The Impact of Environmental Regulations on Enterprises’ Green Innovation: The Mediating Effect of Managers’ Environmental Awareness
Abstract
:1. Introduction
2. Review of the Literature
2.1. The Impact of Environmental Regulation on Enterprises’ Green Innovation
2.2. Heterogeneity of the Impact of Different Environmental Regulation Instruments
2.3. The Mediating Effects of MEA
3. Theoretical Analysis and Research Hypotheses
3.1. Impact of Different Environmental Regulations on Enterprises’ Green Innovation
3.1.1. CCER and Enterprises’ Green Innovation
3.1.2. MBER and Enterprises’ Green Innovation
3.2. Mediating Effects of MEAs
4. Empirical Models and Data Sources
4.1. Sample Selection and Data Sources
4.2. Construction of the Model
4.2.1. Baseline Regression Model
4.2.2. Mediation Effects Test Model
4.3. Variable Definitions
4.3.1. Dependent Variable
4.3.2. Independent Variable
4.3.3. Mediating Variable
4.3.4. Control Variables
5. Empirical Results
5.1. Descriptive Statistics
5.2. The Impact of CCER on the Quantity and Quality of Green Innovation
5.3. The Impact of MBER on Green Innovation
5.4. Robustness Test
5.4.1. Replacement with the Independent Variables
5.4.2. Heckman Test
5.5. Mechanistic Analysis: The Mediating Effect of MEA
5.5.1. Results of the Influence Mechanisms of CCER on Enterprises’ Green Innovation
5.5.2. Results of the Influence Mechanisms of MBER on Enterprises’ Green Innovation
5.6. Heterogeneity Analysis
5.6.1. Heterogeneity of Enterprise Property Rights
5.6.2. Heterogeneity Analysis of Pollution Degree
5.6.3. Heterogeneity of Enterprises’ Green Innovation Capabilities
5.6.4. Heterogeneity in the Class of Cities Where Enterprises Are Located
6. Conclusions
6.1. Research Findings
6.2. Policy Insights
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable Type | Variable Name | Variable Symbol | Measurement of Variables |
---|---|---|---|
Dependent variable | Quantity of green innovation | Ln (number of green utility model patent applications + number of green invention patent applications + 1) | |
Quality of green innovation | Ln (number of green invention patent applications + 1) | ||
Independent variable | Market-incentive-based environmental regulation | Total emission charges/total assets at end of period | |
Command-and-control environmental regulation | Frequency of environmental-protection-related terms in government reports of each city, obtained via textual analysis | ||
Mediating variable | Managers’ environmental awareness | Frequency of occurrence of terms such as “energy saving and emission reduction” in CSR reports and annual financial reports obtained via textual analysis | |
Control variable | Firm size | Logarithmic value of the number of employees | |
Financial leverage | Total liabilities/total assets | ||
Return on assets | Net profit/average total assets | ||
Two-duty unification | Whether the chairman of the board and the CEO are the same person; if yes, it is 1; otherwise, it is 0 | ||
Corporate value | (Market value of equity + book value of debt)/book value of total assets | ||
Business growth capability | (ROE × retention rate)/(1—ROE × etention rate) | ||
Percentage of independent directors | Number of independent directors/number of board of directors | ||
Combined tax rate | (Sales tax and surcharge + income tax expense)/total profit | ||
Nature of property rights | Whether it is a state-owned enterprise; if yes, it is 1; otherwise, it is 0 |
Variables | Observations | Average Value | Standard Deviation | Minimum Value | Maximum Value |
---|---|---|---|---|---|
7316 | 15.5844 | 64.6066 | 1.0000 | 1869.0000 | |
7316 | 9.2750 | 45.3091 | 0.0000 | 1371.0000 | |
7316 | 0.0019 | 0.0017 | 0.0000 | 0.0245 | |
7316 | 0.0035 | 0.0013 | 0.0003 | 0.0124 | |
7316 | 0.9138 | 1.7642 | 0.0000 | 28.0000 | |
7316 | 7.6345 | 1.2966 | 1.9459 | 13.2228 | |
7316 | 0.4120 | 0.2782 | −0.2272 | 18.8375 | |
7316 | 0.0126 | 0.0280 | −2.1611 | 0.8641 | |
7316 | 0.2849 | 0.4514 | 0.0000 | 1.0000 | |
7316 | 2.1257 | 5.1513 | 0.6735 | 715.9448 | |
7316 | 0.0450 | 0.6737 | −19.7724 | 98.6938 | |
7316 | 0.3759 | 0.0559 | 0.1667 | 0.8000 | |
7316 | 0.0354 | 0.0929 | −7.4859 | 6.9863 | |
7316 | 0.3478 | 0.4763 | 0.0000 | 1.0000 |
Variables | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.000 | ||||||||||||||
0.093 *** | 1.000 | |||||||||||||
0.561 *** | 0.008 | 1.000 | ||||||||||||
0.084 *** | 0.670 *** | 0.056 *** | 1.000 | |||||||||||
0.018 *** | 0.051 *** | 0.010 | 0.055 *** | 1.000 | ||||||||||
0.015 ** | 0.037 *** | 0.017 ** | 0.038 *** | 0.135 *** | 1.000 | |||||||||
−0.002 | 0.053 *** | 0.002 | 0.039 *** | 0.054 *** | 0.239 *** | 1.000 | ||||||||
0.009 | −0.012 * | 0.000 | −0.002 | −0.010 * | 0.008 | −0.208 *** | 1.000 | |||||||
−0.010 | −0.085 *** | 0.001 | −0.074 *** | −0.064 *** | −0.127 *** | −0.121 *** | 0.045 *** | 1.000 | ||||||
0.020 *** | 0.005 | 0.000 | −0.010 | −0.038 *** | −0.130 *** | −0.060 *** | −0.037 *** | 0.018 *** | 1.000 | |||||
−0.001 | −0.006 | 0.004 | −0.006 | −0.002 | 0.009 | −0.011 * | 0.054 *** | −0.001 | 0.001 | 1.000 | ||||
−0.005 | −0.034 *** | 0.002 | −0.030 *** | −0.050 *** | −0.015 *** | −0.012 ** | −0.014 *** | 0.104 *** | 0.021 *** | 0.001 | 1.000 | |||
0.022 *** | 0.010 * | 0.013 * | 0.008 | −0.035 *** | −0.074 *** | −0.008 | 0.064 *** | −0.021 *** | 0.007 | 0.016 *** | 0.003 | 1.000 | ||
0.029 *** | 0.083 *** | 0.009 | 0.077 *** | 0.089 *** | 0.264 *** | 0.242 *** | −0.071 *** | −0.298 *** | −0.046 *** | −0.008 | −0.056 *** | 0.026 *** | 1.000 |
Variables | Quantity of Green Innovation ( ) | Quality of Green Innovation ( ) | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Constant | 1.7031 *** (0.0968) | −1.7617 *** (0.3741) | 1.1237 *** (0.0892) | −2.3852 *** (0.3557) |
33.0455 ** (15.8850) | 27.0422 ** (10.8354) | 37.0513 ** (14.6636) | 29.0878 ** (11.9856) | |
23.2336 * (12.1890) | 19.0283 * (11.3941) | 29.9546 *** (10.7937) | 26.1410 ** (11.2193) | |
0.3704 *** (0.0345) | 0.3736 *** (0.0352) | |||
0.3166 * (0.1589) | 0.1404 (0.1583) | |||
0.6857 (1.4424) | 0.5064 (1.6714) | |||
0.0293 (0.0622) | 0.0650 (0.0668) | |||
−0.0038 (0.0119) | 0.0083 (0.0133) | |||
0.0985 ** (0.0438) | 0.0901 * (0.0491) | |||
0.6225 (0.3996) | 0.7134 * (0.3679) | |||
1.4627 ** (0.7218) | 1.5438 ** (0.7289) | |||
0.1431 ** (0.0560) | 0.2290 *** (0.0553) | |||
Observations | 7316 | 7316 | 7316 | 7316 |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
R-squared | 0.1614 | 0.3367 | 0.1177 | 0.2855 |
Variables | Quantity of Green Innovation ( ) | Quality of Green Innovation ( ) | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Constant | 1.9776 *** (0.0302) | −1.4661 *** (0.3364) | 1.4400 *** (0.0317) | −2.0608 *** 0.3405 |
−17.7725 ** (7.1993) | −24.1928 *** (7.5397) | −10.8536 * (7.6471) | −17.3764 * (8.8090) | |
−14.5550 * (7.3762) | −10.2614 * (5.0226) | −20.9634 ** (9.3505) | −16.9300 * (9.6347) | |
0.3622 *** (0.0344) | 0.3663 *** (0.0353) | |||
0.3112 * (0.1599) | 0.1349 (0.1617) | |||
0.6848 (1.5776) | 0.5594 (1.8522) | |||
0.0177 (0.0591) | 0.0509 (0.0647) | |||
−0.0020 (0.0129) | 0.0095 (0.0139) | |||
0.1111 ** (0.0449) | 0.1012 ** (0.0504) | |||
0.6555 (0.3964) | 0.7576 * (0.3552) | |||
1.4173 * (0.7631) | 1.5057 * (0.7725) | |||
0.1488 *** (0.0543) | 0.2318 *** (0.0546) | |||
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.1616 | 0.3312 | 0.1159 | 0.2793 |
Variables | Quantity of Green Innovation ( ) | Quality of Green Innovation ( ) | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Constant | 1.9253 *** (0.0354) | 1.5776 *** (0.3381) | 1.3868 *** (0.0346) | 2.1797 *** (0.3400) |
0.3657 *** (0.0349) | 0.1117 ** (0.0475) | 0.7866 ** (0.3456) | 0.3700 *** (0.0356) | |
1.3750 * (0.7443) | 0.6864 * (0.3872) | 0.2246 *** (0.0575) | 0.1020 * (0.0532) | |
Control variables | No | Yes | No | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.1601 | 0.3291 | 0.1148 | 0.2779 |
Variables | Quantity of Green Innovation ( ) | Quality of Green Innovation ( ) | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Constant | 2.4070 *** (0.3703) | 1.4789 *** (0.3945) | 1.9143 *** (0.3655) | 2.0759 *** (0.4344) |
−0.1249 *** (0.0364) | −0.2039 *** (0.0763) | −0.1490 *** (0.0497) | −0.1796 *** (0.0460) | |
−0.1312 ** (0.0537) | −0.1587 *** (0.0478) | −0.1431 *** (0.0357) | −0.2288 *** (0.0704) | |
Control variables | No | Yes | No | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.1638 | 0.3303 | 0.1194 | 0.2795 |
Variables | Quantity of Green Innovation ( ) | Quality of Green Innovation ( ) | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
Constant | 1.7315 *** (0.4211) | 1.5925 *** (0.3453) | 2.5128 *** (0.4425) | 2.1463 *** (0.3358) |
33.6074 *** (9.7691) | 32.2391 *** (11.4698) | |||
−38.1752 *** | −42.1708 *** | |||
(13.3762) | (13.7852) | |||
IMR | 1.8716 ** (0.7504) | 7.2192 *** (1.4675) | 3.0177 * (1.6866) | 6.9339 *** (1.9858) |
Control variables | Yes | Yes | Yes | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.3202 | 0.3264 | 0.2681 | 0.2738 |
Dependent Variable/ Independent Variable | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
Constant | −1.7209 *** (0.3645) | 0.3667 (0.2657) | −1.7635 *** (0.3702) | −2.3483 *** (0.3490) | 0.3667 (0.2657) | −2.3784 *** (0.3553) |
33.8518 ** (14.5003) | 36.4433 ** (15.0790) | 32.3314 ** (15.1892) | 42.4031 *** (14.3778) | 36.4433 ** (15.0790) | 40.7735 *** (14.9198) | |
0.0229 ** (0.0094) | 0.0197 * (0.0108) | |||||
0.3749 *** (0.0346) | 0.1029 *** (0.0278) | 0.3686 *** (0.0347) | 0.3771 *** (0.0354) | 0.1029 *** (0.0278) | 0.3723 *** (0.0354) | |
0.2769 * (0.1562) | −0.0257 (0.1246) | 0.3229 ** (0.1605) | 0.1111 (0.1541) | −0.0257 (0.1246) | 0.1458 (0.1598) | |
0.3243 (1.4324) | −1.7486 (1.3747) | 1.0474 (1.4054) | 0.3092 (1.6043) | −1.7486 (1.3747) | 0.8685 (1.5869) | |
0.0293 (0.0609) | −0.0931 ** (0.0462) | 0.0279 (0.0624) | 0.0641 (0.0656) | −0.0931 ** (0.0462) | 0.0600 0.0671 | |
−0.0039 (0.0118) | −0.0238 *** (0.0084) | −0.0020 (0.0126) | 0.0082 (0.0129) | −0.0238 *** (0.0084) | 0.0108 (0.0139) | |
0.0982 ** (0.0420) | 0.0008 (0.0426) | 0.0941 ** (0.0429) | 0.0819 * (0.0450) | 0.0008 (0.0426) | 0.0884 * (0.0486) | |
0.5950 (0.3984) | −0.8592 *** (0.2817) | 0.7218 * (0.3988) | 0.7084 * (0.3665) | −0.8592 *** (0.2817) | 0.7951 ** (0.3657) | |
1.4272 * (0.7281) | 0.0247 (0.1484) | 1.4603 * (0.7415) | 1.5188 ** (0.7248) | 0.0247 (0.1484) | 1.5589 ** (0.7484) | |
0.1379 ** (0.0556) | 0.0802 (0.0570) | 0.1367 ** (0.0558) | 0.2231 *** (0.0550) | 0.0802 (0.0570) | 0.2215 *** (0.0564) | |
Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.3315 | 0.1310 | 0.3380 | 0.2840 | 0.1310 | 0.2862 |
Dependent Variable/ Independent Variable | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
Constant | −1.4808 *** (0.3327) | 0.5156 ** (0.2398) | −1.5356 *** (0.3408) | −2.0771 *** (0.3392) | 0.5156 ** (0.2398) | −2.1125 *** (0.3486) |
−26.4473 ** (10.1891) | 8.2188 (15.0019) | −25.3795 ** (10.5785) | −28.4872 ** (11.7592) | 8.2188 (15.0019) | −28.0614 ** (12.1926) | |
0.0229 ** (0.0093) | 0.0186 * (0.0108) | |||||
0.3668 *** (0.0344) | 0.1007 *** (0.0272) | 0.3606 *** (0.0345) | 0.3698 *** (0.0356) | 0.1007 *** (0.0272) | 0.3649 *** (0.0355) | |
0.2688 * (0.1568) | −0.0044 (0.1251) | 0.3230 ** (0.1605) | 0.1047 (0.1570) | −0.0044 (0.1251) | 0.1476 (0.1624) | |
0.3332 (1.5601) | −1.4348 (1.3750) | 0.9703 (1.5470) | 0.3724 (1.7784) | −1.4348 (1.3750) | 0.8329 (1.7842) | |
0.0183 (0.0585) | −0.1084 ** (0.0492) | 0.0190 (0.0596) | 0.0503 (0.0641) | −0.1084 ** (0.0492) | 0.0484 (0.0653) | |
−0.0024 (0.0129) | −0.0268 *** (0.0088) | −0.0004 (0.0137) | 0.0091 (0.0137) | −0.0268 *** (0.0088) | 0.0116 (0.0147) | |
0.1092 ** (0.0418) | −0.0114 ** (0.0054) | 0.1074 ** (0.0432) | 0.0922 ** (0.0453) | −0.0114 ** (0.0054) | 0.1001 ** (0.0490) | |
0.6227 (0.3902) | −0.8314 *** (0.2707) | 0.7415 * (0.3901) | 0.7443 ** (0.3496) | −0.8314 *** (0.2707) | 0.8170 ** (0.3477) | |
1.3475 * (0.7556) | 0.0005 (0.1362) | 1.4013 * (0.7713) | 1.4434 * (0.7582) | 0.0005 (0.1362) | 1.5087 * (0.7822) | |
0.1394 ** (0.0544) | 0.0724 (0.0574) | 0.1395 ** (0.0542) | 0.2220 *** (0.0548) | 0.0724 (0.0574) | 0.2221 *** (0.0556) | |
Year fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 7316 | 7316 | 7316 | 7316 | 7316 | 7316 |
R-squared | 0.3294 | 0.1325 | 0.3328 | 0.2782 | 0.1325 | 0.2807 |
Independent Variable | State-Owned Enterprises | Non-State-Owned Enterprises | ||
---|---|---|---|---|
Constant | −2.9302 *** (0.4525) | −3.4924 *** (0.4553) | −0.8900 ** (0.4027) | −1.4589 *** (0.3922) |
56.2633 *** (17.4814) | 44.7282 ** (16.9128) | 6.3449 (10.4415) | 15.0314 (12.7340) | |
33.8955 * (18.4754) | 47.1232 ** (18.3472) | 0.2065 (12.9881) | 7.2758 (12.8144) | |
−13.2197 (8.6550) | −13.4697 (10.7721) | −27.9177 ** (11.5617) | −14.4634 * (7.8962) | |
−11.9041 (11.6113) | −17.3087 (12.6845) | 1.9803 (13.1883) | −8.5215 (12.8967) | |
Control variables | Yes | Yes | Yes | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 2941 | 2941 | 4375 | 4375 |
R-squared | 0.4307 | 0.3908 | 0.2843 | 0.2183 |
Independent Variable | Heavily Polluting Enterprises | Lightly Polluting Enterprises | ||
---|---|---|---|---|
Constant | −2.3369 ** (0.8142) | −2.8772 *** (0.8751) | −1.8003 *** (0.4365) | −2.4371 *** (0.4028) |
23.2508 (13.8983) | 21.0780 (13.8947) | 28.4199 ** (13.4665) | 31.4772 ** (14.4694) | |
49.4614 ** (20.0409) | 59.7354 *** (16.4845) | 1.8238 (11.5906) | 8.2120 (12.2843) | |
−17.7545 ** (6.1650) | −13.5827 (10.3757) | −23.5709 ** (11.6705) | −16.1427 (13.9929) | |
−35.8997 *** (10.8009) | −45.4811 *** (12.8367) | 14.2214 (10.7441) | 11.9319 (9.1015) | |
Control variables | Yes | Yes | Yes | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 1778 | 1778 | 5538 | 5538 |
R-squared | 0.3601 | 0.3050 | 0.3499 | 0.2976 |
Independent Variable | High Green Innovation Capability Enterprise | Low Green Innovation Capability Enterprise | ||
---|---|---|---|---|
Constant | 0.7906 ** (0.3588) | −0.2996 (0.4509) | 0.3316 *** (0.1247) | −0.1981 (0.1194) |
45.9302 *** (14.3142) | 57.3469 *** (12.4479) | −6.1580 (7.0480) | −7.2726 (9.1090) | |
−11.0680 (21.3777) | 12.6145 (26.3751) | 14.0104 ** (6.7898) | 17.8403 ** (7.2874) | |
15.5827 (12.1318) | 37.3120 ** (16.0594) | −5.6413 (4.3452) | −1.9695 (6.5622) | |
35.1802 * (17.9844) | 43.6458 * (24.9576) | −1.6539 (6.4439) | −7.2846 (6.7637) | |
Control variables | Yes | Yes | Yes | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 1431 | 1431 | 5885 | 5885 |
R-squared | 0.3430 | 0.3584 | 0.1387 | 0.1218 |
Independent Variable | Central City Enterprises | Non-Central City Enterprises | ||
---|---|---|---|---|
Constant | −1.9424 *** (0.4577) | −2.6411 *** (0.4467) | −1.6367 *** (0.5709) | −2.0662 *** (0.6332) |
44.9792 *** (15.0012) | 44.8750 *** (14.0115) | −9.3153 (11.6835) | −3.6608 (14.4399) | |
23.2881 (19.3462) | 34.5401 * (20.6254) | −7.1044 (16.6113) | −6.1646 (17.8242) | |
29.8005 *** (10.0399) | 19.6771 * (11.2711) | −9.5776 (11.1083) | −12.2076 (12.2907) | |
−9.2175 (11.7257) | −15.0947 (12.1593) | −1.5371 (12.1652) | −8.3364 (12.8694) | |
Control variables | Yes | Yes | Yes | Yes |
Year fixed effects | Yes | Yes | Yes | Yes |
Industry fixed effects | Yes | Yes | Yes | Yes |
Observations | 4634 | 4634 | 2682 | 2682 |
R-squared | 0.3815 | 0.3253 | 0.3163 | 0.2786 |
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Lin, D.; Zhao, Y. The Impact of Environmental Regulations on Enterprises’ Green Innovation: The Mediating Effect of Managers’ Environmental Awareness. Sustainability 2023, 15, 10906. https://doi.org/10.3390/su151410906
Lin D, Zhao Y. The Impact of Environmental Regulations on Enterprises’ Green Innovation: The Mediating Effect of Managers’ Environmental Awareness. Sustainability. 2023; 15(14):10906. https://doi.org/10.3390/su151410906
Chicago/Turabian StyleLin, Deqin, and Yuetong Zhao. 2023. "The Impact of Environmental Regulations on Enterprises’ Green Innovation: The Mediating Effect of Managers’ Environmental Awareness" Sustainability 15, no. 14: 10906. https://doi.org/10.3390/su151410906
APA StyleLin, D., & Zhao, Y. (2023). The Impact of Environmental Regulations on Enterprises’ Green Innovation: The Mediating Effect of Managers’ Environmental Awareness. Sustainability, 15(14), 10906. https://doi.org/10.3390/su151410906