| Literature DB >> 32010654 |
Kuang-Cheng Chai1, Yang Huang1, Ke-Chiun Chang2, Wen-Jun Hu1.
Abstract
This study examines selected companies in China from 2012 to 2017 matched with provincial air quality index data and uses ordinary least squares regression to examine the relationship between environmental regulation, air quality, employee compensation, and corporate performance. The study found that, first, environmental regulation has eliminated heavy polluting enterprises and promoted the upgrading of enterprise equipment through the cost increase effect, thereby improving regional air quality. Second, good air quality can increase non-monetary benefits for employees, so that corporate employees' monetary compensation can be kept at a low level. Third, in the aforementioned context, with the significant reduction in employee compensation, corporate performance has increased. This study expands the research on the impact of environmental regulation on corporate behavior and enriches the theoretical literature on employee compensation management. Furthermore, to alleviate the adverse effects of high employee compensation on corporate performance under severe air quality, it provides recommendations moving forward. In addition, this study provides empirical evidence for the development of the concept of "lucid waters and lush mountains are invaluable assets" from the perspective of labor cost.Entities:
Keywords: air quality; corporate performance; employee compensation; environmental regulation; labor costs
Year: 2020 PMID: 32010654 PMCID: PMC6978731 DOI: 10.3389/fpubh.2019.00398
Source DB: PubMed Journal: Front Public Health ISSN: 2296-2565
Figure 1Research framework.
Definitions of variables.
| Employee's salary | Lgwage | Deducting the number of executives/employees in cash paid to employees and for employees (this value is taken by natural logarithm) |
| Air quality | Air | The environmental quality index is between 0 and 1. The larger the air quality, the better |
| Business performance | Roe | Net profit/total assets |
| Environmental regulation | Hr | Local industrial pollution control investment/local GDP |
| Company size | Size | Natural logarithm of total assets at the end of the period |
| Assets and liabilities | Lev | Total liabilities at the end of the period divided by total assets at the end of the period |
| Cash holding level | Cash | Initial monetary funds after standardization of total assets |
| Executive compensation | Lgcom | Natural logarithm of executive compensation |
| Equity concentration | Shr | The shareholding ratio of the largest shareholder |
| Nature of property | Soe | State-owned enterprise is 1, otherwise 0 |
| Industrial output value | InGDP | Local industrial GDP accounts for the proportion of total local GDP |
| Coal consumption | CCons | Total coal consumption by region |
| Motor vehicle possession | Vepop | Total amount of diesel locomotives (including motorcycles, cars, trucks) |
| Construction area | Buiope | Building area of each district |
Descriptive statistics.
| Lgwage | 21,372 | 11.5455 | 0.5158 | 10.4525 | 13.1674 |
| Air | 21,372 | 0.2082 | 0.1381 | 0.0700 | 0.7020 |
| Hr | 21,372 | 0.0012 | 0.0016 | 0.0002 | 0.0111 |
| Roe | 21,327 | 0.0469 | 0.0675 | −0.2505 | 0.2536 |
| Size | 21,327 | 21.9408 | 1.5168 | 19.0581 | 26.9609 |
| Lev | 21,372 | 0.4345 | 0.2128 | 0.0539 | 0.9401 |
| Cash | 21,327 | 0.1609 | 0.1222 | 0.0006 | 0.6069 |
| Lgcom | 21,372 | 15.2827 | 0.7456 | 13.4027 | 17.4254 |
| Shr | 21,372 | 0.3078 | 0.1839 | 0.0000 | 0.7738 |
| Soe | 21,372 | 0.2970 | 0.4570 | 0.0000 | 1 |
| InGDP | 21,372 | 0.4361 | 0.0585 | 0.2460 | 0.5460 |
| CCons | 21,372 | 102.1077 | 0.5288 | 100.9600 | 103.3000 |
| Vepop | 21,372 | 4659.7680 | 9958.4060 | 25 | 72,530 |
| Buiope | 21,372 | 18.5412 | 3.8030 | 12 | 32 |
Pearson correlation coefficient.
| Lgwage | 1 | ||||||||||||
| Air | 0.056 | 1 | |||||||||||
| Hr | −0.074 | 0.096 | 1 | ||||||||||
| ROE | −0.002 | 0.005 | −0.071 | 1 | |||||||||
| Size | 0.343 | 0.052 | 0.012 | −0.233 | 1 | ||||||||
| Lev | 0.151 | −0.008 | 0.049 | −0.358 | 0.478 | 1 | |||||||
| Cash | 0.059 | −0.031 | −0.047 | 0.083 | −0.170 | −0.291 | 1 | ||||||
| Lgcom | 0.376 | −0.003 | −0.109 | 0.142 | 0.551 | 0.191 | −0.033 | 1 | |||||
| Shr | 0.052 | 0.037 | 0.017 | −0.105 | 0.318 | 0.023 | 0.023 | 0.006 | 1 | ||||
| Soe | 0.198 | 0.041 | 0.067 | −0.169 | 0.380 | 0.243 | −0.037 | 0.085 | 0.270 | 1 | |||
| InGDP | −0.270 | −0.092 | −0.053 | 0.062 | −0.111 | 0.005 | −0.031 | −0.118 | −0.073 | −0.052 | 1 | ||
| CCons | −0.051 | −0.305 | −0.001 | 0.050 | −0.098 | 0.038 | 0.077 | −0.039 | −0.068 | 0.006 | 0.070 | 1 | |
| Vepop | 0.073 | 0.000 | −0.033 | −0.061 | 0.599 | 0.274 | −0.082 | 0.345 | 0.184 | 0.212 | −0.053 | −0.003 | 1 |
| Buiope | 0.142 | 0.008 | 0.039 | −0.008 | 0.484 | 0.283 | −0.097 | 0.459 | 0.033 | 0.299 | 0.037 | 0.050 | 0.355 |
p < 0.01,
p < 0.05,
p < 0.1.
Relationship between environmental regulation and employee compensation.
| Hr | −15.740 | −14.090 | −16.790 | −14.590 |
| [3.3982] | [3.3365] | [4.1338] | [4.1792] | |
| Size | 0.160 | 0.140 | 0.136 | 0.182 |
| [0.0096] | [0.0095] | [0.0093] | [0.0141] | |
| Lev | −0.086 | −0.123 | −0.108 | −0.0822 |
| [0.0383] | [0.0376] | [0.0368] | [0.0480] | |
| ROE | −0.338 | −0.340 | −0.338 | −0.362 |
| [0.0751] | [0.0742] | [0.0740] | [0.0786] | |
| Cash | 0.224 | 0.186 | 0.180 | 0.173 |
| [0.0306] | [0.0306] | [0.0304] | [0.0329] | |
| Lgcom | 0.188 | 0.187 | 0.177 | 0.168 |
| [0.0103] | [0.0100] | [0.0099] | [0.0125] | |
| Shr | −0.164 | −0.126 | −0.136 | −0.270 |
| [0.0491] | [0.0466] | [0.0451] | [0.0802] | |
| CCons | −0.063 | −0.0676 | −0.0754 | −0.0611 |
| [0.0045] | [0.0044] | [0.0044] | [0.0047] | |
| Vepop | −0.000 | −0.000 | −0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | −0.018 | −0.020 | −0.018 | −0.019 |
| [0.0016] | [0.0015] | [0.0015] | [0.0019] | |
| Cons | 11.980 | 13.710 | 14.470 | 11.760 |
| [0.5205] | [0.5147] | [0.5203] | [0.6287] | |
| Soe | 0.154 | 0.145 | 0.141 | Yes |
| [0.0179] | [0.0169] | [0.0161] | ||
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.229 | 0.227 | 0.227 | 0.232 |
| Chi-square | 2099.10 | 10453.49 | 13042.66 | |
| 146.56 | ||||
N = 21,372,
p < 0.01,
p < 0.05,
p < 0.1, and the standard deviation is shown in square brackets.
Relationship between environmental regulation and air quality.
| Hr | 7.718 | 8.166 | 38.880 | 38.790 |
| [1.0393] | [1.0537] | [1.9312] | [1.9830] | |
| InGDP | −0.129 | −0.123 | −0.106 | −0.0814 |
| [0.0135] | [0.0137] | [0.0208] | [0.0222] | |
| CCons | −0.080 | −0.080 | −0.086 | −0.089 |
| [0.0015] | [0.0015] | [0.0015] | [0.0015] | |
| Vepop | −0.000 | −0.000 | −0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | 0.001 | 0.001 | 0.000 | 0.001 |
| [0.0003] | [0.0003] | [0.0002] | [0.0006] | |
| Cons | 8.391 | 8.364 | 8.804 | 9.284 |
| [0.1482] | [0.1490] | [0.1499] | [0.1529] | |
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.134 | 0.134 | 0.152 | 0.152 |
| Chi-square | 3659.25 | 7230.91 | 54573.04 | |
| 789.26 | ||||
N = 21,372,
p < 0.1, and the standard deviation is shown in square brackets.
Relationship between air quality and employee compensation.
| Air | −0.045 | −0.047 | −0.067 | −0.069 |
| [0.0128] | [0.0127] | [0.0128] | [0.0129] | |
| Size | 0.160 | 0.139 | 0.136 | 0.182 |
| [0.0096] | [0.0095] | [0.0093] | [0.0141] | |
| Lev | −0.0851 | −0.124 | −0.106 | −0.0798 |
| [0.0384] | [0.0376] | [0.0368] | [0.0480] | |
| ROE | −0.325 | −0.328 | −0.324 | −0.348 |
| [0.0751] | [0.0742] | [0.0739] | [0.0785] | |
| Cash | 0.228 | 0.188 | 0.181 | 0.175 |
| [0.0305] | [0.0305] | [0.0303] | [0.0327] | |
| Lgcom | 0.190 | 0.188 | 0.178 | 0.168 |
| [0.0103] | [0.0100] | [0.0099] | [0.0125] | |
| Shr | −0.166 | −0.126 | −0.139 | −0.276 |
| [0.0490] | [0.0465] | [0.0451] | [0.0802] | |
| CCons | −0.066 | −0.071 | −0.081 | −0.066 |
| [0.0047] | [0.0047] | [0.0047] | [0.0050] | |
| Vepop | −0.000 | −0.000 | −0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | −0.018 | −0.020 | −0.019 | −0.019 |
| [0.0016] | [0.0015] | [0.0015] | [0.0019] | |
| Cons | 12.250 | 14.030 | 14.940 | 12.290 |
| [0.5467] | [0.5406] | [0.5484] | [0.6557] | |
| Soe | 0.151 | 0.143 | 0.141 | Yes |
| [0.0180] | [0.0169] | [0.0162] | ||
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.229 | 0.227 | 0.227 | 0.232 |
| Chi-square | 2068.96 | 10396.05 | 13036.55 | |
| 146.04 | ||||
N = 21,372,
p < 0.01,
p < 0.05,
p < 0.1, and the standard deviation is shown in square brackets.
Relationship between employee compensation and return on net assets.
| Lgwage | −0.006 | −0.007 | −0.007 | −0.013 |
| [0.0016] | [0.0017] | [0.0018] | [0.0028] | |
| Size | 0.005 | 0.004 | 0.004 | 0.009 |
| [0.0009] | [0.0009] | [0.0009] | [0.0019] | |
| Lev | −0.144 | −0.147 | −0.146 | −0.179 |
| [0.0048] | [0.0050] | [0.0050] | [0.0081] | |
| Cash | −0.024 | −0.025 | −0.024 | −0.040 |
| [0.0054] | [0.0055] | [0.0056] | [0.0070] | |
| Lgcom | 0.013 | 0.013 | 0.013 | 0.005 |
| [0.0011] | [0.0011] | [0.0011] | [0.0019] | |
| Shr | 0.070 | 0.070 | 0.068 | 0.097 |
| [0.0045] | [0.0046] | [0.0046] | [0.0115] | |
| CCons | 0.002 | 0.001 | 0.002 | 0.002 |
| [0.0007] | [0.0007] | [0.0007] | [0.0008] | |
| Vepop | −0.000 | −0.000 | −0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | 0.000 | 0.000 | 0.000 | 0.001 |
| [0.0002] | [0.0002] | [0.0002] | [0.0003] | |
| Cons | −0.314 | −0.238 | −0.246 | −0.273 |
| [0.0776] | [0.0800] | [0.0833] | [0.1059] | |
| Soe | −0.009 | −0.008 | −0.007 | Yes |
| [0.0014] | [0.0014] | [0.0015] | ||
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.120 | 0.121 | 0.121 | 0.127 |
| Chi-square | 1852.74 | 17306.27 | 18218.77 | |
| 63.03 | ||||
N = 21,372,
p < 0.05,
p < 0.1, and the standard deviation is shown in square brackets.
Relationship between employee compensation and total return on assets.
| Lgwage | −0.006 | −0.007 | −0.008 | −0.012 |
| [0.0018] | [0.0019] | [0.0020] | [0.0029] | |
| Size | 0.004 | 0.004 | 0.004 | 0.008 |
| [0.0010] | [0.0010] | [0.0010] | [0.0020] | |
| Lev | −0.154 | −0.157 | −0.156 | −0.181 |
| [0.0050] | [0.0051] | [0.0051] | [0.0081] | |
| Cash | −0.046 | −0.047 | −0.046 | −0.066 |
| [0.0054] | [0.0055] | [0.0055] | [0.0068] | |
| Lgcom | 0.014 | 0.013 | 0.013 | 0.005 |
| [0.0012] | [0.0012] | [0.0012] | [0.0019] | |
| Shr | 0.080 | 0.078 | 0.077 | 0.104 |
| [0.0051] | [0.0051] | [0.0051] | [0.0120] | |
| CCons | 0.002 | 0.002 | 0.002 | 0.002 |
| [0.0007] | [0.0007] | [0.0008] | [0.0008] | |
| Vepop | −0.000 | 0.000 | 0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | 0.000 | 0.000 | 0.000 | 0.001 |
| [0.0002] | [0.0002] | [0.0002] | [0.0003] | |
| Cons | −0.309 | −0.233 | −0.230 | −0.235 |
| [0.0801] | [0.0823] | [0.0853] | [0.1061] | |
| Soe | −0.012 | −0.011 | −0.010 | Yes |
| [0.0015] | [0.0016] | [0.0016] | ||
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.127 | 0.128 | 0.128 | 0.135 |
| Chi-square | 1844.66 | 15225.43 | 16058.56 | |
| 66.13 | ||||
N = 21,372,
p < 0.01,
p < 0.05,
p < 0.1, and the standard deviation is shown in square brackets.
Relationship between employee compensation and operating income growth rate (OIGR).
| Lgwage | −0.020 | −0.033 | −0.037 | −0.140 |
| [0.0081] | [0.0087] | [0.0091] | [0.0192] | |
| Size | 0.026 | 0.029 | 0.031 | 0.143 |
| [0.0043] | [0.0045] | [0.0046] | [0.0137] | |
| Lev | −0.049 | −0.049 | −0.045 | −0.039 |
| [0.0214] | [0.0220] | [0.0224] | [0.0515] | |
| Cash | −0.266 | −0.296 | −0.302 | −0.321 |
| [0.0259] | [0.0266] | [0.0270] | [0.0436] | |
| Lgcom | 0.033 | 0.029 | 0.024 | 0.022 |
| [0.0055] | [0.0056] | [0.0057] | [0.0131] | |
| Shr | −0.079 | −0.067 | −0.070 | −0.001 |
| [0.0195] | [0.0196] | [0.0196] | [0.0647] | |
| CCons | −0.033 | −0.035 | −0.040 | −0.023 |
| [0.0053] | [0.0052] | [0.0055] | [0.0059] | |
| Vepop | −0.000 | −0.000 | −0.000 | −0.000 |
| [0.0000] | [0.0000] | [0.0000] | [0.0000] | |
| Buiope | −0.005 | −0.005 | −0.004 | 0.002 |
| [0.0009] | [0.0009] | [0.0009] | [0.0020] | |
| Cons | 2.874 | 3.070 | 3.583 | 0.629 |
| [0.5504] | [0.5539] | [0.5820] | [0.7142] | |
| Soe | −0.086 | −0.079 | −0.079 | Yes |
| [0.0068] | [0.0071] | [0.0073] | ||
| Industry | No | Yes | Yes | Yes |
| Province | No | No | Yes | Yes |
| Enterprise | No | No | No | Yes |
| Adjusted | 0.0289 | 0.0313 | 0.0315 | 0.0478 |
| Chi-square | 550.30 | 4134.53 | 4288.10 | |
| 34.89 | ||||
N = 21,372,
p < 0.05,
p < 0.1, and the standard deviation is shown in square brackets.