |
res | 0.575 ** (2.009) | 0.606 ** (2.273) | 0.592 ** (2.249) |
c | 2.815 *** (7.565) | 2.849 *** (7.927) | 1.888 *** (7.088) |
Firm-fixed effect | Yes | Yes | Yes |
Year-fixed effect | Yes | Yes | Yes |
R2 | 0.332 | 0.432 | 0.408 |
F-statistics | 92.119 *** | 99.449 *** | 106.828 *** |
Observations | 13,560 | 13,560 | 13,560 |
Table 4.
Results of heterogeneity analysis.
Table 4.
Results of heterogeneity analysis.
Variable and Model | Model (4) | Model (5) | Model (6) |
---|
re1 | 0.154 *** (4.756) | | |
dum | −0.082 *** (−7.679) | | |
re2 | | 0.181 *** (4.775) | |
dum | | −0.076 *** (−7.916) | |
re3 | | | 0.166 *** (4.486) |
dum | | | −0.089 (−7.068) |
cv | Yes | Yes | Yes |
c | 1.264 *** (5.129) | 2.217 *** (5.619) | 1.630 *** (5.956) |
Firm-fixed effect | Yes | Yes | Yes |
Year-fixed effect | Yes | Yes | Yes |
R2 | 0.238 | 0.339 | 0.355 |
F-statistics | 99.966 *** | 102.139 *** | 102.614 *** |
Observations | 13,560 | 13,560 | 13,560 |
Table 5.
Results of robustness test.
Table 5.
Results of robustness test.
Variable and Model | Model (7) | Model (8) | Model (9) |
---|
re1 | 0.027 *** (9.118) | | |
re2 | | 0.034 *** (8.522) | |
re3 | | | 0.053 *** (9.953) |
cv | Yes | Yes | Yes |
c | 2.427 *** (4.860) | 1.705 *** (5.431) | 2.514 *** (5.449) |
Firm-fixed effect | Yes | Yes | Yes |
Year-fixed effect | Yes | Yes | Yes |
R2 | 0.332 | 0.316 | 0.301 |
F-statistics | 137.873 *** | 107.364 *** | 123.971 *** |
Observations | 13,560 | 13,560 | 13,560 |
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