Submitted:
14 April 2026
Posted:
15 April 2026
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Abstract
Keywords:
1. Introduction
2. Mechanism Analysis and Research Hypothesis
2.1. Public Fund Investors' Shareholding and Corporate ESG Performance
2.2. Research on the Impact Mechanism of Public Fund Investment on Corporate ESG Performance
3. Empirical Design
3.1. Sample Selection and Data Sources
3.2. Variable Definition
3.2.1. The Dependent Variable
3.2.2. Control Variables
3.2.3. Explanatory Variables
3.2.4. Mediating Variables
3.3. Model Settings
3.3.1. Benchmark Regression Model
- Benchmark regression model
3.3.2. Impact Mechanism Model
4. Empirical Results and Analysis
4.1. Descriptive Statistical Analysis
4.2. Benchmark Regression Analysis
4.3. Robustness Test and Endogeneity Test
4.3.1. Use Annual Data
4.3.2. Increase Fixed Effects
4.3.3. Placebo Test
4.3.4. Change the Dependent Variable
4.3.5. Detection of Changes in the Shareholding Ratio of Public Funds
4.3.6. Heckman Two-stage Method
| Variable | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| ESG | ESG | ESG-Bloom | ESG | ESG | |
| Inv | 0.24*** (3.46) |
0.35*** (3.57) |
0.44*** (5.31) |
0.38*** (4.28) |
|
| varInv | 0.46*** (4.38) |
||||
| L.Inv | 0.34*** (3.95) |
0.46*** (3.38) |
0.39*** (4.23) |
0.44*** (5.36) |
0.43*** (4.32) |
| Constant term | -1.06 (-1.26) |
-2.63 (-0.68) |
-1.68** (-2.52) |
-0.53 (-0.96) |
|
| IMR | 1.46** (2.48) |
||||
| L.ESG | 0.37*** (3.46) |
0.57*** (4.52) |
0.48** (1.88) |
0.42*** (2.65) |
0.51*** (3.84) |
| Controls | YES | YES | YES | YES | YES |
| AR(1) AR(2) |
0.00 0.156 |
0.00 0.178 |
0.00 0.183 |
0.00 0.195 |
0.00 0.169 |
| Individual fixed effects | NO | YES | NO | NO | NO |
| Fixed effects of time and industry | YES | YES | YES | YES | YES |
| sample size | 8825 | 24560 | 3654 | 17462 | 17368 |
| Adjusted | 0.18 | 0.19 | 0.25 | 0.34 | 0.46 |
4.3.7. Instrumental Variable Method
4.3.8. Double Difference Model Under Propensity Score Matching
4.4. Impact Mechanism Analysis
4.4.1. RD Innovation
4.4.2. Earnings Quality
4.4.3. Information Transparency
| Variable | (1) | (2) | (3) |
|---|---|---|---|
| ESG | ESG | ESG | |
| Inv | 0.45*** (5.23) |
0.36*** (3.77) |
0.48*** (5.26) |
| L.Inv | 0.45*** (4.23) |
0.36*** (5.23) |
0.44*** (3.16) |
| RD | 1.36*** (3.64) |
||
| RD | 0.45*** (4.72) |
||
| RESTATE | -0.12*** (-2.95) |
||
| RESTATE | -0.35*** (-3.58) |
||
| TRANS | 0.22*** (3.83) |
||
| TRANS | 0.45*** (4.68) |
||
| Constant term | -1.35** (-2.32) |
-0.48*** (-3.72) |
0.37*** (4.32) |
| Controls | YES | YES | YES |
| AR(1) | 0.00 | 0.00 | 0.00 |
| AR(2) | 0.123 | 0.175 | 0.187 |
| Fixed effects of time and industry | YES | YES | YES |
| sample size | 7534 | 23692 | 25276 |
| Adjusted | 0.24 | 0.21 | 0.39 |
4.5. Heterogeneity Test
4.5.1. Scientific and Technological Levels
4.5.2. Industry Pollution Levels
4.5.3. Analyst Attention
| Variable | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| ESG | ESG | ESG | ESG | ESG | ESG | |
| HT-H | HT-L | Pollute-H | Pollute-L | Media-L | Media-H | |
| Inv | 0.04*** (5.38) |
0.01 (0.42) |
0.52*** (4.62) |
-0.05 (-0.32) |
0.02* (1.64) |
0.05*** (4.36) |
| Constant term | -4.23*** (-2.91) |
-3.36*** (-4.36) |
-3.64*** (-6.23) |
-3.32*** (-3.73) |
-4.22*** (-3.21) |
-4.75*** (-2.71) |
| Controls | YES | YES | YES | YES | YES | YES |
| Fixed effects of time and industry | YES | YES | YES | YES | YES | YES |
| sample size | 10834 | 11245 | 8346 | 8548 | 12823 | 12925 |
| Adjusted | 0.162 | 0.184 | 0.168 | 0.175 | 0.186 | 0.246 |
5. Further Research
5.1. Heterogeneity of Institutional Investor Types
5.2. The Economic Consequences of Public Security Fund Investment on Corporate ESG Performance
5.2.1. Market Value
5.2.2. Operational Risk
| Variable | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| Tobin's Q | ROA | RISK-ROA | L.RISK-ROA | RISK-ZSCORE | L.RISK-ZSCORE | |
| ESGInv | 0.06*** (4.27) |
0.01*** (3.58) |
-0.01 (-1.48) |
-0.02** (2.24) |
-0.02*** (-2.84) |
-0.04 (-1.04) |
| ESG | -0.04 (-1.54) |
0.01 (1.36) |
-0.01** (-2.28) |
-0.01 (-0.56) |
-0.06** (-2.16) |
-0.04 (-0.56) |
| Inv | -0.04 (-1.51) |
-0.02 (-1.36) |
0.01 (0.93) |
0.03** (2.26) |
0.06*** (3.96) |
0.02 (1.26) |
| Constant term | 5.65*** (3.82) |
0.26 (1.29) |
0.08*** (2.94) |
0.06* (1.78) |
-1.36*** (-4.38) |
-1.24*** (-6.58) |
| Controls | YES | YES | YES | YES | YES | YES |
| Fixed effects of time | YES | YES | YES | YES | YES | YES |
| Fixed effects of industry |
YES | YES | YES | YES | YES | YES |
| N | 24636 | 24636 | 6748 | 3672 | 6482 | 3488 |
| Adjusted | 0.387 | 0.368 | 0.195 | 0.274 | 0.189 | 0.453 |
6. Research Conclusions and Policy Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| GSIA | Global Sustainable Investment Alliance |
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| Variable | Mean | Median | SD | Min | Max | ESG correlation coefficient |
|---|---|---|---|---|---|---|
| ESG | 4.36 | 4.02 | 1.02 | 1 | 8 | -- |
| Inv | 3.58 | 3.26 | 1.63 | 0.01 | 28.56 | 0.15*** |
| TRANS | 2.32 | 2.04 | 1.38 | 1.00 | 4.00 | 0.52*** |
| RD | 0.04 | 0.03 | 0.04 | 0.00 | 0.56 | 0.02* |
| RESTATE | 0.12 | 0.00 | 0.34 | 0.00 | 1.00 | -0.04*** |
| SIZE | 22.76 | 22.20 | 1.36 | 20.18 | 26.76 | 0.20*** |
| LEV | 0.42 | 0.40 | 0.20 | 0.05 | 0.85 | -0.00 |
| ROA | 0.05 | 0.04 | 0.04 | -0.03 | 0.21 | 0.07*** |
| SOE | 0.42 | 0.00 | 0.48 | 0.00 | 1.00 | 0.06*** |
| BM | 53.14 | 58.60 | 23.56 | 3.62 | 112.06 | 0.07*** |
| DUAL | 0.26 | 0.00 | 0.46 | 0.00 | 1.00 | -0.04*** |
| BOARD | 2.16 | 2.22 | 0.18 | 1.61 | 2.72 | 0.02*** |
| MANAGER | 19.56 | 12.36 | 21.06 | 0.00 | 69.44 | 0.01*** |
| GDP | 6.78 | 6.86 | 3.54 | -6.90 | 18.30 | -0.03*** |
| BALANCE | 0.81 | 0.68 | 0.62 | 0.05 | 2.82 | 0.02*** |
| BIG1 | 36.76 | 36.20 | 14.86 | 10.26 | 75.16 | 0.07*** |
| AGE | 2.86 | 2.88 | 0.34 | 1.95 | 3.56 | 0.03*** |
| GROWTH | -0.52 | -0.13 | 6.18 | -42.64 | 22.56 | -0.02*** |
| CASH | 0.02 | 0.004 | 0.08 | -0.16 | 0.52 | 0.11*** |
| Variable | (1) | (2) |
|---|---|---|
| ESGi,t | ESGi,t | |
| Invi,t | 0.36*** (3.65) |
0.42*** (5.36) |
| ESGi,t-1 | 0.52** (1.76) |
0.46** (1.86) |
| SIZEi,t | 0.24*** (9.24) |
0.23*** (6.16) |
| LEVi,t | -0.92*** (-4.53) |
-1.06*** (-8.62) |
| ROAi,t | 1.04*** (3.26) |
1.34*** (4.26) |
| SOEi,t | 0.04 (0.80) |
0.03* (2.04) |
| BMi,t | -0.03 (-0.80) |
-0..04 (-0.84) |
| DUALi,t | -0.01 (-1.31) |
-0.02 (-1.06) |
| CASHi,t | -0.16 (-0.70) |
0.24 (1.34) |
| BIG1i,t | 0.06*** (2.86) |
0.05*** (3.76) |
| BOARDi,t | 0.06 (0.53) |
0.2* (1.80) |
| GDPi,t | -0.00 (-1.42) |
-0.14*** (-3.67) |
| MANAGERi,t | 0.01*** (4.62) |
0.02*** (3.72) |
| GROWTHi,t | -0.02*** (-4.67) |
-0.03*** (-3.86) |
| BALANCEi,t | 0.02*** (4.36) |
0.03*** (5.62) |
| AGEi,t | 0.03*** (4.35) |
0.04*** (5.53) |
| Constant term | -1.36*** (-6.34) |
-1.24*** (-3.14) |
| AR(1) | 0.00 | 0.00 |
| AR(2) | 0.173 | 0.168 |
| Hansen | 0.185 | 0.194 |
| Fixed effects of time and industry | NO | YES |
| sample size | 27654 | 27654 |
| Adjusted | 0.083 | 0.194 |
| Variable | (1) | (2) |
|---|---|---|
| ESG | ESG | |
| TreatAfter | 0.18*** (2.73) |
0.18*** (3.97) |
| Treat | -0.06 (-1.08) |
0.06 (0.68) |
| After | -0.02 (-0.46) |
0.04 (0.87) |
| Constant term | -1.36** (-2.14) |
-1.82*** (-2.86) |
| Controls | YES | YES |
| Fixed effects of time and industry | NO | YES |
| sample size | 1568 | 1536 |
| Adjusted | 0.14 | 0.32 |
| Variable | (1) | (2) | (3) | (4) | (5) |
|---|---|---|---|---|---|
| ESG | ESG | ESG | ESG | ESG | |
| VISECURITY | 0.36*** (3.78) |
||||
| VIPUBLIC | 0.42*** (5.26) |
||||
| VIINSURANCE | 0.32*** (3.82) |
||||
| VIINVEST | 0.38*** (3.26) |
||||
| VIQFII | 0.26*** (2.95) |
||||
| Constant term | -1.46** (-2.34) |
-1.24*** (-3.14) |
-1.35*** (-4.23) |
-2.38** (-2.29) |
-3.27*** (-3.94) |
| Fixed effects of time and industry | YES | YES | YES | YES | YES |
| sample size | 26582 | 27856 | 26783 | 29846 | 28478 |
| Adjusted | 0.184 | 0.194 | 0.252 | 0.195 | 0.273 |
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