Employee Stock Ownership Plans and Corporate Environmental Performance: Evidence from China
Abstract
:1. Introduction
2. Institutional Background, Literature Review and Hypothesis Development
2.1. Institutional Background
2.2. Literature Review
2.2.1. Managerial Incentives and Environmental Performance
2.2.2. A Review of ESOPs Studies
2.3. Hypothesis Development
3. Data and Methodology
3.1. Data and Sample
3.2. Methodology and Variables
3.3. Descriptive Statistics and Correlations
4. Empirical Results and Analysis
4.1. Baseline Regression
4.2. Endogeneity
4.2.1. Propensity Score Matching and Difference-in-Differences Model (PSM + DID)
4.2.2. Adding Potentially Omitted Variables
4.3. Other Robustness Tests
5. Further Analysis
5.1. Cross-Sectional Tests
5.1.1. Free-Riding among Employees
5.1.2. Human Capital Quality
5.1.3. Ownership Structure
5.2. Mechanism Analysis
6. Discussion, Conclusions and Policy Implications
6.1. Discussion
6.2. Conclusions
6.3. Policy Implications
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Sector | Enterprises in 2014 | Employees in 2014 | Enterprises in 2020 | Employees in 2020 |
---|---|---|---|---|
Mining | 61 | 1,839,237 | 70 | 1,793,143 |
Textiles | 25 | 1,350,34 | 32 | 153,757 |
Fur products | 5 | 22,876 | 9 | 33,395 |
Paper making and paper products | 18 | 69,338 | 25 | 109,956 |
Petroleum | 11 | 59,408 | 15 | 59,529 |
Chemical | 133 | 414,097 | 227 | 629,180 |
Pharmaceutical | 140 | 471,910 | 218 | 745,300 |
Chemical fiber | 18 | 75,575 | 22 | 166,587 |
Rubber and plastic | 38 | 120,937 | 73 | 224,637 |
Black (non-ferrous) metal smelting and processing | 83 | 848,259 | 99 | 794,632 |
Total | 532 | 4,056,671 | 790 | 4,710,116 |
Ownership | Enterprises in 2014 | Employees in 2014 | Enterprises in 2020 | Employees in 2020 |
---|---|---|---|---|
State-owned enterprises | 221 | 3,185,762 | 236 | 3,036,109 |
Non-state-owned enterprises | 311 | 870,909 | 554 | 1,674,007 |
Total | 532 | 4,056,671 | 790 | 4,710,116 |
ESOP Enterprises | Non-ESOP Enterprises | |||
---|---|---|---|---|
Year | Enterprises | Employees | Enterprises | Employees |
2014 | 8 | 29,970 | 524 | 4,026,701 |
2015 | 66 | 227,171 | 488 | 3,885,386 |
2016 | 33 | 136,567 | 560 | 4,079,442 |
2017 | 32 | 109,949 | 608 | 4,180,064 |
2018 | 30 | 200,432 | 712 | 4,398,799 |
2019 | 23 | 99,473 | 733 | 4,541,346 |
2020 | 42 | 267,252 | 748 | 4,442,864 |
Total | 234 | 1,070,814 | 4373 | 29,554,602 |
Appendix B
Covariate | Sample | Mean Difference | T-Value (p-Value) | Standard Deviation (%) | ||
---|---|---|---|---|---|---|
Treatment Group | Control Group | Standard Deviation | Decrease (%) | |||
Size | Before matching | 22.222 | 22.212 | 0.27 (0.785) | 0.8 | |
After matching | 22.222 | 22.184 | 0.98 (0.326) | 3.2 | −294.9 | |
Lev | Before matching | 0.398 | 0.410 | −2.01 (0.045) | −5.8 | |
After matching | 0.398 | 0.398 | −0.08 (0.934) | −0.3 | 95.1 | |
Roa | Before matching | 0.048 | 0.041 | 4.07 (0.000) | 11.8 | |
After matching | 0.048 | 0.048 | −0.11 (0.914) | −0.4 | 96.8 | |
Growth | Before matching | 0.196 | 0.146 | 4.67 (0.000) | 13.2 | |
After matching | 0.195 | 0.209 | −0.94 (0.347) | −3.7 | 71.8 | |
Cash | Before matching | 0.052 | 0.058 | −3.15 (0.002) | −9.0 | |
After matching | 0.052 | 0.054 | −0.67 (0.504) | −2.4 | 73.5 | |
PPE | Before matching | 0.253 | 0.295 | −10.07 (0.000) | −29.5 | |
After matching | 0.253 | 0.251 | 0.35 (0.725) | 1.2 | 96.0 | |
Age | Before matching | 2.157 | 2.222 | −3.13 (0.002) | −9.1 | |
After matching | 2.157 | 2.178 | −0.89 (0.375) | −3.0 | 67.1 | |
Soe | Before matching | 0.188 | 0.450 | −19.57 (0.000) | −58.7 | |
After matching | 0.188 | 0.190 | −0.13 (0.894) | −0.4 | 99.3 | |
Mshare | Before matching | 0.773 | 0.685 | 6.84 (0.002) | 19.9 | |
After matching | 0.773 | 0.763 | 0.68 (0.498) | 2.2 | 88.8 | |
Top1 | Before matching | 33.955 | 35.520 | −3.75 (0.000) | −11.1 | |
After matching | 33.930 | 33.491 | 0.91 (0.365) | 3.1 | 72.0 | |
Board | Before matching | 2.196 | 2.234 | −5.82 (0.000) | −16.6 | |
After matching | 2.196 | 2.200 | −0.49 (0.623) | −1.7 | 89.7 | |
Dual | Before matching | 0.275 | 0.239 | 2.94 (0.003) | 8.3 | |
After matching | 0.275 | 0.253 | 1.43 (0.152) | 5.0 | 39.2 |
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Variable Type | Variable Name | Variable Definition |
---|---|---|
Dependent variable | PP | Sewage charges divided by total assets, multiplied by 1000 |
Independent variable | ESOP | Dummy variable, equals 1 if enterprise implements ESOPs in that year; otherwise 0 |
Control variable | Size | The natural logarithm of total assets |
Lev | Total liabilities divided by total assets | |
Roa | Net profit divided by total assets | |
Growth | The growth rate of net profit. | |
Cash | Cash equivalent divided by total assets | |
PPE | Fixed assets divided by total assets | |
Age | The natural logarithm of the year of the firm’s establishment | |
Soe | A variable that equals 1 if the enterprise is a state-owned enterprise; otherwise 0 | |
Mshare | The proportion of management shareholding | |
Top1 | The proportion of the largest shareholder | |
Board | The natural logarithm of the number of board directors. | |
Dual | Dummy variable; duality indicates the combination of the chairman of the board and chief executive officer (CEO); otherwise, it is 0. |
Variable | Observations | Mean | S.D. | Minimum | Median | Maximum |
---|---|---|---|---|---|---|
PP | 4607 | 0.290 | 1.035 | 0.000 | 0.000 | 7.453 |
ESOP | 4607 | 0.051 | 0.220 | 0.000 | 0.000 | 1.000 |
Size | 4607 | 22.295 | 1.233 | 20.142 | 22.115 | 25.996 |
Lev | 4607 | 0.394 | 0.198 | 0.055 | 0.380 | 0.902 |
Roa | 4607 | 0.041 | 0.062 | −0.212 | 0.039 | 0.206 |
Growth | 4607 | 0.134 | 0.357 | −0.514 | 0.081 | 2.140 |
Cash | 4607 | 0.132 | 0.100 | 0.009 | 0.104 | 0.493 |
Tangibility | 4607 | 0.279 | 0.145 | 0.030 | 0.262 | 0.664 |
Age | 4607 | 2.263 | 0.720 | 0.693 | 2.398 | 3.258 |
Soe | 4607 | 0.340 | 0.474 | 0.000 | 0.000 | 1.000 |
Mshare | 4607 | 0.748 | 0.434 | 0.000 | 1.000 | 1.000 |
Top1 | 4607 | 34.145 | 14.291 | 9.670 | 31.940 | 74.980 |
Board | 4607 | 2.218 | 0.240 | 1.609 | 2.197 | 2.890 |
Dual | 4607 | 0.265 | 0.441 | 0.000 | 0.000 | 1.000 |
Variables | PP | ESOP | Size | Lev | Roa | Growth | Cash | Tangibility | Age | Soe | Mshare | Top1 | Board | Dual |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PP | 1 | −0.027 * | 0.131 *** | 0.135 *** | −0.088 *** | −0.038 *** | −0.168 *** | 0.271 *** | 0.114 *** | 0.107 *** | −0.049 *** | 0.043 *** | 0.037 ** | −0.063 *** |
ESOP | −0.026 * | 1 | 0.030 ** | 0.002 | 0.041 *** | 0.056 *** | −0.000 | −0.031 ** | −0.048 *** | −0.099 *** | 0.034 ** | 0.007 | −0.050 *** | 0.029 ** |
Size | −0.010 | 0.023 | 1 | 0.478 *** | −0.118 *** | 0.003 | −0.241 *** | 0.227 *** | 0.411 *** | 0.346 *** | −0.069 *** | 0.216 *** | 0.232 *** | −0.182 *** |
Lev | 0.072 *** | −0.001 | 0.474 *** | 1 | −0.470* ** | −0.061 *** | −0.412 *** | 0.305*** | 0.308 *** | 0.291*** | −0.115 *** | 0.051 *** | 0.149 *** | −0.107 *** |
Roa | −0.035 ** | 0.028 * | −0.061 *** | −0.432 *** | 1 | 0.361 *** | 0.338 *** | −0.217*** | −0.238 *** | −0.242*** | 0.140 *** | 0.071 *** | −0.075 *** | 0.117 *** |
Growth | −0.016 | 0.035 ** | 0.030 ** | −0.032 ** | 0.281 *** | 1 | 0.055 *** | −0.083*** | −0.179 *** | −0.129*** | 0.078 *** | −0.024 * | −0.040 *** | 0.064 *** |
Cash | −0.080 *** | −0.009 | −0.238 *** | −0.406 *** | 0.294 *** | 0.022 | 1 | −0.376*** | −0.133 *** | −0.057*** | 0.019 | 0.031 ** | −0.023 | 0.042 *** |
Tangibility | 0.162 *** | −0.03 5** | 0.264 *** | 0.321 *** | −0.187 *** | −0.059 *** | −0.371 *** | 1 | 0.159 *** | 0.279*** | −0.100 *** | 0.130 *** | 0.118 *** | −0.118 *** |
Age | 0.022 | −0.037 ** | 0.415 *** | 0.328 *** | −0.199 *** | −0.110 *** | −0.154 *** | 0.188*** | 1 | 0.512*** | −0.287 *** | −0.004 | 0.171 *** | −0.231 *** |
Soe | 0.053 *** | −0.099 *** | 0.380 *** | 0.308 *** | −0.168 *** | −0.092 *** | −0.066 *** | 0.297*** | 0.493 *** | 1 | −0.336 *** | 0.249 *** | 0.263 *** | −0.260 *** |
Mshare | −0.016 | 0.034 ** | −0.082 *** | −0.131 *** | 0.105 *** | 0.017 | 0.009 | −0.116*** | −0.271 *** | −0.336*** | 1 | −0.155 *** | −0.055 *** | 0.161 *** |
Top1 | −0.010 | 0.004 | 0.289 *** | 0.063 *** | 0.088* ** | 0.007 | 0.024 * | 0.139*** | −0.013 | 0.261*** | −0.171 *** | 1 | 0.048 *** | −0.020 |
Board | 0.020 | −0.040 *** | 0.256 *** | 0.166 *** | −0.056 *** | −0.009 | −0.034 ** | 0.123*** | 0.171 *** | 0.268*** | −0.061 *** | 0.061 *** | 1 | −0.157 *** |
Dual | −0.004 | 0.029 ** | −0.179 *** | −0.115 *** | 0.091 *** | 0.038 *** | 0.038 *** | −0.121*** | −0.239 *** | −0.260*** | 0.161 *** | −0.037 ** | −0.151 *** | 1 |
Variable | (1) | (2) |
---|---|---|
PP | PP | |
ESOP | −0.102 ** | −0.099 ** |
(−2.261) | (−2.197) | |
Size | −0.100 * | |
(−1.674) | ||
Lev | 0.417 ** | |
(2.185) | ||
Roa | 0.325 | |
(0.925) | ||
Growth | −0.049 | |
(−1.467) | ||
Cash | −0.147 | |
(−0.678) | ||
Tangibility | 0.189 | |
(0.805) | ||
Age | −0.024 | |
(−0.241) | ||
Soe | 0.535 *** | |
(4.247) | ||
Mshare | −0.003 | |
(−0.058) | ||
Top1 | 0.000 | |
(0.037) | ||
Board | 0.021 | |
(0.308) | ||
Dual | 0.012 | |
(0.245) | ||
Constant | 0.540 *** | 2.323 * |
(14.135) | (1.844) | |
Year Fixed Effects | Yes | Yes |
Firm Fixed Effects | Yes | Yes |
R-squared | 0.424 | 0.428 |
Observations | 4607 | 4607 |
Variable | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
PP | PP | CEI | PP | PP | PP | |
ESOP | −0.079 * | 0.154 * | −0.120 *** | −0.018 * | ||
(−1.681) | (1.949) | (−2.799) | (−1.752) | |||
ESPO_ZB | −0.071 ** | |||||
(−2.523) | ||||||
Treat*Post | −0.015 ** | |||||
(−2.112) | ||||||
Treat | 0.007 | |||||
(1.233) | ||||||
Size | 0.003 | −0.097 * | 0.107 * | −0.102 * | −0.085 | −0.017 |
(1.310) | (−1.699) | (1.691) | (−1.712) | (−1.360) | (−1.528) | |
Lev | 0.014 | 0.329 * | 0.164 | 0.414 ** | 0.458 ** | 0.103 ** |
(1.190) | (1.830) | (1.029) | (2.173) | (2.285) | (2.478) | |
Roa | −0.085 * | 0.209 | 0.055 | 0.313 | 0.574 | −0.233 *** |
(−1.865) | (0.601) | (0.197) | (0.891) | (1.514) | (−4.096) | |
Growth | −0.005 | −0.049 | −0.082 * | −0.048 | −0.070 ** | −0.018 *** |
(−1.299) | (−1.456) | (−1.915) | (−1.443) | (−2.015) | (−3.088) | |
Cash | 0.035 | 0.039 | 0.285 | −0.148 | −0.156 | −0.097 ** |
(0.929) | (0.177) | (1.321) | (−0.678) | (−0.659) | (−2.314) | |
Tangibility | 0.120 *** | 0.168 | 0.659 ** | 0.185 | 0.118 | 0.195 *** |
(7.266) | (0.664) | (2.512) | (0.788) | (0.478) | (3.104) | |
Age | −0.005 | 0.070 | 0.064 | −0.024 | 0.032 | 0.020 |
(−1.408) | (0.541) | (0.540) | (−0.233) | (0.302) | (1.086) | |
Soe | −0.002 | 0.525 *** | 0.135 | 0.532 *** | 0.535 *** | 0.077 *** |
(−0.357) | (4.108) | (1.134) | (4.222) | (3.943) | (2.975) | |
Mshare | −0.006 | −0.006 | −0.026 | −0.003 | −0.002 | −0.008 |
(−1.125) | (−0.146) | (−0.494) | (−0.077) | (−0.051) | (−0.689) | |
Top1 | −0.000 ** | −0.000 | −0.003 | 0.000 | −0.001 | −0.000 |
(−2.463) | (−0.108) | (−0.764) | (0.075) | (−0.388) | (−0.311) | |
Board | −0.010 | 0.046 | −0.093 | 0.020 | 0.026 | 0.006 |
(−1.252) | (0.656) | (−1.235) | (0.293) | (0.359) | (0.374) | |
Dual | 0.006 | 0.031 | −0.017 | 0.012 | 0.044 | 0.015 |
(1.066) | (0.601) | (−0.355) | (0.236) | (0.820) | (1.537) | |
ER | −0.585 | |||||
(−0.431) | ||||||
EIPs | 0.140 *** | |||||
(2.734) | ||||||
DIBindex | 0.002 | |||||
(0.165) | ||||||
Constant | −0.011 | 2.121 * | −2.134 * | 2.373 * | 1.866 | 0.422 * |
(−0.276) | (1.719) | (−1.664) | (1.883) | (1.408) | (1.694) | |
Year Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
Firm Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
Ind∗Year Fixed Effects | No | Yes | No | No | No | No |
Region∗Year Fixed Effects | No | Yes | No | No | No | No |
R-squared | 0.063 | 0.450 | 0.362 | 0.428 | 0.410 | 0.415 |
Observations | 3525 | 4607 | 4607 | 4607 | 4123 | 19,149 |
Variable | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
PP | PP | PP | PP | PP | PP | |
Free-Riding Problem | Human Capital Quality | Ownership Structure | ||||
High | Low | High | Low | SOEs | Non-SOEs | |
ESOP | −0.062 | −0.115 ** | −0.212 ** | −0.047 | −0.025 | −0.101 ** |
(−0.905) | (−2.304) | (−2.220) | (−0.931) | (−0.303) | (−2.027) | |
Size | 0.102 ** | −0.037 | −0.044 | −0.204 *** | −0.144 | −0.084 |
(2.411) | (−0.498) | (−0.317) | (−3.084) | (−1.121) | (−1.495) | |
Lev | −0.180 | 0.725 ** | −0.053 | 0.828 *** | 1.171 *** | 0.191 |
(−0.721) | (2.574) | (−0.138) | (2.980) | (2.600) | (1.008) | |
Roa | 0.020 | −0.130 | 0.908 | 0.252 | 1.142 | −0.097 |
(0.047) | (−0.266) | (1.373) | (0.529) | (1.481) | (−0.268) | |
Growth | 0.001 | −0.038 | −0.092 | −0.023 | −0.089 | −0.008 |
(0.018) | (−0.859) | (−1.511) | (−0.521) | (−1.426) | (−0.220) | |
Cash | 0.074 | −0.043 | 0.214 | 0.039 | −0.052 | 0.033 |
(0.269) | (−0.159) | (0.382) | (0.148) | (−0.104) | (0.143) | |
Tangibility | 0.095 | 0.024 | 0.485 | 0.573 * | 0.179 | 0.381 |
(0.334) | (0.072) | (1.004) | (1.733) | (0.453) | (1.266) | |
Age | −0.230 | −0.002 | −0.368 * | 0.215 * | −0.058 | −0.072 |
(−1.468) | (−0.015) | (−1.775) | (1.781) | (−0.242) | (−0.596) | |
Soe | 0.218 * | 0.689 *** | 0.435 *** | 0.189 * | - | - |
(1.924) | (3.391) | (2.608) | (1.857) | - | - | |
Mshare | −0.029 | 0.061 | −0.006 | −0.068 | −0.080 | 0.051 |
(−0.621) | (0.850) | (−0.087) | (−0.985) | (−1.113) | (1.105) | |
Top1 | −0.005 | 0.016 *** | −0.002 | 0.003 | −0.001 | 0.004 |
(−1.584) | (3.036) | (−0.562) | (0.630) | (−0.278) | (1.098) | |
Board | −0.119 | 0.138 | −0.104 | 0.101 | 0.101 | −0.007 |
(−1.407) | (1.332) | (−0.759) | (1.156) | (0.837) | (−0.085) | |
Dual | −0.035 | 0.063 | −0.033 | 0.115 * | −0.000 | 0.013 |
(−0.442) | (0.988) | (−0.321) | (1.823) | (−0.002) | (0.224) | |
Constant | −0.868 | 0.019 | 2.311 | 3.696 *** | 3.218 | 2.057 * |
(−0.921) | (0.012) | (0.771) | (2.677) | (1.212) | (1.685) | |
Year Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
Firm Fixed Effects | Yes | Yes | Yes | Yes | Yes | Yes |
R-squared | 0.483 | 0.497 | 0.307 | 0.530 | 0.497 | 0.399 |
Observations | 2303 | 2304 | 1970 | 2637 | 1565 | 3042 |
Variable | (1) | (2) |
---|---|---|
TFP | Patent | |
ESOP | 0.055 *** | 0.016 ** |
(3.082) | (2.092) | |
Size | −0.116 *** | −0.001 |
(−5.070) | (−0.329) | |
Lev | 0.105 | 0.004 |
(1.361) | (0.242) | |
Roa | 1.300 *** | −0.079 * |
(10.439) | (−1.727) | |
Growth | 0.215 *** | 0.002 |
(10.903) | (0.366) | |
Cash | −0.027 | 0.048 * |
(−0.377) | (1.821) | |
Tangibility | 0.279 *** | −0.001 |
(3.358) | (−0.047) | |
Age | 0.070 ** | 0.002 |
(2.268) | (0.151) | |
Soe | −0.163 *** | −0.007 |
(−3.023) | (−0.416) | |
Mshare | 0.012 | −0.006 |
(0.665) | (−1.027) | |
Top1 | 0.001 | 0.000 |
(0.425) | (0.225) | |
Board | 0.018 | −0.014 |
(0.709) | (−1.340) | |
Dual | 0.009 | −0.006 |
(0.629) | (−1.173) | |
Constant | 5.683 *** | 0.083 |
(11.919) | (0.846) | |
Year Fixed Effects | Yes | Yes |
Firm Fixed Effects | Yes | Yes |
R-squared | 0.838 | 0.167 |
Observations | 4607 | 4607 |
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Sun, H.; Liu, C. Employee Stock Ownership Plans and Corporate Environmental Performance: Evidence from China. Int. J. Environ. Res. Public Health 2023, 20, 1467. https://doi.org/10.3390/ijerph20021467
Sun H, Liu C. Employee Stock Ownership Plans and Corporate Environmental Performance: Evidence from China. International Journal of Environmental Research and Public Health. 2023; 20(2):1467. https://doi.org/10.3390/ijerph20021467
Chicago/Turabian StyleSun, Hongfeng, and Chang Liu. 2023. "Employee Stock Ownership Plans and Corporate Environmental Performance: Evidence from China" International Journal of Environmental Research and Public Health 20, no. 2: 1467. https://doi.org/10.3390/ijerph20021467