Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage
Abstract
:1. Introduction
2. Literature Review and Research Hypothesis
2.1. Literature Review
2.1.1. ESG’s Concept of Sustainability
2.1.2. Corporate Innovation Behavior
2.2. Research Hypothesis
2.2.1. Impact of ESG on Enterprise Innovation
2.2.2. The Mediating Role of Internal Control Effectiveness
2.2.3. The Mediating Role Analyst Coverage
3. Research Design
3.1. Sample Selection and Data Source
3.2. Variable Definition
3.2.1. Corporate Innovation
3.2.2. ESG Performance
3.2.3. Mediation Variables
3.2.4. Control Variables
3.3. Model Setting
4. Empirical Analysis
4.1. Descriptive Statistics
4.2. Baseline Regression Results
4.3. Mediating Effect Tests
4.3.1. Mediating Effect Test of Internal Control Effectiveness
4.3.2. Mediating Effect Test of Analyst Coverage
4.4. Heterogeneity Test
4.4.1. Test of Domestic and Foreign Patent Citations
4.4.2. Test of Enterprise Characteristics
Enterprise Ownership Test
Enterprise Size Test
Management Duality Test
4.4.3. Test of the Degree of Competition in the Industry
4.4.4. Test of City Level
5. Robustness Test
5.1. Lag Effect of Explained Variable
5.2. Instrumental Variable Method
5.3. Replacing the Measurement Method of the Explained Variable
5.4. Change Sample Statistical Year
5.5. Other Robustness Tests
6. Discussion
7. Conclusions
7.1. Research Conclusions
7.2. Insights and Recommendations
7.3. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Symbol | Description |
---|---|---|
Innovation quantity | lnPatent | Natural logarithm of the sum of the number of invention authorized patents and 1 |
Innovation quality | lnCitation | Natural logarithm of the sum of the number of citations of authorized invention patents and 1 |
Dom_lnCit | Natural logarithm of the sum of the number of domestic citations of authorized invention patents and 1 | |
Fore_lnCit | Natural logarithm of the sum of the number of foreign citations of authorized invention patents and 1 | |
ESG performance | ESG | According to the ESG rating of China Securities, the value is 1–9 from low to high |
Internal control effectiveness | ICE | Dibo internal control index |
Analyst coverage | Coverage | Logarithm of the total number of securities analysts issuing analysis and forecast reports |
Corporate size | Size | Natural logarithm of total assets |
Asset–liability ratio | Lev | Ratio of total liabilities to total assets |
Return on assets | Roa | rate of return on total assets |
Corporate growth | Growth | Growth rate of operating income |
Board size | Board | Natural logarithm of the number of directors |
Board independence | Indep | Independent directors divided by the number of directors |
CEO duality | Dual | CEO concurrently serves as the chairman and general manager, it is 1; otherwise, it is 0 |
Equity nature | Soe | In case of state-owned holding, the value of Soe is 1; otherwise, the value is 0 |
Corporate years | ListAge | Establishment years of listed companies |
Equity concentration | Top1 | Shareholding ratio of the largest shareholder |
Institutional share proportion | INST | Number of shares held by institutional investors divided by total number of shares |
Variable | N | Mean | SD | Min | Max |
---|---|---|---|---|---|
lnPatent | 18,057 | 1.205 | 1.338 | 0 | 8.430 |
lnCitation | 18,057 | 1.501 | 1.775 | 0 | 10.11 |
Dom_lnCit | 18,057 | 0.433 | 0.946 | 0 | 8.969 |
Fore_lnCit | 18,057 | 1.458 | 1.740 | 0 | 9.729 |
ESG | 18,057 | 6.344 | 1.022 | 2 | 9 |
Size | 18,057 | 21.99 | 1.147 | 19.87 | 25.42 |
Lev | 18,057 | 0.403 | 0.194 | 0.0530 | 0.865 |
Roa | 18,057 | 0.0430 | 0.0620 | −0.203 | 0.220 |
Growth | 18,057 | 0.160 | 0.362 | −0.476 | 2.258 |
Board | 18,057 | 2.125 | 0.190 | 1.609 | 2.639 |
Indep | 18,057 | 0.374 | 0.0530 | 0.333 | 0.571 |
Dual | 18,057 | 0.294 | 0.455 | 0 | 1 |
Soe | 18,057 | 0.300 | 0.458 | 0 | 1 |
ListAge | 18,057 | 2.078 | 0.748 | 0.693 | 3.258 |
Top1 | 18,057 | 0.338 | 0.140 | 0.0900 | 0.716 |
INST | 18,057 | 0.372 | 0.230 | 0 | 0.860 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
lnPatent | lnPatent | lnCitation | lnCitation | |
ESG | 0.2841 *** | 0.0858 *** | 0.3121 *** | 0.0863 *** |
(0.020) | (0.014) | (0.024) | (0.018) | |
Growth | −0.0369 | −0.0137 | ||
(0.026) | (0.035) | |||
Roa | 1.3204 *** | 1.7392 *** | ||
(0.219) | (0.287) | |||
Lev | −0.2008 ** | −0.3155 *** | ||
(0.093) | (0.121) | |||
Top1 | −0.2930 ** | −0.4326 ** | ||
(0.132) | (0.168) | |||
Indep | 0.6012 * | 0.4381 | ||
(0.359) | (0.459) | |||
Board | 0.2537 ** | 0.2711 * | ||
(0.111) | (0.140) | |||
INST | 0.2159 *** | 0.2628 *** | ||
(0.067) | (0.087) | |||
ListAge | −0.0886 *** | −0.1400 *** | ||
(0.025) | (0.032) | |||
Size | 0.5195 *** | 0.6031 *** | ||
(0.024) | (0.029) | |||
Soe | 0.1278 ** | 0.1401 ** | ||
(0.050) | (0.064) | |||
Dual | 0.0715 ** | 0.1036 *** | ||
(0.031) | (0.040) | |||
_cons | −0.5977 *** | −11.3514 *** | −0.4789 *** | −12.7238 *** |
(0.122) | (0.584) | (0.145) | (0.699) | |
N | 18,057 | 18,057 | 18,057 | 18,057 |
Ind | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
r2_a | 0.2789 | 0.4393 | 0.3110 | 0.4300 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
ICE | lnPatent | lnCitation | Coverage | lnPatent | lnCitation | |
ESG | 0.0796 *** | 0.0848 *** | 0.0845 *** | 0.0543 *** | 0.0901 *** | 0.0898 *** |
(0.011) | (0.014) | (0.018) | (0.010) | (0.017) | (0.022) | |
ICE | 0.0135 * | 0.0227 ** | ||||
(0.008) | (0.011) | |||||
Coverage | 0.1030 *** | 0.1421 *** | ||||
(0.020) | (0.026) | |||||
Growth | 0.0429 * | −0.0375 | −0.0147 | 0.0024 | −0.0632 ** | −0.0362 |
(0.026) | (0.026) | (0.035) | (0.021) | (0.032) | (0.042) | |
Roa | 3.8660 *** | 1.2681 *** | 1.6515 *** | 5.8575 *** | 1.1113 *** | 1.5055 *** |
(0.272) | (0.224) | (0.293) | (0.195) | (0.306) | (0.403) | |
Lev | −0.2216 *** | −0.1978 ** | −0.3105 ** | −0.2425 *** | −0.1249 | −0.1925 |
(0.076) | (0.093) | (0.121) | (0.069) | (0.118) | (0.155) | |
Top1 | 0.0549 | −0.2937 ** | −0.4338 *** | −0.6451 *** | −0.2632 * | −0.3704 * |
(0.061) | (0.132) | (0.168) | (0.085) | (0.158) | (0.201) | |
Indep | 0.3006 * | 0.5972 * | 0.4313 | 0.2768 | 0.5324 | 0.3006 |
(0.178) | (0.359) | (0.459) | (0.231) | (0.424) | (0.542) | |
Board | 0.0135 | 0.2535 ** | 0.2708 * | 0.0471 | 0.2729 ** | 0.3183 * |
(0.059) | (0.111) | (0.140) | (0.067) | (0.133) | (0.167) | |
INST | −0.0564 | 0.2167 *** | 0.2641 *** | 0.6920 *** | 0.1248 | 0.1049 |
(0.043) | (0.067) | (0.087) | (0.049) | (0.078) | (0.103) | |
ListAge | −0.0911 *** | −0.0874 *** | −0.1380 *** | −0.1786 *** | −0.0846 *** | −0.1246 *** |
(0.016) | (0.025) | (0.032) | (0.020) | (0.032) | (0.040) | |
Size | 0.0520 *** | 0.5188 *** | 0.6019 *** | 0.3754 *** | 0.5313 *** | 0.6118 *** |
(0.012) | (0.024) | (0.029) | (0.014) | (0.032) | (0.038) | |
Soe | 0.0517 ** | 0.1271 ** | 0.1389 ** | −0.1691 *** | 0.1576 ** | 0.1671 ** |
(0.025) | (0.050) | (0.064) | (0.033) | (0.061) | (0.078) | |
Dual | 0.0297 * | 0.0711 ** | 0.1029 ** | 0.0932 *** | 0.0854 ** | 0.1184 ** |
(0.017) | (0.031) | (0.040) | (0.022) | (0.038) | (0.047) | |
_cons | 4.6199 *** | −11.4140 *** | −12.8287 *** | −6.7467 *** | −11.7950 *** | −13.1847 *** |
(0.271) | (0.584) | (0.700) | (0.303) | (0.739) | (0.883) | |
N | 18,057 | 18,057 | 18,057 | 13,110 | 13,110 | 13,110 |
Ind | Yes | Yes | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes | Yes | Yes |
r2_a | 0.0999 | 0.4394 | 0.4301 | 0.3977 | 0.4425 | 0.4312 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Dom_lnCit | Dom_lnCit | Fore_lnCit | Fore_lnCit | |
ESG | 0.1522 *** | 0.0420 *** | 0.3069 *** | 0.0862 *** |
(0.017) | (0.011) | (0.024) | (0.017) | |
Growth | −0.0150 | −0.0108 | ||
(0.022) | (0.034) | |||
Roa | 0.9257 *** | 1.6467 *** | ||
(0.195) | (0.280) | |||
Lev | −0.1801 ** | −0.2945 ** | ||
(0.072) | (0.118) | |||
Top1 | −0.2767 ** | −0.3951 ** | ||
(0.114) | (0.165) | |||
Indep | 0.3412 | 0.4642 | ||
(0.294) | (0.451) | |||
Board | 0.0485 | 0.2837 ** | ||
(0.098) | (0.138) | |||
INST | 0.1664 *** | 0.2473 *** | ||
(0.054) | (0.084) | |||
ListAge | −0.0480 ** | −0.1384 *** | ||
(0.021) | (0.032) | |||
Size | 0.3106 *** | 0.5866 *** | ||
(0.025) | (0.028) | |||
Soe | −0.0010 | 0.1506 ** | ||
(0.044) | (0.062) | |||
Dual | 0.0635 ** | 0.1022 *** | ||
(0.025) | (0.039) | |||
_cons | −0.5322 *** | −6.7448 *** | −0.4887 *** | −12.4575 *** |
(0.097) | (0.624) | (0.142) | (0.683) | |
N | 18,057 | 18,057 | 18,057 | 18,057 |
Ind | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
r2_a | 0.1660 | 0.2735 | 0.3112 | 0.4291 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
lnPatent | lnCitation | lnPatent | lnCitation | |||||
Soes | Non_Soes | Soes | Non_Soes | Large | Non_Large | Large | Non_Large | |
ESG | 0.0646 *** | 0.0903 *** | 0.0579 ** | 0.0910 *** | 0.1005 *** | 0.0317 ** | 0.1046 *** | 0.0228 |
(0.022) | (0.016) | (0.029) | (0.021) | (0.020) | (0.014) | (0.025) | (0.019) | |
Growth | −0.0966 ** | −0.0179 | −0.0403 | −0.0092 | −0.0963 ** | 0.0360 | −0.0663 | 0.0462 |
(0.046) | (0.031) | (0.060) | (0.041) | (0.038) | (0.029) | (0.049) | (0.042) | |
Roa | 1.2613 *** | 1.3540 *** | 1.6318 *** | 1.8052 *** | 2.3964 *** | 0.5983 *** | 2.9497 *** | 0.8187 *** |
(0.338) | (0.264) | (0.424) | (0.354) | (0.365) | (0.192) | (0.466) | (0.274) | |
Lev | −0.1835 | −0.2054 * | −0.1954 | −0.3625 ** | −0.1520 | −0.2976 *** | −0.3225 | −0.4212 *** |
(0.145) | (0.110) | (0.187) | (0.144) | (0.158) | (0.088) | (0.200) | (0.123) | |
Top1 | −0.1827 | −0.3469 ** | −0.3003 | −0.4991 ** | −0.2852 | −0.3638 *** | −0.4177 | −0.5491 *** |
(0.210) | (0.153) | (0.265) | (0.197) | (0.205) | (0.116) | (0.257) | (0.161) | |
Indep | 1.0975 * | 0.3877 | 1.2239 * | 0.1266 | 0.7050 | −0.0050 | 0.5229 | −0.1970 |
(0.580) | (0.417) | (0.727) | (0.535) | (0.496) | (0.329) | (0.633) | (0.459) | |
Board | 0.2891 | 0.2261 * | 0.3896 * | 0.2153 | 0.3283 ** | 0.1099 | 0.3473 * | 0.1009 |
(0.185) | (0.129) | (0.231) | (0.162) | (0.166) | (0.096) | (0.202) | (0.137) | |
INST | 0.1011 | 0.2624 *** | 0.1159 | 0.3240 *** | 0.1897 * | 0.1756 *** | 0.2130 | 0.2316 ** |
(0.103) | (0.082) | (0.132) | (0.106) | (0.106) | (0.066) | (0.133) | (0.093) | |
ListAge | −0.0875 ** | −0.0890 *** | −0.1248 ** | −0.1459 *** | −0.1092 *** | −0.0766 *** | −0.1464 *** | −0.1370 *** |
(0.039) | (0.031) | (0.051) | (0.039) | (0.042) | (0.023) | (0.052) | (0.032) | |
Size | 0.5205 *** | 0.5197 *** | 0.5872 *** | 0.6097 *** | 0.6522 *** | 0.3947 *** | 0.7474 *** | 0.4887 *** |
(0.044) | (0.027) | (0.052) | (0.033) | (0.046) | (0.026) | (0.055) | (0.036) | |
Dual | 0.1064 | 0.1324 ** | 0.1360 | 0.1411 ** | 0.0738 | 0.0338 | 0.1084 * | 0.0574 |
(0.124) | (0.053) | (0.150) | (0.068) | (0.053) | (0.029) | (0.065) | (0.040) | |
_cons | 11.4324 *** | 11.2475 *** | 12.7551 *** | 12.6186 *** | 14.7202 *** | −7.7308 *** | 16.3771 *** | −9.1585 *** |
(1.028) | (0.650) | (1.216) | (0.786) | (1.050) | (0.575) | (1.233) | (0.792) | |
N | 5301 | 12,756 | 5301 | 12,756 | 8940 | 9117 | 8940 | 9117 |
Ind | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
r2_a | 0.4341 | 0.4440 | 0.4418 | 0.4284 | 0.4836 | 0.2793 | 0.4911 | 0.2972 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
lnPatent | lnCitation | |||
Dual | Non_Dual | Dual | Non_Dual | |
ESG | 0.0962 *** | 0.0724 *** | 0.0909 ** | 0.0739 *** |
(0.028) | (0.016) | (0.035) | (0.020) | |
Growth | 0.0716 | −0.0735 ** | 0.1072 * | −0.0520 |
(0.048) | (0.031) | (0.065) | (0.041) | |
Roa | 1.0866 ** | 1.3817 *** | 1.7188 ** | 1.7114 *** |
(0.511) | (0.229) | (0.684) | (0.304) | |
Lev | −0.7111 *** | 0.0371 | −0.9518 *** | −0.0160 |
(0.198) | (0.098) | (0.258) | (0.128) | |
Top1 | −0.2849 | −0.3076 ** | −0.3727 | −0.4709 *** |
(0.284) | (0.140) | (0.355) | (0.182) | |
Indep | 0.5015 | 0.6517 | 0.1848 | 0.5889 |
(0.636) | (0.396) | (0.823) | (0.510) | |
Board | 0.1667 | 0.2652 ** | 0.1847 | 0.2979 ** |
(0.217) | (0.119) | (0.270) | (0.152) | |
INST | 0.2777 * | 0.1981 *** | 0.4539 ** | 0.2156 ** |
(0.161) | (0.072) | (0.205) | (0.094) | |
ListAge | −0.1266 ** | −0.0796 *** | −0.1643 ** | −0.1326 *** |
(0.061) | (0.027) | (0.078) | (0.035) | |
Size | 0.5971 *** | 0.4665 *** | 0.6935 *** | 0.5393 *** |
(0.041) | (0.029) | (0.050) | (0.034) | |
Dual | 0.0825 | 0.0782 ** | 0.1612 | 0.1018 ** |
(0.101) | (0.032) | (0.120) | (0.041) | |
_cons | −12.4774 *** | −10.2618 *** | −14.0085 *** | −11.5102 *** |
(0.929) | (0.745) | (1.147) | (0.878) | |
N | 5412 | 12,645 | 5412 | 12,645 |
Ind | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes |
r2_a | 0.4989 | 0.3957 | 0.4715 | 0.3995 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
lnPatent | lnCitation | lnPatent | lnCitation | |||||
High_Cmp | Low_Cmp | High_Cmp | Low_Cmp | Imp_City | Gen_City | Imp_City | Gen_City | |
ESG | 0.0851 *** | 0.0861 *** | 0.0795 *** | 0.0914 *** | 0.0387 | 0.1070 *** | 0.0184 | 0.1158 *** |
(0.020) | (0.018) | (0.025) | (0.023) | (0.024) | (0.017) | (0.030) | (0.021) | |
Growth | 0.0008 | −0.0753 ** | 0.0141 | −0.0468 | −0.0480 | −0.0320 | −0.0101 | −0.0153 |
(0.037) | (0.035) | (0.049) | (0.047) | (0.043) | (0.033) | (0.056) | (0.044) | |
Roa | 0.6739 ** | 1.8375 *** | 0.9395 ** | 2.3876 *** | 1.5868 *** | 1.1914 *** | 2.1249 *** | 1.5249 *** |
(0.312) | (0.282) | (0.406) | (0.375) | (0.368) | (0.272) | (0.496) | (0.350) | |
Lev | −0.3125 ** | −0.1062 | −0.4285 ** | −0.2101 | −0.2480 | −0.2209 * | −0.4090 ** | −0.3384 ** |
(0.129) | (0.120) | (0.170) | (0.157) | (0.154) | (0.114) | (0.201) | (0.149) | |
Top1 | −0.0813 | −0.4479 *** | −0.2387 | −0.5675 *** | −0.5040 ** | −0.1536 | −0.7553 *** | −0.2335 |
(0.180) | (0.171) | (0.233) | (0.219) | (0.221) | (0.160) | (0.280) | (0.205) | |
Indep | 0.6448 | 0.4881 | 0.7174 | 0.0866 | 0.4351 | 0.6315 | 0.2713 | 0.4862 |
(0.525) | (0.446) | (0.677) | (0.570) | (0.608) | (0.434) | (0.758) | (0.562) | |
Board | 0.3285 ** | 0.1807 | 0.4208 ** | 0.1276 | 0.1584 | 0.3105 ** | 0.1055 | 0.3748 ** |
(0.159) | (0.142) | (0.198) | (0.179) | (0.208) | (0.128) | (0.255) | (0.163) | |
INST | 0.1681 * | 0.2675 *** | 0.2511 ** | 0.2862 ** | 0.4103 *** | 0.1162 | 0.5771 *** | 0.1074 |
(0.094) | (0.087) | (0.124) | (0.112) | (0.116) | (0.080) | (0.150) | (0.104) | |
ListAge | −0.1072 *** | −0.0801 ** | −0.1746 *** | −0.1196 *** | −0.0478 | −0.1133 *** | −0.1062 ** | −0.1633 *** |
(0.036) | (0.033) | (0.045) | (0.042) | (0.041) | (0.032) | (0.054) | (0.041) | |
Size | 0.4662 *** | 0.5707 *** | 0.5372 *** | 0.6665 *** | 0.5727 *** | 0.4981 *** | 0.6718 *** | 0.5765 *** |
(0.034) | (0.030) | (0.041) | (0.037) | (0.035) | (0.032) | (0.043) | (0.038) | |
Soe | 0.1454 ** | 0.1064 | 0.1949 ** | 0.0829 | 0.0392 | 0.1897 *** | 0.0250 | 0.2232 *** |
(0.065) | (0.067) | (0.084) | (0.083) | (0.086) | (0.060) | (0.112) | (0.076) | |
Dual | 0.0567 | 0.0853 ** | 0.0902 * | 0.1160 ** | 0.1060 ** | 0.0561 | 0.1395 ** | 0.0886 * |
(0.042) | (0.041) | (0.054) | (0.052) | (0.052) | (0.038) | (0.068) | (0.048) | |
_cons | −10.5085 *** | −12.1320 *** | −11.8257 *** | −13.5545 *** | −11.8964 *** | −11.1729 *** | −13.2558 *** | −12.6197 *** |
(0.806) | (0.748) | (0.969) | (0.895) | (0.978) | (0.706) | (1.159) | (0.853) | |
N | 8259 | 9795 | 8259 | 9795 | 6287 | 11,770 | 6287 | 11,770 |
Ind | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
r2_a | 0.4028 | 0.4644 | 0.3806 | 0.4658 | 0.4629 | 0.4327 | 0.4644 | 0.4182 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
Lag Effect | Step 1 | Step 2 | Substitute Variable | |||||
ESG | lnPatent | lnCitation | lnPat_Prac | lnCit_Prac | Know_Widthth | |||
ESG | 0.1092 *** | 0.1187 *** | 0.1105 *** | 0.1156 *** | 0.0731 *** | 0.0702 *** | 0.0047 ** | |
(0.016) | (0.020) | (0.012) | (0.016) | (0.015) | (0.015) | (0.002) | ||
L.ESG | 0.7364 *** | |||||||
(0.007) | ||||||||
Growth | −0.2350 *** | −0.2426 *** | −0.0252 | −0.0372 | −0.0053 | −0.0242 | 0.0047 | −0.0010 |
(0.030) | (0.039) | (0.018) | (0.026) | (0.034) | (0.028) | (0.032) | (0.005) | |
Roa | 1.0930 *** | 1.4452 *** | 1.2319 *** | 1.3476 *** | 1.6820 *** | 1.2555 *** | 1.2258 *** | 0.1407 *** |
(0.245) | (0.320) | (0.115) | (0.164) | (0.216) | (0.272) | (0.281) | (0.039) | |
Lev | −0.1838 * | −0.2967 ** | −0.2265 *** | −0.1531 *** | −0.2599 *** | 0.2235 ** | 0.0951 | −0.0239 * |
(0.108) | (0.141) | (0.040) | (0.058) | (0.077) | (0.108) | (0.111) | (0.014) | |
Top1 | −0.3514 ** | −0.5353 *** | 0.1067 ** | −0.2983 *** | −0.4038 *** | −0.0719 | −0.1531 | −0.0345 * |
(0.151) | (0.194) | (0.048) | (0.069) | (0.091) | (0.139) | (0.143) | (0.018) | |
Indep | 0.5587 | 0.4050 | 0.0562 | 0.5906 *** | 0.4172 * | −0.3819 | −0.3498 | −0.0804 * |
(0.403) | (0.516) | (0.127) | (0.190) | (0.250) | (0.357) | (0.356) | (0.047) | |
Board | 0.2396 * | 0.2417 | 0.0643 | 0.2252 *** | 0.2314 *** | −0.0961 | −0.0485 | 0.0127 |
(0.127) | (0.161) | (0.040) | (0.057) | (0.075) | (0.106) | (0.109) | (0.015) | |
INST | 0.1988 ** | 0.2360 ** | 0.0604 ** | 0.1757 *** | 0.1837 *** | 0.0547 | 0.1203 | 0.0032 |
(0.078) | (0.101) | (0.029) | (0.044) | (0.058) | (0.075) | (0.076) | (0.011) | |
ListAge | −0.1030 *** | −0.1798 *** | 0.0152 | −0.1118 *** | −0.1654 *** | −0.0266 | −0.0656 ** | −0.0072 * |
(0.033) | (0.042) | (0.011) | (0.017) | (0.022) | (0.028) | (0.028) | (0.004) | |
Size | 0.5758 *** | 0.6792 *** | 0.0876 *** | 0.5130 *** | 0.5856 *** | 0.5561 *** | 0.5284 *** | 0.0343 *** |
(0.027) | (0.033) | (0.008) | (0.011) | (0.014) | (0.025) | (0.027) | (0.003) | |
Soe | 0.1300 ** | 0.1507 ** | 0.1366 *** | 0.1362 *** | 0.1499 *** | −0.0073 | 0.0111 | −0.0065 |
(0.055) | (0.071) | (0.017) | (0.023) | (0.031) | (0.049) | (0.051) | (0.007) | |
Dual | 0.0578 | 0.0876 * | −0.0288 ** | 0.0688 *** | 0.0966 *** | 0.0025 | 0.0204 | 0.0088 * |
(0.036) | (0.046) | (0.013) | (0.019) | (0.026) | (0.034) | (0.036) | (0.005) | |
_cons | −12.4865 *** | −14.1930 *** | −0.4958 *** | −12.9494 *** | −14.4449 *** | −9.6676 *** | −9.8414 *** | −0.5630 *** |
(0.641) | (0.782) | (0.159) | (0.244) | (0.321) | (0.558) | (0.595) | (0.059) | |
N | 14,915 | 14,915 | 14,915 | 14,915 | 14,915 | 14,732 | 14,732 | 18,057 |
Ind | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
r2_a | 0.4186 | 0.4050 | 0.5956 | 0.4558 | 0.4493 | 0.4395 | 0.5586 | 0.1489 |
Anderson-Rubin Wald test 50.06 (p = 0.000) |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
2010–2019 | 2011–2018 | 2012–2017 | 2013–2016 | |||||
lnPatent | lnCitation | lnPatent | lnCitation | lnPatent | lnCitation | lnPatent | lnCitation | |
ESG | 0.1049 *** | 0.1099 *** | 0.1171 *** | 0.1294 *** | 0.1195 *** | 0.1312 *** | 0.1263 *** | 0.1371 *** |
(0.016) | (0.020) | (0.018) | (0.024) | (0.021) | (0.027) | (0.023) | (0.030) | |
Growth | −0.0313 | −0.0019 | −0.0267 | 0.0164 | −0.0496 | −0.0156 | −0.0342 | 0.0057 |
(0.029) | (0.039) | (0.032) | (0.042) | (0.036) | (0.048) | (0.044) | (0.058) | |
Roa | 1.5539 *** | 1.9675 *** | 1.9157 *** | 2.3419 *** | 2.3221 *** | 2.9629 *** | 2.6935 *** | 3.4795 *** |
(0.251) | (0.329) | (0.292) | (0.383) | (0.355) | (0.472) | (0.403) | (0.540) | |
Lev | −0.2419 ** | −0.3762 *** | −0.2551 ** | −0.4031 *** | −0.2559 ** | −0.4458 *** | −0.2024 | −0.3885 ** |
(0.103) | (0.134) | (0.114) | (0.149) | (0.128) | (0.169) | (0.142) | (0.189) | |
Top1 | −0.3385 ** | −0.4717 ** | −0.3889 ** | −0.5500 *** | −0.3413 * | −0.5357 ** | −0.3206 * | −0.4333 * |
(0.146) | (0.186) | (0.159) | (0.202) | (0.174) | (0.225) | (0.192) | (0.248) | |
Indep | 0.5830 | 0.3985 | 0.5839 | 0.3286 | 0.5575 | 0.2442 | 0.5773 | 0.2819 |
(0.393) | (0.497) | (0.422) | (0.534) | (0.470) | (0.598) | (0.524) | (0.668) | |
Board | 0.2630 ** | 0.2750 * | 0.2993 ** | 0.3157 * | 0.3329 ** | 0.3565 * | 0.3301 ** | 0.3641 * |
(0.122) | (0.151) | (0.131) | (0.165) | (0.146) | (0.186) | (0.161) | (0.205) | |
INST | 0.2478 *** | 0.2965 *** | 0.2727 *** | 0.3399 *** | 0.2919 *** | 0.3621 *** | 0.2364 ** | 0.2756 * |
(0.077) | (0.099) | (0.086) | (0.112) | (0.098) | (0.128) | (0.111) | (0.145) | |
ListAge | −0.0959 *** | −0.1528 *** | −0.1010 *** | −0.1590 *** | −0.0993 *** | −0.1642 *** | −0.1053 ** | −0.1705 *** |
(0.029) | (0.036) | (0.032) | (0.040) | (0.037) | (0.048) | (0.042) | (0.054) | |
Size | 0.5806 *** | 0.6784 *** | 0.6155 *** | 0.7324 *** | 0.6338 *** | 0.7762 *** | 0.6333 *** | 0.7779 *** |
(0.026) | (0.032) | (0.028) | (0.034) | (0.030) | (0.037) | (0.032) | (0.039) | |
Soe | 0.1487 *** | 0.1641 ** | 0.1583 *** | 0.1743 ** | 0.1473 ** | 0.1701 ** | 0.1522 ** | 0.1698 * |
(0.055) | (0.070) | (0.060) | (0.077) | (0.065) | (0.084) | (0.070) | (0.090) | |
Dual | 0.0679 * | 0.0952 ** | 0.0585 | 0.0799 | 0.0750 * | 0.0916 | 0.0770 | 0.0922 |
(0.035) | (0.045) | (0.039) | (0.050) | (0.044) | (0.057) | (0.049) | (0.064) | |
_cons | −12.6453 *** | −14.2995 *** | −13.4181 *** | −15.4545 *** | −13.8274 *** | −16.3121 *** | −13.7862 *** | −16.3176 *** |
(0.621) | (0.748) | (0.653) | (0.785) | (0.708) | (0.853) | (0.759) | (0.928) | |
N | 15,065 | 15,065 | 12,122 | 12,122 | 8942 | 8942 | 5874 | 5874 |
Ind | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
r2_a | 0.4228 | 0.4109 | 0.4089 | 0.3851 | 0.4064 | 0.3657 | 0.4084 | 0.3585 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
Mixed OLS | Negative Binomial | Combined Fixation | ||||
lnPatent | lnCitation | lnPatent | lnCitation | lnPatent | lnCitation | |
ESG | 0.0858 *** | 0.0863 *** | 0.0536 *** | 0.0509 *** | 0.0842 *** | 0.0839 *** |
(0.008) | (0.011) | (0.007) | (0.007) | (0.014) | (0.018) | |
Growth | −0.0369 | −0.0137 | −0.0129 | 0.0008 | −0.0409 | −0.0204 |
(0.024) | (0.032) | (0.017) | (0.019) | (0.027) | (0.035) | |
Roa | 1.3204 *** | 1.7392 *** | 1.5510 *** | 1.6536 *** | 1.2706 *** | 1.7108 *** |
(0.140) | (0.187) | (0.129) | (0.148) | (0.225) | (0.293) | |
Lev | −0.2008 *** | −0.3155 *** | −0.1951 *** | −0.2218 *** | −0.1860 ** | −0.2828 ** |
(0.050) | (0.068) | (0.044) | (0.049) | (0.094) | (0.123) | |
Top1 | −0.2930 *** | −0.4326 *** | −0.2238 *** | −0.2922 *** | −0.3015 ** | −0.4583 *** |
(0.065) | (0.085) | (0.049) | (0.054) | (0.132) | (0.169) | |
Indep | 0.6012 *** | 0.4381 * | 0.0593 | −0.1360 | 0.5792 | 0.3889 |
(0.185) | (0.245) | (0.130) | (0.148) | (0.359) | (0.457) | |
Board | 0.2537 *** | 0.2711 *** | 0.1500 *** | 0.1168 *** | 0.2434 ** | 0.2585 * |
(0.055) | (0.072) | (0.038) | (0.043) | (0.111) | (0.139) | |
INST | 0.2159 *** | 0.2628 *** | 0.2027 *** | 0.1856 *** | 0.2230 *** | 0.2685 *** |
(0.039) | (0.053) | (0.033) | (0.036) | (0.067) | (0.087) | |
ListAge | −0.0886 *** | −0.1400 *** | −0.0566 *** | −0.0818 *** | −0.0991 *** | −0.1547 *** |
(0.013) | (0.017) | (0.011) | (0.012) | (0.025) | (0.032) | |
Size | 0.5195 *** | 0.6031 *** | 0.3727 *** | 0.3649 *** | 0.5232 *** | 0.6082 *** |
(0.011) | (0.014) | (0.007) | (0.008) | (0.024) | (0.029) | |
Soe | 0.1278 *** | 0.1401 *** | 0.0784 *** | 0.0742 *** | 0.1336 *** | 0.1450 ** |
(0.022) | (0.029) | (0.016) | (0.017) | (0.050) | (0.064) | |
Dual | 0.0715 *** | 0.1036 *** | 0.0367 *** | 0.0475 *** | 0.0702 ** | 0.0993 ** |
(0.017) | (0.023) | (0.014) | (0.016) | (0.031) | (0.040) | |
_cons | −11.6208 *** | −12.3958 *** | −9.0204 *** | −7.9062 *** | −11.3749 *** | −12.7503 *** |
(0.254) | (0.329) | (0.158) | (0.186) | (0.584) | (0.696) | |
N | 18,058 | 18,058 | 18,058 | 18,058 | 18,049 | 18,049 |
Ind | Yes | Yes | Yes | Yes | No | No |
Year | Yes | Yes | Yes | Yes | No | No |
Ind&Year | No | No | No | No | Yes | Yes |
r2_a | 0.4393 | 0.4300 | 0.2044 | 0.1849 | 0.4488 | 0.4418 |
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Li, S.; Liu, Y.; Xu, Y. Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage. Sustainability 2023, 15, 104. https://doi.org/10.3390/su15010104
Li S, Liu Y, Xu Y. Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage. Sustainability. 2023; 15(1):104. https://doi.org/10.3390/su15010104
Chicago/Turabian StyleLi, Shuying, Yujie Liu, and Yang Xu. 2023. "Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage" Sustainability 15, no. 1: 104. https://doi.org/10.3390/su15010104
APA StyleLi, S., Liu, Y., & Xu, Y. (2023). Does ESG Performance Improve the Quantity and Quality of Innovation? The Mediating Role of Internal Control Effectiveness and Analyst Coverage. Sustainability, 15(1), 104. https://doi.org/10.3390/su15010104