Environmental, Social, and Governance (ESG) Performance and Firm Value: Evidence from Chinese Manufacturing Firms
Abstract
:1. Introduction
2. Literature Review and Hypotheses Development
2.1. ESG Performance and Corporate Value
2.2. Mediation Effects of Financing Constraints
2.3. Moderating Effect of R&D Investment Intensity
2.4. Differential Analysis of Impact under Heterogeneity
2.4.1. Analysis of the Impact of Regional Heterogeneity
2.4.2. Analysis of the Impact of Property Rights Heterogeneity
2.4.3. Analysis of the Effect of Contamination Heterogeneity
3. Methodology
3.1. Sample Selection and Data Sources
3.2. Empirical Model and Variable Definitions
4. Empirical Analysis
4.1. Descriptive Statistics
4.2. Results of the Main Regression Analysis
4.3. Robustness Tests
4.4. Mediating Effect Test
4.5. Moderating Effect Test
5. Heterogeneity Analysis
5.1. Regional Heterogeneity Analysis
5.2. Analysis of Property Rights Heterogeneity
5.3. Contamination Heterogeneity Analysis
6. Discussion and Conclusions
6.1. Discussion
6.2. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Appendix A.1. ESG Ratings System
3 Pillars | 16 Themes | 40+ Key Issues |
---|---|---|
Environment (E) | Climate Change | Greenhouse gas emissions, GHG emissions reduction roadmap, response to climate change |
Resource Utilization | Water consumption, land use and biodiversity. Material consumption | |
Environmental Pollution | lndustrial emissions, electronic waste, Hazardous waste | |
Environmentally Friendly | Renewable energy, green buildings, Green factories | |
Environmental Management | Sustainable certification, environment penalty, Supply chain management-E | |
Social (s) | Human Capital | Employee health and safety, employee inspiration and development. Employee relations |
Product Liability | Quality certification, Recall and complaints | |
Supply Chain | Supplier risk and management, supply chain relationship | |
Community investment | lnclusion, community investment, Employment, technology innovation | |
Data Security and Privacy | Data Security and Privacy | |
Governance (G) | Shareholders’ interest | Protection of shareholder’s interests |
Governance Structure | EsG governance, risk control, Board structure, executive turnover | |
Information Disclosure Quality | EsG external assurance, Credibility of information disclosure | |
Governance Risk | Major shareholder behavior, Solvency, Litigation, Tax transparency | |
External Punishment | Various external punishments | |
Business Ethics | Business ethics, anti-corruption |
Appendix A.2. Value Assignment
Appendix A.3. Weight Setting
Impact Time | |||||
---|---|---|---|---|---|
Short Term | Medium Term | Long Term | |||
Influence level | high | highest weight | |||
higher | decrease | ||||
middle | |||||
lower | |||||
low | minimum weight | ||||
none | weight is 0 |
Appendix A.4. Description of Ratings Results
ESG Rating | ESG Score |
---|---|
AAA | score ≥ 95 |
AA | 90 ≤ score < 95 |
A | 85 ≤ score < 90 |
BBB | 80 ≤ score < 85 |
BB | 75 ≤ score < 80 |
B | 70 ≤ score < 75 |
CCC | 65 ≤ score < 70 |
CC | 60 ≤ score < 65 |
C | score < 60 |
Appendix A.5. Regular Review by ESG Committee
Appendix A.6
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Variable | Symbol | Variable Definition |
---|---|---|
Enterprise Value | TQ | (Market value of shares outstanding at year-end + Market value of non-marketable shares at year-end + Market value of net debt at year-end)/Total assets at year-end Where Market value of non-marketable equity is calculated by replacing net assets |
ESG Performance | ESG | According to the ESG evaluation system of China Securities, the score of “9~1” is assigned in descending order, and the average value of each quarterly score is selected as the annual ESG index |
ESG performance lags one period | ESG_lag | To avoid endogeneity problems, the indicator lagged one period after ESG assignment is used as the explanatory variable |
Financing constraints | Fc | P(QUFC = 1 or 0|Zi,t) =, P takes a value between 0 and 1 |
R&D investment intensity | R&D | Corporate R&D expenditure/total operating |
Enterprise size | Size | Total assets at the end of the period are taken as a logarithm |
Gearing ratio | Lev | Total liabilities at the end of the year/Total assets at the end of the year |
Business Age | Age | Logarithm of the number of years since the establishment of the enterprise |
Total cash assets ratio | CF | Net cash flow for the period/Total assets at the end of the year |
Business Growth | Growth | Total market value of the enterprise/Total assets at the end of the year |
Credit Status | Rec | Accounts receivable/Operating revenue |
Shareholder equity ratio | Era | Shareholders’ equity ÷ Total assets at the end of the year |
Shareholding ratio of the first largest shareholder | Top | Number of shares held by the first largest shareholder/Total number of shares × 100 |
Board Independence | Indep | Number of independent directors/numbers of board of directors × 100 |
Year | Year | controlling for time effects |
Individuals | Id | controlling for individual effects |
Regional Nature | Area | If the company is registered in the eastern region = 1, in the central and western region = 0 |
Nature of ownership | SOE | State-owned enterprises = 1, non-state-owned enterprises = 0 |
Nature of pollution | Pollut | Heavily Polluting enterprises = 1, Non-heavily polluting enterprises = 0 |
Variables | Number | Average | Median | Standard Deviation | Minimum | Maximum | Range |
---|---|---|---|---|---|---|---|
TQ | 16,185 | 2.278 | 1.783 | 1.421 | 0.895 | 8.110 | 7.215 |
ESG | 16,185 | 5.202 | 5.250 | 1.534 | 1.250 | 8 | 6.750 |
Fc | 16,185 | 0.495 | 0.520 | 0.272 | 0.008 | 0.938 | 0.930 |
R&D | 16,185 | 4.127 | 3.520 | 3.298 | 0.050 | 19.240 | 19.19 |
Size | 16,185 | 22.07 | 21.96 | 1.280 | 19.23 | 25.67 | 6.446 |
Lev | 16,185 | 0.427 | 0.422 | 0.204 | 0.0510 | 0.956 | 0.904 |
Age | 16,185 | 2.743 | 2.833 | 0.437 | 1.099 | 3.466 | 2.367 |
CF | 16,185 | 0.0500 | 0.0460 | 0.0710 | −0.150 | 0.266 | 0.416 |
Growth | 16,185 | 2.303 | 1.590 | 2.341 | 0.205 | 15.09 | 14.89 |
Rec | 16,185 | 0.240 | 0.188 | 0.215 | 0.001 | 1.077 | 1.076 |
Era | 16,185 | 0.594 | 0.560 | 0.353 | 0.0250 | 2.719 | 2.694 |
Top | 16,185 | 33.50 | 31.31 | 14.22 | 8.740 | 72.96 | 64.22 |
Indep | 16,185 | 37.30 | 33.33 | 5.328 | 33.33 | 57.14 | 23.81 |
(1) | (2) | |
---|---|---|
TQ | TQ | |
ESG | 0.034 *** (2.836) | |
ESGt−1 | 0.037 *** (3.406) | |
Size | −0.222 *** (−5.572) | −0.089 ** (−2.429) |
Lev | −1.090 *** (−9.815) | −0.905 *** (−6.891) |
Age | 0.681 *** (7.566) | 0.560 *** (6.844) |
CF | 0.760 *** (4.208) | 0.731 *** (4.202) |
Growth | 0.291 *** (19.931) | 0.469 *** (20.603) |
Rec | 0.132 (1.220) | 0.119 (1.206) |
Era | −1.596 *** (−21.943) | −1.758 *** (−17.645) |
Top | −0.009 *** (−4.450) | −0.007 *** (−4.000) |
Indep | 0.003 (1.010) | 0.004 * (1.779) |
Year | Yes | Yes |
Id | Yes | Yes |
Constant | 5.557 *** (6.335) | 2.776 *** (3.486) |
R-squared | 0.446 | 0.542 |
Observations | 16,185 | 14,940 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
TQ2 | TQ2 | TQ | TQ | |
ESG | 0.036 *** (2.478) | 0.020 * (1.764) | ||
ESGt−1 | 0.040 *** (2.960) | 0.033 *** (3.309) | ||
Size | −0.464 *** (−10.519) | −0.387 *** (−9.060) | −0.192 *** (−10.321) | −0.136 *** (−8.361) |
Lev | −0.887 *** (−7.790) | −0.656 *** (−5.255) | −1.769 *** (−17.255) | −1.386 *** (−11.115) |
Age | 0.273 *** (3.261) | 0.097 (1.173) | 0.260 *** (7.074) | 0.186 *** (5.854) |
CF | 0.900 *** (4.590) | 0.987 *** (4.839) | 1.237 *** (5.680) | 0.906 *** (4.655) |
Growth | 0.167 *** (11.795) | 0.258 *** (12.143) | 0.405 *** (25.157) | 0.587 *** (26.522) |
Rec | 0.002 (0.020) | −0.014 (−0.134) | 0.087 (1.329) | 0.057 (1.004) |
Era | −1.304 *** (−19.800) | −1.315 *** (−16.710) | −1.928 *** (−26.154) | −1.937 *** (−18.385) |
Top | −0.008 *** (−3.671) | −0.006 *** (−2.679) | −0.002 ** (−2.215) | −0.002 *** (−2.943) |
Indep | 0.005 * (1.654) | 0.006 ** (2.308) | 0.006 *** (2.800) | 0.004 ** (2.292) |
Year | Yes | Yes | Yes | Yes |
Id | Yes | Yes | Yes | Yes |
Constant | 12.000 *** (12.514) | 10.217 *** (10.803) | 5.547 *** (13.777) | 4.477 *** (11.687) |
R-squared | 0.241 | 0.263 | 0.541 | 0.651 |
Observations | 16,185 | 14,940 | 16,185 | 14,940 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
TQ | Fc | TQ | TQ | Fc | TQ | |
ESG | 0.034 *** (2.836) | −0.006 *** (−3.393) | 0.032 *** (2.614) | |||
ESGt−1 | 0.037 *** (3.406) | −0.011 *** (−5.479) | 0.034 *** (3.128) | |||
Fc | −0.482 *** (−4.498) | −0.296 *** (−2.871) | ||||
Size | −0.222 *** (−5.572) | −0.149 *** (−26.448) | −0.294 *** (−6.622) | −0.089 ** (−2.429) | −0.151 *** (−25.450) | −0.133 *** (−3.160) |
Lev | −1.090 *** (−9.815) | −0.397 *** (−23.171) | −1.281 *** (−10.853) | −0.905 *** (−6.891) | −0.430 *** (−22.979) | −1.032 *** (−7.520) |
Age | 0.681 *** (7.566) | −0.046 *** (−4.303) | 0.658 *** (7.378) | 0.560 *** (6.844) | −0.055 *** (−5.029) | 0.544 *** (6.701) |
CF | 0.760 *** (4.208) | −0.005 (−0.232) | 0.757 *** (4.194) | 0.731 *** (4.202) | 0.006 (0.264) | 0.733 *** (4.211) |
Growth | 0.291 *** (19.931) | −0.011 *** (−10.541) | 0.286 *** (19.647) | 0.469 *** (20.603) | −0.013 *** (−9.538) | 0.466 *** (20.392) |
Rec | 0.132 (1.220) | 0.030 (1.631) | 0.147 (1.363) | 0.119 (1.206) | 0.039 ** (2.035) | 0.130 (1.325) |
Era | −1.596 *** (−21.943) | 0.019 *** (2.942) | −1.587 *** (−21.964) | −1.758 *** (−17.645) | 0.006 (0.799) | −1.756 *** (−17.640) |
Top | −0.009 *** (−4.450) | 0.001 *** (3.472) | −0.009 *** (−4.267) | −0.007 *** (−4.000) | 0.001 *** (3.308) | −0.007 *** (−3.865) |
Indep | 0.003 (1.010) | 0.000 (1.058) | 0.003 (1.078) | 0.004 * (1.779) | 0.000 (0.668) | 0.004 * (1.810) |
Year | Yes | Yes | Yes | Yes | Yes | Yes |
Id | Yes | Yes | Yes | Yes | Yes | Yes |
Constant | 5.557 *** (6.335) | 4.051 *** (33.498) | 7.510 *** (7.432) | 2.776 *** (3.486) | 4.191 *** (32.080) | 4.015 *** (4.178) |
R-squared | 0.446 | 0.473 | 0.448 | 0.542 | 0.456 | 0.543 |
Observations | 16,185 | 16,185 | 16,185 | 14,940 | 14,940 | 14,940 |
(1) | (2) | |
---|---|---|
TQ | TQ | |
ESG | 0.035 *** (3.451) | |
ESGt−1 | 0.066 *** (4.961) | |
R&D | 0.023 ** (2.082) | 0.039 *** (3.238) |
interact | −0.004 ** (−2.095) | −0.007 *** (−3.493) |
Size | −0.089 ** (−2.443) | −0.092 ** (−2.532) |
Lev | −0.898 *** (−6.731) | −0.938 *** (−7.048) |
Age | 0.565 *** (6.940) | 0.549 *** (6.805) |
CF | 0.750 *** (4.359) | 0.745 *** (4.319) |
Growth | 0.469 *** (20.554) | 0.470 *** (20.633) |
Rec | 0.110 (1.099) | 0.105 (1.062) |
Era | −1.756 *** (−17.702) | −1.752 *** (−17.763) |
Top | −0.007 *** (−3.983) | −0.007 *** (−3.903) |
Indep | 0.004 * (1.702) | 0.004 * (1.735) |
Year | Yes | Yes |
Id | Yes | Yes |
Constant | 2.778 *** (3.490) | 2.734 *** (3.443) |
R-squared | 0.542 | 0.543 |
Observations | 14,940 | 14,940 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Eastern Region | Midwest Region | |||
TQ | TQ | TQ | TQ | |
ESGt−1 | 0.041 *** (3.324) | 0.037 *** (3.013) | 0.026 (1.150) | 0.026 (1.123) |
Fc | −0.342 *** (−2.880) | −0.190 (−1.041) | ||
Size | −0.039 (−0.945) | −0.093 * (−1.909) | −0.247 *** (−3.338) | −0.272 *** (−3.377) |
Lev | −0.796 *** (−5.328) | −0.938 *** (−6.085) | −1.137 *** (−4.287) | −1.221 *** (−4.467) |
Age | 0.515 *** (6.098) | 0.498 *** (5.974) | 0.685 *** (2.716) | 0.674 *** (2.667) |
CF | 0.697 *** (3.784) | 0.696 *** (3.776) | 0.970 ** (2.390) | 0.975 ** (2.397) |
Growth | 0.479 *** (18.459) | 0.474 *** (18.329) | 0.433 *** (9.402) | 0.431 *** (9.291) |
Rec | 0.119 (0.984) | 0.135 (1.111) | 0.123 (0.761) | 0.125 (0.782) |
Era | −1.747 *** (−15.702) | −1.749 *** (−15.733) | −1.748 *** (−8.089) | −1.740 *** (−8.016) |
Top | −0.008 *** (−3.729) | −0.008 *** (−3.579) | −0.004 (−1.135) | −0.004 (−1.113) |
Indep | 0.005 * (1.870) | 0.005 * (1.899) | 0.003 (0.670) | 0.003 (0.680) |
Year | Yes | Yes | Yes | Yes |
Id | Yes | Yes | Yes | Yes |
Constant | 1.666 * (1.874) | 3.165 *** (2.845) | 6.173 *** (3.825) | 6.885 *** (3.785) |
R-squared | 0.562 | 0.563 | 0.493 | 0.494 |
Observations | 11,235 | 11,235 | 3705 | 3705 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
State-Owned Enterprises | Non-State Owned Enterprises | |||
TQ | TQ | TQ | TQ | |
ESGt−1 | 0.022 (1.632) | 0.021 (1.553) | 0.050 *** (3.313) | 0.045 *** (2.983) |
Fc | −0.160 (−1.340) | −0.417 *** (−2.950) | ||
Size | −0.054 (−1.363) | −0.078 (−1.611) | −0.092 * (−1.724) | −0.157 ** (−2.569) |
Lev | −0.636 ** (−2.212) | −0.701 ** (−2.419) | −0.641 *** (−4.170) | −0.815 *** (−4.921) |
Age | 0.158 (1.474) | 0.148 (1.389) | 0.402 *** (4.082) | 0.389 *** (3.983) |
CF | 0.530 ** (2.508) | 0.530 ** (2.520) | 0.760 *** (3.273) | 0.763 *** (3.285) |
Growth | 0.706 *** (22.960) | 0.704 *** (22.764) | 0.395 *** (16.378) | 0.389 *** (16.121) |
Rec | 0.165 (1.191) | 0.172 (1.228) | 0.078 (0.611) | 0.099 (0.764) |
Era | −1.298 *** (−4.610) | −1.299 *** (−4.629) | −1.472 *** (−14.207) | −1.472 *** (−14.235) |
Top | −0.001 (−0.302) | −0.001 (−0.290) | −0.007 *** (−2.820) | −0.007 *** (−2.664) |
Indep | 0.002 (0.600) | 0.002 (0.610) | 0.006 * (1.852) | 0.006 * (1.867) |
Year | Yes | Yes | Yes | Yes |
Id | Yes | Yes | Yes | Yes |
Constant | 2.342 ** (2.361) | 2.995 ** (2.470) | 2.839 ** (2.498) | 4.608 *** (3.364) |
R-squared | 0.670 | 0.670 | 0.547 | 0.549 |
Observations | 5659 | 5659 | 9281 | 9281 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Heavily Polluting Enterprises | Non-Heavily Polluting Enterprises | |||
TQ | TQ | TQ | TQ | |
ESGt−1 | 0.051 *** (3.125) | 0.050 *** (3.127) | 0.037 *** (2.741) | 0.032 ** (2.428) |
Fc | −0.066 (−0.457) | −0.393 *** (−3.183) | ||
Size | −0.111 (−1.522) | −0.121 (−1.543) | −0.111 *** (−2.605) | −0.172 *** (−3.481) |
Lev | −0.902 *** (−3.903) | −0.930 *** (−3.825) | −0.890 *** (−5.434) | −1.062 *** (−6.093) |
Age | 0.552 *** (3.371) | 0.550 *** (3.379) | 0.588 *** (6.190) | 0.565 *** (5.981) |
CF | 0.974 *** (3.391) | 0.969 *** (3.387) | 0.578 *** (2.803) | 0.588 *** (2.853) |
Growth | 0.453 *** (8.158) | 0.453 *** (8.086) | 0.480 *** (19.494) | 0.475 *** (19.210) |
Rec | 0.490 * (1.851) | 0.491 * (1.854) | 0.026 (0.242) | 0.043 (0.397) |
Era | −1.609 *** (−9.387) | −1.608 *** (−9.376) | −1.803 *** (−15.538) | −1.803 *** (−15.558) |
Top | −0.007 ** (−2.060) | −0.007 ** (−2.058) | −0.008 *** (−3.627) | −0.008 *** (−3.457) |
Indep | −0.001 (−0.296) | −0.001 (−0.277) | 0.006 ** (2.167) | 0.006 ** (2.139) |
Year | Yes | Yes | Yes | Yes |
Id | Yes | Yes | Yes | Yes |
Constant | 3.229 * (1.911) | 3.501 * (1.898) | 3.171 *** (3.452) | 4.856 *** (4.320) |
R-squared | 0.522 | 0.522 | 0.557 | 0.558 |
Observations | 3947 | 3947 | 10,993 | 10,993 |
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Duan, Y.; Yang, F.; Xiong, L. Environmental, Social, and Governance (ESG) Performance and Firm Value: Evidence from Chinese Manufacturing Firms. Sustainability 2023, 15, 12858. https://doi.org/10.3390/su151712858
Duan Y, Yang F, Xiong L. Environmental, Social, and Governance (ESG) Performance and Firm Value: Evidence from Chinese Manufacturing Firms. Sustainability. 2023; 15(17):12858. https://doi.org/10.3390/su151712858
Chicago/Turabian StyleDuan, Yiqun, Fan Yang, and Lin Xiong. 2023. "Environmental, Social, and Governance (ESG) Performance and Firm Value: Evidence from Chinese Manufacturing Firms" Sustainability 15, no. 17: 12858. https://doi.org/10.3390/su151712858
APA StyleDuan, Y., Yang, F., & Xiong, L. (2023). Environmental, Social, and Governance (ESG) Performance and Firm Value: Evidence from Chinese Manufacturing Firms. Sustainability, 15(17), 12858. https://doi.org/10.3390/su151712858