ESG Controversies and Firm Investment Efficiency: Impact and Mechanism Examination
Abstract
:1. Introduction
2. Theoretical Analysis and Research Hypotheses
2.1. Theoretical Background
2.2. Research Hypotheses
2.2.1. ESG Controversies and Investment Efficiency
2.2.2. The Mediating Effect of Agency Costs
2.2.3. The Mediating Effect of Audit Quality
2.2.4. The Moderating Effect of Financing Constraints
2.2.5. The Moderating Effect of Internal Control Quality
3. Data and Methodology
3.1. Data and Sample
3.2. Variables
3.2.1. Dependent Variable
3.2.2. Independent Variables
3.2.3. The Mediating Variable
3.2.4. The Moderating Variable
3.2.5. Control Variables
3.3. Model Setting
3.4. Descriptive Statistical Analysis
4. Results
4.1. Baseline Regression
4.2. Robustness Analysis
4.2.1. Instrumental Variables Method (2SLS)
4.2.2. Using the T + 1 Period Dependent Variable
4.2.3. Replace the Dependent Variable
4.2.4. Replace the Explanatory Variable
5. Further Analysis
5.1. Mediating Effect
5.1.1. Agency Costs
5.1.2. Audit Quality
5.2. Moderating Effect
5.2.1. Financing Constraints
5.2.2. Internal Control Quality
5.3. Heterogeneity Analysis
5.3.1. Pollution Intensity
5.3.2. Ownership Structure
5.3.3. Analyst Coverage
5.3.4. Digitalization Level
6. Conclusions and Policy Recommendations
6.1. Conclusions
6.2. Policy Recommendations
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable Type | Variable Name | Symbol | Variable Definition |
---|---|---|---|
Dependent Variable | Degree of Inefficient Investment | Misinv | The absolute value of the residual from Model (1) regression |
Overinvestment | Over | The absolute value of the residual greater than zero from Model (1) regression | |
Underinvestment | Under | The absolute value of the residual less than zero from Model (1) regression | |
Independent Variable | ESG Controversies | ESGc | Overall company rating based on negative media coverage |
Mediating Variable | Agency Costs | Agency | Log of firm’s free cash flow |
Audit Quality | AQ | The residual estimates are derived from the modified Jones model | |
Moderating Variable | Financing Constraints | KZ | KZ index reflecting the firm’s financing constraints |
Internal Control Quality | IC | Internal control quality index from the DBI Dibo database | |
Control Variable | Firm Size | Size | Natural logarithm of total firm assets |
Leverage | Lev | Total liabilities to total assets ratio | |
Cash Holdings | Cash | Cash and cash equivalents to total assets ratio | |
Asset Tangibility | Tangibility | (Total assets − net intangible assets)/total assets | |
Firm Age | Age | Natural logarithm of the firm’s years since establishment | |
Market-to-Book Ratio | Mtb | Total assets to market value ratio | |
Return on Assets | Roa | Net profit to total assets ratio |
Variable Type | Variables | N | Mean | Std | Min | Max |
---|---|---|---|---|---|---|
Dependent Variable | Misinv | 3267 | 0.0329 | 0.0616 | 0.00002 | 2.2668 |
Over | 1461 | 0.0388 | 0.0639 | 0.00002 | 0.8158 | |
Under | 1806 | 0.0281 | 0.0593 | 0.00002 | 2.2668 | |
Independent Variable | ESGc | 3267 | 89.0792 | 6.0040 | 5 | 100 |
Mediating Variable | Agency | 2076 | 21.0119 | 1.7183 | 13.5401 | 26.2543 |
AQ | 3229 | 0.0106 | 0.0914 | −0.9803 | 2.1071 | |
Moderating Variable | KZ | 3247 | 1.2435 | 2.1890 | −10.7214 | 7.8771 |
IC | 3215 | 675.4902 | 124.3284 | 0 | 995.36 | |
Control Variable | Size | 3267 | 24.2361 | 1.3267 | 20.98 | 28.64 |
Lev | 3267 | 0.4811 | 0.1930 | 0.0143 | 1.3124 | |
Cash | 3267 | 0.0905 | 0.1103 | −1.7586 | 2.8712 | |
Tangibility | 3267 | 0.9348 | 0.0892 | 0.2680 | 1 | |
Age | 3267 | 14.6525 | 7.5374 | 0 | 31 | |
Mbt | 3267 | 0.6690 | 0.3396 | 0.0300 | 2.0245 | |
Roa | 3267 | 0.0605 | 0.0701 | −0.5860 | 0.6444 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
Misinv | Misinv | Misinv | Misinv | Over | Under | |
ESGc | 0.0004 * | 0.0004 *** | 0.0004 ** | 0.0004 *** | 0.0007 ** | 0.0002 * |
(1.71) | (2.60) | (2.55) | (2.63) | (2.01) | (1.69) | |
Size | 0.0021 ** | 0.0015 | 0.0012 | 0.0020 | 0.0008 | |
(2.30) | (1.64) | (1.25) | (1.02) | (1.01) | ||
Lev | 0.0218 *** | 0.0212 *** | 0.0290 *** | 0.0506 *** | 0.0072 | |
(3.78) | (3.68) | (4.79) | (4.07) | (1.51) | ||
Cash | 0.1228 *** | 0.1258 *** | 0.1183 *** | 0.1802 *** | 0.0067 | |
(12.79) | (13.05) | (12.12) | (11.03) | (0.72) | ||
Tangibility | −0.0652 *** | −0.0648 *** | −0.0762 *** | −0.0946 *** | −0.0549 *** | |
(−7.44) | (−7.40) | (−8.12) | (−5.05) | (−7.49) | ||
Age | −0.0006 *** | −0.0006 *** | −0.0006 *** | −0.0008 *** | −0.0005 *** | |
(−5.56) | (−5.35) | (−5.45) | (−3.49) | (−5.02) | ||
Mbt | −0.0197 *** | −0.0188 *** | −0.0170 *** | −0.0196 *** | −0.0146 *** | |
(−5.57) | (−5.25) | (−4.58) | (−2.61) | (−5.08) | ||
Roa | −0.0358 ** | −0.0411 ** | −0.0299 * | −0.0142 | 0.0104 | |
(−2.13) | (−2.43) | (−1.72) | (−0.42) | (0.73) | ||
Cons | −0.0048 | −0.0003 | 0.0135 | 0.0265 | −0.0029 | 0.0472 * |
(−0.22) | (−0.01) | (0.46) | (0.80) | (0.05) | (1.94) | |
Year | No | No | Yes | Yes | Yes | Yes |
Industry | No | No | No | Yes | Yes | Yes |
Obs | 3267 | 3267 | 3267 | 3267 | 1461 | 1806 |
F | 2.92 | 50.53 | 50.22 | 46.33 | 32.58 | 17.83 |
R-squared | 0.0009 | 0.1104 | 0.1187 | 0.1382 | 0.2051 | 0.1366 |
Variables | (1) | (2) | (3) | (4) |
---|---|---|---|---|
ESGc | Misinv | Over | Under | |
First Stage | Second Stage | Second Stage | Second Stage | |
ESGc | 0.0051 ** | 0.0106 | 0.0025 ** | |
(2.33) | (1.22) | (2.17) | ||
ESGc_iv | −0.3679 *** | |||
(−5.61) | ||||
Size | −0.7718 *** | 0.0049 ** | 0.0093 | 0.0027 ** |
(−9.13) | (2.45) | (1.40) | (2.18) | |
Lev | 1.0334 * | 0.0238 *** | 0.0532 *** | 0.0016 |
(1.93) | (3.42) | (3.34) | (0.29) | |
Cash | −0.8091 | 0.1229 *** | 0.1798 *** | 0.0115 |
(−0.94) | (11.40) | (8.67) | (1.13) | |
Tangibility | −0.8184 | −0.0712 *** | −0.0863 *** | −0.0526 *** |
(−0.99) | (−6.87) | (−3.57) | (−6.79) | |
Age | −0.0026 | −0.0006 *** | −0.0006 * | −0.0005 *** |
(−0.25) | (−4.83) | (−1.72) | (−5.06) | |
Mbt | 1.2907 *** | −0.0231 *** | −0.0348 ** | −0.0171 *** |
(3.96) | (−4.75) | (−2.23) | (−5.20) | |
Roa | 3.4363 ** | −0.0475 ** | −0.0401 | −0.0005 |
(2.22) | (−2.34) | (−0.86) | (−0.30) | |
Year | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes |
Obs | 3234 | 3234 | 1447 | 1786 |
F | 31.49 | 39.24 | 20.95 | 16.17 |
Anderson canon. corr. LM | 31.55 | |||
Cragg-Donald Wald F | 31.49 |
Variables | (1) | (2) | (3) |
---|---|---|---|
F.Misinv | F.Over | F.Under | |
ESGc | 0.0004 ** | 0.0008 | 0.0003 ** |
(2.54) | (1.38) | (2.20) | |
Size | 0.0007 | 0.0012 | 0.0001 |
(0.78) | (0.74) | (0.20) | |
Lev | 0.0107 ** | 0.0069 | 0.0100 * |
(1.96) | (0.62) | (1.93) | |
Cash | 0.0337 *** | 0.0372 *** | 0.0305 *** |
(3.91) | (2.66) | (3.01) | |
Tangibility | −0.0386 *** | −0.0305 * | −0.0438 *** |
(−4.77) | (−1.85) | (−5.78) | |
Age | −0.0005 *** | −0.0006 *** | −0.0005 *** |
(−4.65) | (−3.01) | (−4.51) | |
Mbt | −0.0186 *** | −0.0253 *** | −0.0133 *** |
(−5.45) | (−3.69) | (−4.08) | |
Roa | 0.0049 | −0.0186 | 0.0164 |
(0.30) | (−0.54) | (1.07) | |
Cons | 0.0217 | −0.0308 | 0.0467 ** |
(0.81) | (−0.41) | (1.96) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
Obs | 2444 | 1053 | 1390 |
F | 20.84 | 8.20 | 17.73 |
R-squared | 0.1103 | 0.1376 | 0.1507 |
Variables | (1) | (2) | (3) |
---|---|---|---|
Misinv-Biddle | Over-Biddle | Under-Biddle | |
ESGc | 0.0007 *** | 0.0010 | 0.0004 ** |
(2.80) | (1.00) | (2.51) | |
Size | 0.0010 | 0.0056 ** | −0.0020 *** |
(0.94) | (2.31) | (−2.80) | |
Lev | 0.0325 *** | 0.0782 *** | 0.0032 |
(4.82) | (5.06) | (0.72) | |
Cash | 0.0814 *** | 0.1206 *** | −0.0129 |
(7.77) | (6.31) | (−1.50) | |
Tangibility | −0.0462 *** | −0.1047 *** | −0.0126 * |
(−4.63) | (−4.63) | (−1.91) | |
Age | −0.0007 *** | −0.0012 *** | 0.0001 |
(−5.44) | (−4.09) | (0.35) | |
Mbt | −0.0161 *** | −0.0422 *** | 0.0056 ** |
(−3.86) | (−4.37) | (2.09) | |
Roa | −0.0333 * | −0.0847 * | 0.0366 *** |
(−1.68) | (−1.89) | (2.78) | |
Cons | −0.0142 | −0.0819 | 0.0478 ** |
(−0.36) | (−0.67) | (2.04) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
Obs | 2614 | 1031 | 1583 |
F | 23.71 | 17.58 | 3.68 |
R-squared | 0.1339 | 0.2040 | 0.1391 |
Variables | (1) | (2) | (3) |
---|---|---|---|
Misinv | Over | Under | |
Wind-ESGc | 0.0182 *** | 0.0328 *** | 0.0003 |
(3.55) | (3.43) | (0.80) | |
Size | 0.0023 ** | 0.0039 * | 0.0010 |
(2.18) | (1.84) | (1.20) | |
Lev | 0.0195 *** | 0.0396 *** | −0.0001 |
(3.05) | (3.03) | (0.10) | |
Cash | 0.1387 *** | 0.2108 *** | 0.0144 |
(13.63) | (12.16) | (4.58) | |
Tangibility | −0.0580 *** | −0.0807 *** | −0.0358 *** |
(−5.79) | (−4.07) | (−4.78) | |
Age | −0.0006 *** | −0.0008 *** | −0.0005 *** |
(−5.09) | (−3.21) | (−5.09) | |
Mbt | −0.0168 *** | −0.0204 *** | −0.0142 *** |
(−4.38) | (−2.62) | (−5.03) | |
Roa | −0.0638 *** | −0.0805 ** | −0.0013 |
(−3.43) | (−2.12) | (−0.10) | |
Cons | −0.0222 | −0.0854 | 0.0487 ** |
(−0.71) | (−1.41) | (2.02) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
Obs | 2738 | 1240 | 1498 |
F | 45.07 | 33.09 | 14.14 |
R-squared | 0.1485 | 0.2227 | 0.1226 |
Variables | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
Misinv | Agency | Misinv | Over | Under | |
Agency | 0.0020 *** | 0.0011 | 0.0023 *** | ||
(3.08) | (0.84) | (3.47) | |||
ESGc | 0.0004 *** | 0.0197 *** | 0.0003 * | 0.0007 | 0.0002 |
(2.63) | (2.85) | (1.69) | (1.51) | (1.27) | |
Size | 0.0012 | 0.9750 *** | −0.0015 | −0.0013 | −0.0017 |
(1.25) | (34.65) | (−1.43) | (−0.63) | (−1.57) | |
Lev | 0.0290 *** | 0.0159 | 0.0137 ** | 0.0273 *** | 0.0033 |
(4.79) | (0.09) | (2.64) | (2.62) | (0.61) | |
Cash | 0.1183 *** | 0.5220 | 0.0020 | −0.0022 | 0.0040 |
(12.12) | (1.43) | (0.18) | (−0.10) | (0.36) | |
Tangibility | −0.0762 *** | −1.0523 *** | −0.0637 *** | −0.1013 *** | −0.0369 *** |
(−8.12) | (3.82) | (−7.93) | (−6.47) | (−4.38) | |
Age | −0.0006 *** | 0.0064 * | −0.0003 *** | −0.0001 | −0.0005 *** |
(−5.45) | (1.86) | (−3.18) | (0.53) | (−4.48) | |
Mbt | −0.0170 *** | 0.1012 | −0.0186 *** | −0.0198 *** | −0.0156 *** |
(−4.58) | (0.96) | (−6.05) | (−3.22) | (−4.88) | |
Roa | −0.0299 * | 3.6565 *** | 0.0107 | 0.0458 | −0.0065 |
(−1.72) | (6.55) | (0.65) | (1.36) | (−0.38) | |
Cons | 0.0265 | −4.1049 *** | 0.0564 * | 0.0542 | 0.0430 |
(0.80) | (−3.99) | (1.88) | (0.81) | (1.44) | |
Year | Yes | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes | Yes |
Obs | 3267 | 2076 | 2076 | 801 | 1273 |
F | 46.33 | 258.59 | 18.93 | 8.90 | 11.77 |
R-squared | 0.1382 | 0.5847 | 0.1313 | 0.2047 | 0.1598 |
Variables | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
Misinv | AQ | Misinv | Over | Under | |
AQ | 0.1401 *** | 0.1645 *** | 0.0181 | ||
(10.60) | (7.65) | (1.28) | |||
ESGc | 0.0004 *** | 0.0007 *** | 0.0004 ** | 0.00078 | 0.0003 * |
(2.63) | (2.47) | (2.00) | (1.71) | (1.65) | |
Size | 0.0012 | 0.0004 | 0.0009 | 0.0017 | 0.0006 |
(1.25) | (0.33) | (0.98) | (0.85) | (0.76) | |
Lev | 0.0290 *** | 0.0016 | 0.0290 *** | 0.0529 *** | 0.0072 |
(4.79) | (0.20) | (4.85) | (4.34) | (1.49) | |
Cash | 0.1183 *** | −0.6185 *** | 0.2034 *** | 0.2595 *** | 0.0186 |
(12.12) | (−47.81) | (16.08) | (13.46) | (1.25) | |
Tangibility | −0.0762 *** | 0.0425 *** | −0.0858 *** | −0.1131 *** | −0.0571 *** |
(−8.12) | (3.34) | (−9.03) | (−5.93) | (−7.56) | |
Age | −0.0006 *** | −0.0003 * | −0.0006 *** | −0.0007 *** | −0.0005 *** |
(−5.45) | (−1.83) | (−5.03) | (−3.00) | (−5.02) | |
Mbt | −0.0170 *** | 0.0007 | −0.0167 *** | −0.0198 *** | −0.0143 *** |
(−4.58) | (0.14) | (−4.54) | (−2.66) | (−4.87) | |
Roa | −0.0299 * | 1.0367 | −0.1726 *** | −0.1647 *** | −0.0101 |
(−1.72) | (45.15) | (−7.87) | (−4.21) | (−0.46) | |
Cons | 0.0265 | −0.1091 *** | 0.0427 | 0.0166 | 0.0482 * |
(0.80) | (−2.47) | (1.29) | (0.26) | (1.75) | |
Year | Yes | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes | Yes |
Obs | 3267 | 3229 | 3229 | 1445 | 1782 |
F | 46.33 | 398.58 | 54.30 | 36.19 | 15.84 |
R-squared | 0.1382 | 0.5132 | 0.1631 | 0.2291 | 0.1361 |
Variables | (1) | (2) | (3) |
---|---|---|---|
Misinv | Over | Under | |
ESGc | 0.0012 *** | 0.0006 ** | 0.0019 ** |
(3.42) | (2.32) | (2.31) | |
KZ | 0.0387 ** | 0.0161 | 0.0549 * |
(2.55) | (1.12) | (1.89) | |
KZ × ESGc | −0.0004 ** | −0.0002 | −0.0005 * |
(−2.35) | (−1.05) | (−1.81) | |
Size | 0.0019 ** | 0.0012 | 0.0029 |
(2.04) | (1.64) | (1.49) | |
Lev | 0.0038 | −0.0037 | 0.0284 * |
(0.50) | (−0.64) | (1.79) | |
Cash | 0.1589 *** | 0.0236 ** | 0.2119 *** |
(13.21) | (2.03) | (10.54) | |
Tangibility | −0.0666 *** | −0.0433 *** | −0.0896 *** |
(−7.20) | (−6.08) | (−4.87) | |
Age | −0.0006 *** | −0.0005 *** | −0.0008 *** |
(−5.49) | (−5.23) | (−3.33) | |
Mbt | −0.0133 *** | −0.0137 *** | −0.0163 ** |
(−3.61) | (−4.84) | (−2.18) | |
Roa | −0.0242 | 0.0091 | −0.0214 |
(−1.38) | (0.66) | (−0.62) | |
Cons | −0.0782 * | −0.0106 | −0.1474 |
(−1.72) | (−0.31) | (−1.53) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
Obs | 3247 | 1796 | 1451 |
F | 40.67 | 13.94 | 27.76 |
R-squared | 0.1484 | 0.1403 | 0.2156 |
Variables | (1) | (2) | (3) |
---|---|---|---|
Misinv | Over | Under | |
ESGc | 0.0004 ** | 0.0005 * | 0.0002 * |
(2.42) | (1.68) | (1.78) | |
IC | −0.0169 ** | −0.0233 | −0.0123 * |
(−2.24) | (−1.62) | (−1.91) | |
IC × ESGc | −0.0002 *** | −0.0003 ** | −0.0001 ** |
(−3.00) | (−2.30) | (−2.34) | |
Size | 00024 ** | 0.0027 | 0.0023 *** |
(2.40) | (1.35) | (2.98) | |
Lev | 0.0217 *** | 0.0411 *** | 0.0025 |
(4.40) | (3.74) | (0.57) | |
Cash | 0.1135 *** | 0.1700 *** | 0.0080 |
(13.03) | (11.79) | (0.93) | |
Tangibility | −0.0569 *** | −0.0609 *** | −0.0470 *** |
(−6.71) | (−3.64) | (−6.84) | |
Age | −0.0006 *** | −0.0007 *** | −0.0004 *** |
(−5.78) | (−3.67) | (−5.11) | |
Mbt | −0.0154 *** | −0.0159 ** | −0.0154 *** |
(−4.58) | (−2.33) | (−5.73) | |
Roa | 0.0033 | 0.0326 | 0.0288 ** |
(0.20) | (1.05) | (2.06) | |
Cons | 0.0043 | −0.0144 | 00145 |
(0.15) | (−0.26) | (0.62) | |
Year | Yes | Yes | Yes |
Industry | Yes | Yes | Yes |
Obs | 3215 | 1427 | 1788 |
F | 43.41 | 30.40 | 16.81 |
R-squared | 0.1540 | 0.2328 | 0.1432 |
Variables | (1) | (2) | (3) | (4) |
---|---|---|---|---|
High Pollution | Low Pollution | Soe | Non-Soe | |
ESGc | 0.0010 * | 0.0007 *** | 0.0004 ** | 0.0013 *** |
(1.70) | (2.62) | (2.22) | (2.60) | |
Size | −0.0006 | 0.0018 | −0.0001 | 0.0067 *** |
(−0.23) | (1.63) | (−0.60) | (3.20) | |
Lev | 0.0348 * | 0.0269 *** | 0.0066 | 0.0396 *** |
(1.94) | (4.08) | (1.17) | (3.51) | |
Cash | 0.1239 *** | 0.1191 *** | 0.0195 * | 0.1783 *** |
(3.56) | (11.59) | (1.65) | (11.87) | |
Tangibility | −0.0939 *** | −0.0708 *** | −0.0639 *** | −0.0853 *** |
(−2.61) | (−7.10) | (−7.34) | (−4.96) | |
Age | −0.0003 | −0.0007 *** | −0.0002 | −0.0008 *** |
(−1.14) | (−5.48) | (−1.45) | (−3.33) | |
Mbt | −0.0062 | −0.0187 *** | −0.0140 *** | −0.0176 ** |
(−0.60) | (−4.54) | (−4.23) | (−2.45) | |
Roa | 0.0152 | −0.0407 ** | 0.0350 * | −0.0964 *** |
(0.26) | (−2.18) | (1.84) | (−3.36) | |
Cons | 0.0112 | −0.0142 | 0.0485 | −0.1817 ** |
(0.12) | (−0.36) | (1.57) | (−2.52) | |
Year | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes |
Obs | 480 | 2767 | 1676 | 1557 |
F | 5.01 | 41.39 | 14.83 | 29.96 |
R-squared | 0.1416 | 0.1479 | 0.1557 | 0.1866 |
Variables | (1) | (2) | (3) | (4) |
---|---|---|---|---|
High Analyst Coverage | Low Analyst Coverage | High Digitalization | Low Digitalization | |
ESGc | 0.0010 * | 0.0007 *** | 0.0004 ** | 0.0013 *** |
(1.70) | (2.62) | (2.22) | (2.60) | |
Size | −0.0006 | 0.0018 | −0.0001 | 0.0067 *** |
(−0.23) | (1.63) | (−0.60) | (3.20) | |
Lev | 0.0348 * | 0.0269 *** | 0.0066 | 0.0396 *** |
(1.94) | (4.08) | (1.17) | (3.51) | |
Cash | 0.1239 *** | 0.1191 *** | 0.0195 * | 0.1783 *** |
(3.56) | (11.59) | (1.65) | (11.87) | |
Tangibility | −0.0939 *** | −0.0708 *** | −0.0639 *** | −0.0853 *** |
(−2.61) | (−7.10) | (−7.34) | (−4.96) | |
Age | −0.0003 | −0.0007 *** | −0.0002 | −0.0008 *** |
(−1.14) | (−5.48) | (−1.45) | (−3.33) | |
Mbt | −0.0062 | −0.0187 *** | −0.0140 *** | −0.0176 ** |
(−0.60) | (−4.54) | (−4.23) | (−2.45) | |
Roa | 0.0152 | −0.0407 ** | 0.0350 * | −0.0964 *** |
(0.26) | (−2.18) | (1.84) | (−3.36) | |
Cons | 0.0112 | −0.0142 | 0.0485 | −0.1817 ** |
(0.12) | (−0.36) | (1.57) | (−2.52) | |
Year | Yes | Yes | Yes | Yes |
Industry | Yes | Yes | Yes | Yes |
Obs | 480 | 2767 | 1676 | 1557 |
F | 5.01 | 41.39 | 14.83 | 29.96 |
R-squared | 0.1416 | 0.1479 | 0.1557 | 0.1866 |
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Ma, S.; Ma, T. ESG Controversies and Firm Investment Efficiency: Impact and Mechanism Examination. Risks 2025, 13, 67. https://doi.org/10.3390/risks13040067
Ma S, Ma T. ESG Controversies and Firm Investment Efficiency: Impact and Mechanism Examination. Risks. 2025; 13(4):67. https://doi.org/10.3390/risks13040067
Chicago/Turabian StyleMa, Shijin, and Tao Ma. 2025. "ESG Controversies and Firm Investment Efficiency: Impact and Mechanism Examination" Risks 13, no. 4: 67. https://doi.org/10.3390/risks13040067
APA StyleMa, S., & Ma, T. (2025). ESG Controversies and Firm Investment Efficiency: Impact and Mechanism Examination. Risks, 13(4), 67. https://doi.org/10.3390/risks13040067