Does Green Finance Contribute to Corporate Technological Innovation? The Moderating Role of Corporate Social Responsibility
Abstract
:1. Introduction
2. Literature Review and Hypotheses
2.1. Green Finance and Corporate Technological Innovation
2.2. Role of CSR in Corporate Technological Innovation and Green Finance
3. Research Design
3.1. Sample Selection and Data Sources
3.2. Variable Selection
3.2.1. Explained Variable: Corporate Technological Innovation
3.2.2. Explanatory Variable: Green Finance
3.2.3. Moderating Variable
3.2.4. Control Variables
3.3. Model Specification
4. Empirical Results
4.1. Descriptive Statistics
4.2. Benchmark Test
4.3. Moderating Effect Test
5. Robustness Tests
5.1. Replacement of Explained Variable
5.2. Heterogeneity Analysis
5.2.1. Subsample Regression on Companies of Different Sizes
5.2.2. Subsample Regression of Companies in the Eastern, Western, and Central Regions
5.2.3. Subsample Regression with 2016 as the Cutoff Point
6. Conclusions, Limitations, and Future Research
6.1. Conclusions
6.2. Limitations and Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Indicators | Descriptions | Measurements | Properties |
---|---|---|---|
Green credit | Percentages of interest expenses in energy-intensive industries | Interest expenses of six energy-intensive industries divided by the total industrial interest expenses | − |
Green investment | Percentages of environmental pollution control investment in GDP | Environmental pollution control investment divided by the GDP | + |
Green insurance | Agricultural insurance penetration | Income from agricultural insurance divided by the total value of agricultural output | + |
Government support | Percentages of expenditure regarding financial environmental protection | Financial environmental protection expenditure divided by the general financial budget expenditure | − |
Variables | Descriptions | Measurements | Attributes |
---|---|---|---|
Apply | The number of patent applications | Natural logarithm form of the number of patent applications + 1 | Explained variables |
RD | The number of R&D investment | Natural logarithm form of R&D investment + 1 | |
Green | Green financial development | Indicator for green financial development at the provincial level | Explanatory variable |
CSR | Corporate social responsibility | Natural logarithm form of the total score of CSR rating published on HeXun | Moderating variable |
Age | Operating years of the company | Natural logarithm form of the company’s operating years | Control variables |
Growth | Business revenue growth rate | Annual growth rate of business revenue | |
Tobin | The value of Tobin’s Q | The value of Tobin’s Q | |
Own_con | Ownership concentration | Shareholding ratio of the first majority shareholder | |
Gov_con | Company nature | If the company is state owned, Gov_con = 1; otherwise, Gov_con = 0 | |
Pergdp | Regional development level | Natural logarithm form of GDP per capita |
Variables | Mean | Std | Min | Median | Max |
---|---|---|---|---|---|
Apply | 3.7188 | 2.1374 | 0.0000 | 4.0604 | 8.4167 |
RD | 17.8848 | 1.2370 | 14.9859 | 17.7807 | 21.6423 |
Green | 0.2503 | 0.1328 | 0.0890 | 0.2289 | 0.6272 |
CSR | 4.4661 | 2.6722 | 0.4000 | 3.7300 | 15.0000 |
Age | 1.6234 | 0.9370 | 0.0000 | 1.6094 | 3.1781 |
Growth | 0.3260 | 0.4751 | 0.0037 | 0.1613 | 2.8523 |
Own_con | 0.3465 | 0.1426 | 0.0878 | 0.3326 | 0.7306 |
Tobin | 2.0347 | 1.1001 | 0.9090 | 1.6795 | 6.9076 |
Gov_con | 0.0923 | 0.2894 | 0.0000 | 0.0000 | 1.0000 |
Pergdp | 11.1337 | 0.4528 | 10.0356 | 11.1586 | 12.0110 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | |
---|---|---|---|---|---|---|---|
Green | 0.7474 *** | 0.7080 *** | 0.8381 *** | 0.8338 *** | 0.8462 *** | 0.8308 *** | 1.3483 *** |
(2.5986) | (2.5818) | (3.0494) | (3.0337) | (3.0576) | (3.0029) | (3.5225) | |
Gov_con | 0.3075 *** | 0.2721 *** | 0.2724 *** | 0.2728 *** | 0.2663 *** | 0.2594 *** | |
(4.2915) | (3.8001) | (3.8053) | (3.7406) | (3.6453) | (3.5471) | ||
Age | 0.2588 *** | 0.2808 *** | 0.2900 *** | 0.2985 *** | 0.2913 *** | ||
(8.5422) | (8.8290) | (8.9988) | (9.1591) | (8.8856) | |||
Growth | 0.0841 ** | 0.0750 ** | 0.0797 ** | 0.0786 ** | |||
(2.2799) | (1.9873) | (2.1039) | (2.0754) | ||||
Tobin | −0.0469 ** | −0.0461 ** | −0.0452 ** | ||||
(−2.2883) | (−2.2518) | (−2.2054) | |||||
Own_con | 0.3638 * | 0.3697 * | |||||
(1.6873) | (1.7151) | ||||||
Pergdp | −0.2501 * | ||||||
(−1.9552) | |||||||
Constant | 3.4126 *** | 0.8032 | 0.6007 | 0.4965 | 0.5921 | 0.4504 | 2.9584 ** |
(42.0722) | (1.4153) | (1.0523) | (0.8670) | (1.0293) | (0.7754) | (2.1011) | |
Year fixed effect | NO | YES | YES | YES | YES | YES | YES |
Enterprise fixed effect | NO | YES | YES | YES | YES | YES | YES |
Industry fixed effect | NO | YES | YES | YES | YES | YES | YES |
Obs. | 8852 | 8852 | 8852 | 8852 | 8852 | 8852 | 8852 |
Adj. R2 | 0.0000 | 0.0942 | 0.0931 | 0.0936 | 0.0944 | 0.0940 | 0.0936 |
(1) | (2) | |
---|---|---|
Green | 1.3501 *** | 0.7708 * |
(3.2518) | (1.5096) | |
CSR | 0.0043 ** | 0.0349 * |
(0.4329) | (1.8520) | |
Green * CSR | 0.1147 ** | |
(2.0960) | ||
Gov_con | 0.2595 *** | 0.2577 *** |
(3.2617) | (3.2460) | |
Age | 0.2927 *** | 0.2926 *** |
(8.6478) | (8.6391) | |
Growth | 0.0785 ** | 0.0779 ** |
(2.1263) | (2.1079) | |
Tobin | −0.0457 ** | −0.0458 ** |
(−2.0969) | (−2.1018) | |
Own_con | 0.3712 | 0.3736 |
(1.4365) | (1.4464) | |
Pergdp | −0.2495 ** | −0.2426 * |
(−1.9932) | (−1.9353) | |
Constant | 2.9720 ** | 3.0503 ** |
(2.2106) | (2.2690) | |
Year fixed effect | YES | YES |
Enterprise fixed effect | YES | YES |
Industry fixed effect | YES | YES |
Obs. | 8852 | 8852 |
Adj. R2 | 0.0936 | 0.0943 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | |
---|---|---|---|---|---|---|---|
Green | 1.2264 *** | 1.0287 *** | 1.1779 *** | 1.1770 *** | 1.2364 *** | 1.2258 *** | 1.0993 *** |
(6.8631) | (5.9385) | (7.1046) | (7.1000) | (7.5615) | (7.5210) | (5.0658) | |
Gov_con | 0.2089 *** | 0.2030 *** | 0.2031 *** | 0.1808 *** | 0.1793 *** | 0.1800 *** | |
(7.8598) | (7.7122) | (7.7174) | (6.7593) | (6.7003) | (6.7223) | ||
Age | 0.2896 *** | 0.2975 *** | 0.3168 *** | 0.3239 *** | 0.3252 *** | ||
(20.4930) | (19.9598) | (21.0253) | (21.3013) | (21.3009) | |||
Growth | 0.0214 * | 0.0057 | 0.0091 | 0.0093 | |||
(1.6581) | (0.4306) | (0.6898) | (0.7058) | ||||
Tobin | −0.0553 *** | −0.0550 *** | −0.0552 *** | ||||
(−7.4835) | (−7.4338) | (−7.4557) | |||||
Own_con | 0.2865 *** | 0.2860 *** | |||||
(2.9540) | (2.9484) | ||||||
Pergdp | 0.0619 | ||||||
(0.8837) | |||||||
Constant | 17.4994 *** | 16.0786 *** | 15.7922 *** | 15.7629 *** | 15.8720 *** | 15.7516 *** | 15.1294 *** |
(347.1124) | (50.2322) | (50.3617) | (50.1930) | (51.2347) | (50.5546) | (19.6573) | |
Year fixed effect | NO | YES | YES | YES | YES | YES | YES |
Enterprise fixed effect | NO | YES | YES | YES | YES | YES | YES |
Industry fixed effect | NO | YES | YES | YES | YES | YES | YES |
Obs. | 8852 | 8852 | 8852 | 8852 | 8852 | 8852 | 8852 |
Adj. R2 | 0.0002 | 0.5141 | 0.5109 | 0.5109 | 0.5133 | 0.5127 | 0.5127 |
(1) | (2) | |
---|---|---|
Small Companies | Large Companies | |
Green | 0.1548 | 2.6459 *** |
(0.2875) | (4.2557) | |
Gov_con | 0.3016 | 0.2105 * |
(1.2993) | (1.9584) | |
Age | 0.1279 ** | 0.1855 ** |
(2.1286) | (2.4373) | |
Growth | 0.0322 | −0.2287 ** |
(0.5988) | (−2.3201) | |
Tobin | 0.0108 | 0.0591 |
(0.3101) | (1.0651) | |
Own_con | −0.3691 | 0.8847 ** |
(−0.9967) | (2.1801) | |
Pergdp | −0.1454 | −0.3241 * |
(−0.7965) | (−1.6579) | |
Constant | 1.4611 | 3.2363 |
(0.8211) | (1.5485) | |
Year fixed effect | YES | YES |
Enterprise fixed effect | YES | YES |
Industry fixed effect | YES | YES |
Obs. | 2254 | 2407 |
Adj. R2 | 0.0646 | 0.0770 |
(1) | (2) | (3) | |
---|---|---|---|
Eastern | Central | Western | |
Green | 1.1969 *** | −4.0285 | 2.9369 |
(2.7334) | (−1.1811) | (0.9704) | |
Gov_con | 0.2501 ** | 0.3686 ** | 0.0737 |
(2.4175) | (2.2670) | (0.3603) | |
Age | 0.3147 *** | 0.2500 *** | 0.1494 |
(7.9170) | (2.9448) | (1.5705) | |
Growth | 0.0819 ** | 0.0183 | 0.0910 |
(1.9726) | (0.1971) | (0.5788) | |
Tobin | −0.0169 | −0.2068 *** | −0.0275 |
(−0.6988) | (−3.5081) | (−0.3820) | |
Own_con | 0.1897 | 1.6214 ** | 0.1525 |
(0.6369) | (2.2374) | (0.2056) | |
Pergdp | −0.1742 | 1.5134 ** | −0.5825 |
(−0.8979) | (2.1576) | (−0.9806) | |
Constant | 3.0077 | −15.0589 ** | 5.7087 |
(1.4496) | (−2.2285) | (0.9512) | |
Year fixed effect | YES | YES | YES |
Enterprise fixed effect | YES | YES | YES |
Industry fixed effect | YES | YES | YES |
Obs. | 6677 | 1299 | 876 |
Adj. R2 | 0.0978 | 0.1149 | 0.1370 |
(1) | (2) | |
---|---|---|
Before 2016 | After 2016 | |
Green | 1.7121 *** | 1.4667 *** |
(5.6835) | (3.8839) | |
Gov_con | 0.2405 ** | 0.5073 *** |
(2.5209) | (3.8104) | |
Age | 0.3579 *** | 0.4449 *** |
(9.9537) | (11.0026) | |
Growth | 0.0865 | 0.0468 |
(1.4751) | (0.4835) | |
Tobin | −0.1143 *** | −0.0140 |
(−4.3082) | (−0.3543) | |
Own_con | 0.7483 *** | 0.7887 *** |
(3.7872) | (3.0868) | |
Pergdp | −0.5503 *** | −0.1498 |
(−5.2844) | (−1.1866) | |
Constant | 6.4014 *** | 2.1847 |
Year fixed effect | YES | YES |
Enterprise fixed effect | YES | YES |
Industry fixed effect | YES | YES |
Obs. | 5026 | 3826 |
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Li, X.; Yang, Y. Does Green Finance Contribute to Corporate Technological Innovation? The Moderating Role of Corporate Social Responsibility. Sustainability 2022, 14, 5648. https://doi.org/10.3390/su14095648
Li X, Yang Y. Does Green Finance Contribute to Corporate Technological Innovation? The Moderating Role of Corporate Social Responsibility. Sustainability. 2022; 14(9):5648. https://doi.org/10.3390/su14095648
Chicago/Turabian StyleLi, Xiuping, and Ye Yang. 2022. "Does Green Finance Contribute to Corporate Technological Innovation? The Moderating Role of Corporate Social Responsibility" Sustainability 14, no. 9: 5648. https://doi.org/10.3390/su14095648