Environmental, Social, and Governance Performance, Platform Governance, and Value Creation of Platform Enterprises
Abstract
:1. Introduction
2. Theoretical Analysis and Research Hypotheses
2.1. ESG and the Financial Performance of Platform Companies
2.2. Moderating Effects of Media Attention
2.3. Mediating Effects of Platform Reputation Governance and Platform Data Governance
3. Technology
3.1. Data and Sample
3.2. Measurements
3.3. Estimation Method
4. Results
4.1. Descriptive Statistics
4.2. Results of Regression
4.2.1. ESG Master Hypothesis and Sub-Dimensional Tests
4.2.2. Moderating Effects Test
4.2.3. Mediation Effect Test
- (1)
- Platform reputation governance
- (2)
- Platform data governance
4.3. Robustness Tests
4.3.1. Replace the Explained Variable
4.3.2. Replace Explanatory Variables
4.3.3. Change Sample Period
4.3.4. 2SLS
5. Further Research
5.1. Platform Enterprise Size
5.2. Platform Enterprise Ownership Type
5.3. Platform Enterprise Classification
6. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Platform Data Governance Keywords | |
---|---|
1. Fair cCompetition demonstration | Fair competition; non-public data; affiliated platforms |
2. Equal governance | Equal governance; equity; non-discrimination |
3. Open ecology | Open Ecology; facilitation |
4. Data management | Data management; data security |
5. Internal governance | Internal governance; platform compliance; platform legal status |
6. Risk assessment | Risk assessment; violation of consumer rights; content audit; ad-targeted recommendations; safe and stable operation of platforms |
7. Risk prevention and control | Risk prevention and control; risk assessment reports; emergency safeguards |
8. Security audit | Security audit |
9. Promoting innovation | Blaze new trails |
10. Information verification, recording and disclosure | Information verification; information record; information disclosure; information integrity; information confidentiality; information availability |
11. User management within the platform | User management; termination of service; violation of law; restriction of service provision; assistance in investigation; assistance in pursuing responsibility |
12. Platform content management | Content management; warning; restriction of publication; Cessation of transmission; elimination of information; suspension of updates; closure of accounts; reporting complaints; infringement of legal rights and interests; seeking illegal gains |
13. Prohibition and restriction of sale control | Prohibition of sales; restriction of sales; platform audit; daily inspection |
14. Service agreements and transaction rules | Service agreements; transaction rules; rule fairness; rule justice Disclosure of rules |
15. Credit evaluation | Credit rating; Internet integrity |
16. Antitrust | Anti-trust legislation |
17. Anti-unfair competition | Anti-unfair competition; false information; misleading information |
18. Data acquisition | Data acquisition |
19. Rule of law | Laws and regulations; fundamental rights of citizens; legal rights and interests of enterprises; algorithmic regulation; social supervision |
20. Regulation of price behavior | Code of pricing conduct; compliance with pricing laws; compliance with pricing regulations; price discrimination; price gouging; dumping at low prices; luring consumers; compliance risk |
21. Advertising code of conduct | Advertising code of conduct; illegal advertising; forewarning; post-processing |
22. Intellectual property protection | Intellectual property protection |
23. Prohibition of pyramid schemes | Prohibition of pyramid schemes; pyramid schemes; pyramid schemes information |
24. Governance of black and gray products on the Internet | Healthy Internet environment; orderly Internet environment; information sharing; consultation and notification; specialized remediation; case assistance; Internet black and gray production governance |
25. Network security | Cybersecurity; emergency preparedness; cybersecurity protection |
26. Data security | Data security; data security protection |
27. Privacy of natural persons and protection of personal information | Privacy; personal information protection; information leakage; information tampering; information loss |
28. Consumer protection | Consumer protection; complaints; reporting; online dispute resolution; deceiving consumers; misleading consumers; internal oversight inspections; safeguarding personal safety; safeguarding property; safety and security |
29. Protection of operators on the platform | Intra-platform operator protection; reasonable restrictions; reasonable conditions; reasonable costs; complaints; access to remedies |
30. Protection of workers | Worker protection; physical and mental health; safe working environment; fair remuneration; reasonable remuneration; personal accident protection; employment |
31. Protection of special groups | Protection of special groups; protection of minors; personality development; legal rights and interests; protection of the elderly; protection of persons with disabilities; technical support |
32. Environmental protection | Environmental protection; practicing saving; opposing waste; efficient utilization; green e-commerce; packaging reduction; recycling; biodegradable materials; solid waste reduction |
33. Tax liabilities | Tax obligations; compliance with tax laws; compliance with administrative regulations; withholding obligations; tax registration |
34. Cooperation with law enforcement | Cooperation with law enforcement; preservation of data in accordance with the law |
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Variable Type | Notation | Name | Description |
---|---|---|---|
Variable being explained | Return on total assets | Net profit/TA(total assets) balance | |
Net profit/average balance of TA Average balance of TA = (closing balance of TA + opening balance of TA)/2 | |||
Net profit/average balance of TA Average balance of TA = (closing balance of TA + closing balance of TA in previous year)/2 | |||
Explanatory variables | Comprehensive corporate ESG performance | CSI score /100 | |
E Performance | CSI score/100 | ||
S Performance | CSI score/100 | ||
G Performance | CSI score/100 | ||
Corporate ESG overall performance rating | CSI Ratings 1–9 | ||
Moderator variable | Media attention | The number of times the company was reported on by the media in that year/1000 | |
Intermediary variable | Platform data governance | LN (platform data governance word frequency summation + 1) | |
Platform reputation governance | Media bias towards corporate news coverage, J − F coefficient | ||
Control variable | Gearing | Total liabilities/Total assets | |
Gross operating income growth rate | (Gross operating income for the current year −amount of gross operating income for the same period of the previous year)/amount of gross operating income for the same period of the previous year | ||
Age of business | Sample year − firm listing year + 1 | ||
Shareholding concentration | Percentage of shares held by the company’s largest outstanding shareholders | ||
Board size | LN (number of board membersi,t) | ||
Fixed asset ratio | Net fixed assets/TAi,t | ||
Cash flow | Operating cash flow/total liabilitiesi,t | ||
Annual fixed effects | Control of time factor effects | ||
Industry fixed effect | Controlling the impact of industry factors |
Variant | Size | Mean Value | Upper Quartile | (Statistics) Standard Deviation | Minimum Value | Maximum Values |
---|---|---|---|---|---|---|
ROA | 1060 | 0.025 | 0.035 | 0.078 | −0.358 | 0.190 |
ZJ | 1060 | 3.417 | 3.466 | 0.761 | 1.099 | 5.663 |
MEDIA | 1060 | 0.195 | 0.206 | 0.211 | −0.349 | 0.644 |
MED | 1060 | 0.376 | 0.206 | 0.515 | 0.027 | 3.684 |
ESG | 1060 | 0.736 | 0.737 | 0.052 | 0.569 | 0.852 |
LEV | 1060 | 0.378 | 0.349 | 0.192 | 0.051 | 0.830 |
GRO | 1060 | 0.174 | 0.113 | 0.424 | −0.498 | 2.673 |
AGE | 1060 | 13.130 | 12.000 | 6.854 | 2.000 | 29.000 |
SHRER1 | 1060 | 0.282 | 0.242 | 0.141 | 0.070 | 0.630 |
BD | 1060 | 2.096 | 2.197 | 0.204 | 1.609 | 2.485 |
FIX | 1060 | 0.099 | 0.068 | 0.108 | 0.001 | 0.567 |
CASHFLOW | 1060 | 0.172 | 0.114 | 0.297 | −0.483 | 1.527 |
Variable Sample Type | Full Sample | ROA (E Dimension) | ROA (S Dimension) | ROA (G Dimension) |
---|---|---|---|---|
ESG (E/S/G) | 0.245 *** | 0.038 | 0.122 *** | 0.182 *** |
(5.077) | (1.456) | (4.268) | (4.739) | |
LEV | −0.052 *** | −0.053 *** | −0.064 *** | −0.036 ** |
(−3.249) | (−3.216) | (−3.797) | (−2.244) | |
GRO | 0.024 *** | 0.025 *** | 0.025 *** | 0.023 *** |
(4.510) | (4.493) | (4.485) | (4.232) | |
AGE | 0.001 * | 0.001 ** | 0.001 ** | 0.001 |
(1.667) | (2.106) | (2.322) | (1.612) | |
SHRER1 | 0.062 *** | 0.064 *** | 0.069 *** | 0.051 *** |
(4.596) | (4.614) | (4.917) | (3.820) | |
BD | 0.018 | 0.015 | 0.015 | 0.020 |
(1.371) | (1.134) | (1.115) | (1.521) | |
FIX | −0.065 *** | −0.063 *** | −0.060 *** | −0.078 *** |
(−3.093) | (−2.857) | (−2.807) | (−3.729) | |
CASHFLOW | 0.059 *** | 0.063 *** | 0.059 *** | 0.062 *** |
(7.746) | (8.083) | (7.627) | (8.045) | |
_cons | −0.191 *** | −0.046 | −0.095 *** | −0.174 *** |
(−4.506) | (−1.473) | (−2.712) | (−4.099) | |
Year Fe | Yes | |||
Industry Fe | ||||
N | 1060 | 1060 | 1060 | 1060 |
r2_a | 0.233 | 0.209 | 0.222 | 0.231 |
Variant | ROA | ROA |
---|---|---|
ESG | 0.245 *** | 0.191 *** |
(0.048) | (0.061) | |
LEV | −0.052 *** | −0.058 *** |
(0.016) | (0.016) | |
GRO | 0.024 *** | 0.025 *** |
(0.005) | (0.005) | |
AGE | 0.001 * | 0.001 |
(0.000) | (0.000) | |
SHRER1 | 0.062 *** | 0.065 *** |
(0.014) | (0.014) | |
BD | 0.018 | 0.018 |
(0.013) | (0.013) | |
FIX | −0.065 *** | −0.061 *** |
(0.021) | (0.021) | |
CASHFLOW | 0.059 *** | 0.055 *** |
(0.008) | (0.008) | |
MED | −0.111 * | |
(0.058) | ||
MED | 0.173 ** | |
(0.081) | ||
_cons | −0.191 *** | −0.155 *** |
(0.042) | (0.048) | |
N | 1060.000 | 1060.000 |
r2 | 0.260 | 0.267 |
r2_a | 0.233 | 0.239 |
Variant | ROA | MEDIA | ROA |
---|---|---|---|
ESG | 0.245 *** | 0.786 *** | 0.176 *** |
(5.077) | (6.957) | (3.751) | |
LEV | −0.052 *** | 0.038 | −0.055 *** |
(−3.249) | (1.015) | (−3.540) | |
GRO | 0.024 *** | 0.049 *** | 0.020 *** |
(4.510) | (3.239) | (3.812) | |
AGE | 0.001 * | 0.000 | 0.001 * |
(1.667) | (0.272) | (1.658) | |
SHRER1 | 0.062 *** | 0.084 * | 0.055 *** |
(4.596) | (1.882) | (4.225) | |
BD | 0.018 | 0.080 *** | 0.011 |
(1.370) | (2.652) | (0.857) | |
FIX | −0.065 *** | −0.006 | −0.065 *** |
(−3.093) | (−0.097) | (−3.197) | |
CASHFLOW | 0.059 *** | 0.028 | 0.057 *** |
(7.746) | (1.262) | (7.596) | |
MEDIA | 0.088 *** | ||
(6.321) | |||
_cons | −0.191 *** | −0.927 *** | −0.110 *** |
(−4.506) | (−8.432) | (−2.655) | |
Year Fe | Yes | ||
Industry Fe | |||
N | 1060 | 1060 | 1060 |
r2_a | 0.233 | 0.233 | 0.276 |
ROA | ZJ | ROA | |
---|---|---|---|
ESG | 0.245 *** | 2.774 *** | 0.224 *** |
(5.077) | (7.281) | (4.376) | |
LEV | −0.052 *** | 0.171 | −0.053 *** |
(−3.249) | (1.262) | (−3.324) | |
GRO | 0.024 *** | 0.111 ** | 0.024 *** |
(4.510) | (2.168) | (4.381) | |
AGE | 0.001 * | −0.011 *** | 0.001 * |
(1.667) | (−3.092) | (1.841) | |
SHRER1 | 0.062 *** | −0.583 *** | 0.067 *** |
(4.596) | (−3.830) | (4.706) | |
BD | 0.018 | 0.508 *** | 0.014 |
(1.370) | (4.935) | (1.088) | |
FIX | −0.065 *** | −0.693 *** | −0.060 *** |
(−3.0923) | (−3.573) | (−2.837) | |
CASHFLOW | 0.059 *** | −0.000 | 0.059 *** |
(7.746) | (−0.001) | (7.709) | |
ZJ | 0.007 * | ||
(1.843) | |||
_cons | −0.191 *** | −0.400 | −0.188 *** |
(−4.506) | (−1.125) | (−4.412) | |
Year Fe | Yes | ||
Industry Fe | |||
N | 1060 | 1060 | 1060 |
r2_a | 0.233 | 0.342 | 0.236 |
(1) | (2) | (3) | |
---|---|---|---|
Variant | ROA1 | ROA2 | ROIC |
ESG | 0.240 *** | 0.240 *** | 0.354 *** |
(5.388) | (5.377) | (4.743) | |
LEV | −0.049 *** | −0.049 *** | −0.037 |
(−3.326) | (−3.362) | (−1.144) | |
GRO | 0.028 *** | 0.030 *** | 0.034 *** |
(5.110) | (5.547) | (2.668) | |
AGE | 0.000 | 0.001 | 0.002 ** |
(1.199) | (1.297) | (2.428) | |
SHRER1 | 0.055 *** | 0.057 *** | 0.071 *** |
(4.256) | (4.398) | (3.270) | |
BD | 0.015 | 0.016 | 0.020 |
(1.286) | (1.322) | (1.130) | |
FIX | −0.070 *** | −0.070 *** | −0.123 ** |
(−3.628) | (−3.648) | (−2.510) | |
CASHFLOW | 0.065 *** | 0.065 *** | 0.074 *** |
(8.520) | (8.500) | (5.244) | |
_cons | −0.176 *** | −0.178 *** | −0.232 *** |
(−4.485) | (−4.537) | (−3.440) | |
Year Fe | Yes | ||
Industry Fe | |||
N | 1060 | 1060 | 1060 |
r2_a | 0.279 | 0.284 | 0.186 |
Variable Test Method | Substitution of Explanatory Variables | Change Sample Period |
---|---|---|
ESG1 | 0.011 *** | |
(4.910) | ||
ESG | 0.222 *** | |
(3.521) | ||
LEV | −0.051 *** | −0.067 *** |
(−3.227) | (−3.031) | |
GRO | 0.024 *** | 0.021 *** |
(4.502) | (4.303) | |
AGE | 0.001 * | 0.001 ** |
(1.685) | (2.324) | |
SHRER1 | 0.062 *** | 0.050 *** |
(4.595) | (3.153) | |
BD | 0.018 | −0.004 |
(1.340) | (−0.271) | |
FIX | −0.065 *** | −0.043 |
(−3.043) | (−1.620) | |
CASHFLOW | 0.060 *** | 0.053 *** |
(7.823) | (6.352) | |
_cons | −0.059 * | −0.134 ** |
(−1.893) | (−2.413) | |
Year Fe | Yes | |
Industry Fe | ||
N | 1060 | 742 |
r2_a | 0.229 | 0.242 |
Variable Point VA | Phase I | Phase II |
---|---|---|
ESG | ROA | |
L.ESG | 0.690 *** | |
(29.50) | ||
ESG | 0.322 *** | |
(5.19) | ||
LEV | 0.002 | −0.050 *** |
(0.24) | (−3.40) | |
GRO | −0.002 | 0.022 *** |
(−0.56) | (3.68) | |
AGE | 0.001 *** | 0.001 |
(2.84) | (1.33) | |
SHRER1 | −0.016 * | 0.068 *** |
(−1.68) | (3.81) | |
BD | 0.001 | 0.018 |
(0.16) | (1.53) | |
FIX | −0.008 | −0.049 * |
(−0.57) | (−1.94) | |
CASHFLOW | 0.014 *** | 0.061 *** |
(2.73) | (6.61) | |
_cons | 0.220 *** | −0.248 *** |
(9.26) | (−4.63) | |
N | 954 | 954 |
R2 | 0.532 | 0.238 |
Broad-Scale | Small- and Medium-Sized | State Enterprise | Non-State Enterprise | Web-Based Information Technology | Business Services | |
---|---|---|---|---|---|---|
ESG | 0.179 *** | 0.157 ** | 0.313 *** | 0.223 *** | 0.318 *** | 0.057 |
(2.725) | (1.982) | (3.537) | (3.550) | (5.615) | (0.485) | |
LEV | −0.076 *** | −0.094 *** | −0.043 ** | −0.053 ** | −0.068 *** | 0.006 |
(−3.861) | (−3.019) | (−2.094) | (−2.315) | (−3.905) | (0.147) | |
GRO | 0.017 *** | 0.040 *** | 0.020 *** | 0.025 *** | 0.019 *** | 0.039 *** |
(3.002) | (4.054) | (2.721) | (3.840) | (3.032) | (3.508) | |
AGE | 0.001 | −0.000 | 0.001 | 0.002 *** | 0.000 | 0.001 |
(1.135) | (−0.366) | (1.030) | (2.753) | (0.827) | (0.901) | |
SHRER1 | 0.043 ** | 0.071 *** | 0.104 *** | 0.054 *** | 0.061 *** | 0.068 ** |
(2.114) | (3.376) | (4.341) | (2.888) | (3.596) | (2.139) | |
BD | 0.011 | 0.010 | −0.022 | 0.040 ** | 0.006 | 0.039 |
(0.732) | (0.499) | (−1.356) | (2.209) | (0.382) | (1.132) | |
FIX | −0.015 | −0.043 | −0.006 | −0.120 ** | −0.099 * | −0.047 |
(−0.728) | (−1.348) | (−0.244) | (−2.506) | (−1.921) | (−1.126) | |
CASHFLOW | 0.053 *** | 0.052 *** | 0.067 *** | 0.058 *** | 0.052 *** | 0.079 *** |
(3.056) | (6.047) | (3.159) | (7.226) | (5.831) | (4.460) | |
_cons | −0.078 | −0.097 | −0.207 *** | −0.281 *** | −0.227 *** | −0.155 ** |
(−1.052) | (−1.500) | (−2.752) | (−4.255) | (−3.969) | (−1.974) | |
Year Fe | Yes | |||||
Industry Fe | ||||||
N | 499 | 561 | 347 | 713 | 770 | 290 |
r2_a | 0.221 | 0.286 | 0.374 | 0.221 | 0.247 | 0.210 |
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Su, R.; Li, N. Environmental, Social, and Governance Performance, Platform Governance, and Value Creation of Platform Enterprises. Sustainability 2024, 16, 7251. https://doi.org/10.3390/su16177251
Su R, Li N. Environmental, Social, and Governance Performance, Platform Governance, and Value Creation of Platform Enterprises. Sustainability. 2024; 16(17):7251. https://doi.org/10.3390/su16177251
Chicago/Turabian StyleSu, Ruixin, and Na Li. 2024. "Environmental, Social, and Governance Performance, Platform Governance, and Value Creation of Platform Enterprises" Sustainability 16, no. 17: 7251. https://doi.org/10.3390/su16177251
APA StyleSu, R., & Li, N. (2024). Environmental, Social, and Governance Performance, Platform Governance, and Value Creation of Platform Enterprises. Sustainability, 16(17), 7251. https://doi.org/10.3390/su16177251