A Study of the Impact of ESG on Total Factor Productivity in a Dual-Carbon Context—Based on the Moderating Role of CEOs’ Overseas Experience
Abstract
:1. Introduction
2. Materials and Methods
2.1. ESG Performance and Total Factor Productivity
2.2. Moderating Role of CEOs’ Overseas Experience
2.3. Sample Selection and Data Sources
2.4. Definition of Variables
2.4.1. Explained Variables
2.4.2. Explanatory Variables
2.4.3. Moderating Variables
2.4.4. Control Variables
2.5. Modeling
3. Results
3.1. Descriptive Statistics
3.2. Correlation Analysis
3.3. Analysis of Regression Results
3.4. Endogeneity Analysis
3.5. Robustness Analysis
4. Discussion and Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Nature of the Variable | Variable Name | Notation | Description of Variables | Source (of Information etc.) |
---|---|---|---|---|
Explanatory variable | Total factor productivity | TFP | Measured by the LP method to obtain | (Levinsohn & Petrin, 2003) [51] |
Explanatory variable | ESG performance | ESG | ESG scores from the Bloomberg database | (Nollet, Filis, & Mitrokostas, 2016; Wang & Sarkis, 2017; Yu, Guo, & Luu, 2018) [52,53,54] |
Moderator variable | CEO overseas experience | OVERSEAS | Overseas experience | (Cao, Wang, Li, & Zheng, 2022) [56] |
Company size | SIZE | Natural logarithm of the total number of employees in the enterprise | ||
Profitability | ROE | Net profit/average balance of shareholders’ equity | ||
Control variable | Solvency | LEV | Total assets/total assets at the end of the year | (Cao, Sun, & Yuan, 2019; Huang, 2013; Quan, Ke, Qian, & Zhang, 2023) [57,58,59] |
Board size | BOARD | Natural logarithm of the total number of board members | (Huang Bo, Li Haitong, Jiang Ping, & Lei Jinghua, 2022) [60] | |
Operating ability | TAT | Operating income/average total assets | ||
Tobin’s Q | TOBINQ | Market capitalization/total assets |
Variable | N | Mean | SD | Min | Max. |
---|---|---|---|---|---|
TFP | 9128 | 14.84 | 0.791 | 13.14 | 16.96 |
ESG | 9128 | 28.45 | 8.540 | 13.07 | 54.86 |
OVERSEAS | 9128 | 0.427 | 0.495 | 0 | 1 |
SIZE | 9128 | 8.522 | 1.242 | 5.533 | 11.83 |
ROE | 9128 | 0.0790 | 0.127 | −0.668 | 0.354 |
BOARD | 9128 | 2.168 | 0.201 | 1.609 | 2.708 |
TAT | 9128 | 0.681 | 0.478 | 0.0440 | 2.775 |
TOBINQ | 9128 | 1.967 | 1.380 | 0.828 | 8.783 |
DUAL | 9128 | 0.225 | 0.417 | 0 | 1 |
TFP | ESG | SIZE | ROE | BOARD | TAT | TOBINQ | DUAL | |
---|---|---|---|---|---|---|---|---|
TFP | 1 | |||||||
ESG | 0.281 *** | 1 | ||||||
SIZE | −0.086 *** | 0.328 *** | 1 | |||||
ROE | 0.133 *** | 0.019 * | 0.071 *** | 1 | ||||
BOARD | 0.058 *** | 0.039 *** | 0.188 *** | −0.0120 | 1 | |||
TAT | 0.121 *** | −0.00200 | 0.255 *** | 0.198 *** | −0.018 * | 1 | ||
TOBINQ | −0.205 *** | −0.025 ** | −0.240 *** | 0.206 *** | −0.156 *** | 0.0110 | 1 | |
DUAL | −0.081 *** | 0.00700 | −0.064 *** | 0.055 *** | −0.185 *** | 0.00600 | 0.132 *** | 1 |
TFP_(2) | TFP_(3) | |
---|---|---|
ESG | 0.006 *** | 0.006 *** |
(7.47) | (7.28) | |
OVERSEAS ESG*OVERSEAS | 0.006 (0.66) 0.001 ** (2.43) | |
SIZE | −0.210 *** | −0.211 *** |
(−26.35) | (−26.36) | |
ROE | 0.478 *** | 0.478 *** |
(15.60) | (15.60) | |
BOARD | 0.161 *** | 0.160 *** |
(5.12) | (5.06) | |
TAT | 0.500 *** | 0.501 *** |
(30.89) | (30.95) | |
TOBINQ | −0.021 *** | −0.021 *** |
(−5.46) | (−5.51) | |
DUAL | −0.013 | −0.013 |
(−1.10) | (−1.10) | |
Constant | 15.425 *** | 15.427 *** |
(166.95) | (166.84) | |
Industry Year | Yes Yes | Yes Yes |
Observations | 9128 | 9128 |
R-squared | 0.400 | 0.400 |
adj_R2 F | 0.310 310.9 | 0.310 278.6 |
TFP_1 | TFP_2 | |
---|---|---|
L.TFP | 0.765 *** | 0.770 *** |
(20.32) | (19.59) | |
ESG ESG*OVERSEAS SIZE | 0.010 *** (7.16) −0.066 *** | 0.010 *** (7.04) 0.001 *** (2.53) −0.067 *** |
(−6.43) | (−6.34) | |
ROE | 0.504 *** | 0.508 *** |
(9.19) | (9.25) | |
BOARD | 0.059 * | 0.055 |
(1.70) | (1.61) | |
TAT | 0.110 *** | 0.112 *** |
(5.87) | (5.85) | |
TOBINQ | −0.039 *** | −0.040 *** |
(−5.31) | (−5.31) | |
DUAL | −0.010 | −0.012 |
(−0.73) | (−0.88) | |
Constant | 3.654 *** | 3.736 *** |
(6.29) | (6.20) | |
Observations Number of groups | 7692 1130 | 7692 1130 |
TFP_OLS | TFP_FE | |
---|---|---|
ESG | 0.007 *** | 0.006 *** |
(7.83) | (7.21) | |
OVERSEAS ESG*OVERSEAS SIZE | −0.004 (−0.39) 0.001 *** (2.83) −0.167 *** | −0.001 (−0.09) 0.001 ** (2.51) 0.013 |
(−19.37) | (1.51) | |
ROE | 0.440 *** | 0.348 *** |
(13.27) | (10.93) | |
BOARD | 0.175 *** | 0.156 *** |
(5.10) | (4.75) | |
TAT | 0.854 *** | 0.869 *** |
(48.79) | (51.66) | |
TOBINQ | −0.016 *** | −0.022 *** |
(−4.00) | (−5.54) | |
DUAL | −0.018 | −0.016 |
(−1.37) | (−1.31) | |
Constant | 14.403 *** | 15.307 *** |
(143.96) | (158.28) | |
Industry Year | Yes Yes | Yes Yes |
Observations | 9128 | 9128 |
R-squared | 0.416 | 0.488 |
adj_R2 F | 0.329 297.4 | 0.412 398.7 |
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Shen, R. A Study of the Impact of ESG on Total Factor Productivity in a Dual-Carbon Context—Based on the Moderating Role of CEOs’ Overseas Experience. Sustainability 2024, 16, 5676. https://doi.org/10.3390/su16135676
Shen R. A Study of the Impact of ESG on Total Factor Productivity in a Dual-Carbon Context—Based on the Moderating Role of CEOs’ Overseas Experience. Sustainability. 2024; 16(13):5676. https://doi.org/10.3390/su16135676
Chicago/Turabian StyleShen, Runan. 2024. "A Study of the Impact of ESG on Total Factor Productivity in a Dual-Carbon Context—Based on the Moderating Role of CEOs’ Overseas Experience" Sustainability 16, no. 13: 5676. https://doi.org/10.3390/su16135676
APA StyleShen, R. (2024). A Study of the Impact of ESG on Total Factor Productivity in a Dual-Carbon Context—Based on the Moderating Role of CEOs’ Overseas Experience. Sustainability, 16(13), 5676. https://doi.org/10.3390/su16135676