“Crowding Out” or “Reservoir Effect”? Unraveling the Impact of Financialization on Green Innovation in Heavy Polluting Enterprises: Evidence from China’s Listed Companies
Abstract
:1. Introduction
2. Literature Review
2.1. Green Innovation
2.2. Financialization of Heavily Polluting Enterprises and Green Innovation
3. Theoretical Analysis and Research Hypotheses
3.1. The Impact of the Financialization of Heavy Polluting Enterprises on Green Innovation
3.2. Moderating Effect of Short-Term Debt Repayment Ability
3.3. Threshold Effect of Market Competitiveness
4. Research Design
4.1. Sample Selection and Data Sources
4.2. Variable Selection and Definition
4.2.1. Dependent Variable: Green Innovation
4.2.2. Core Explanatory Variable: Financialization of Heavily Polluting Enterprises
4.2.3. Moderating Variable: Short-Term Debt Repayment Ability
4.2.4. Threshold Variable: Market Competitiveness
4.2.5. Control Variables
4.3. Model Specification
5. Empirical Analysis
5.1. Baseline Regression Results
5.2. Robustness Tests
5.3. Heterogeneity Tests
5.4. Empirical Test of Moderating Effect
5.5. Empirical Test of the Threshold Effect
6. Further Discussion
7. Conclusions and Policy Recommendations
7.1. Conclusions
7.2. Policy Recommendations
7.3. Research Limitations and Future Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Schumpeter, J.A. The Theory of Economic Development, 1st ed.; Routledge: London, UK, 2021. [Google Scholar]
- Fussler, C.; James, P. Driving Eco-Innovation: A Breakthrough Discipline for Innovation and Sustainability, 1st ed.; Pitman Publishing: London, UK, 1996; pp. 28–35. [Google Scholar]
- Rennings, K. Redefining Innovation—Eco-innovation Research and the Contribution from Ecological Economics. Ecol. Econ. 2000, 32, 319–332. [Google Scholar] [CrossRef]
- Cheng, C.C.; Shiu, E.C. Validation of a proposed instrument for measuring eco-innovation: An implementation perspective. Technovation 2012, 32, 329–344. [Google Scholar] [CrossRef]
- Qi, S.Z.; Lin, S.; Cui, J.B. Do Environmental Rights Trading Schemes Induce Green Innovation? Evidence from Listed Firms in China. Econ. Res. J. 2018, 53, 129–143. (In Chinese) [Google Scholar]
- Porter, M.E.; van der Linde, C. Toward a new conception of the environment-competitiveness relationship. J. Econ. Perspect. 1995, 9, 97–118. [Google Scholar] [CrossRef]
- Berrone, P.; Fosfuri, A.; Gelabert, L.; Gomez-Mejia, L.R. Necessity as the mother of ‘green’ inventions: Institutional pressures and environmental innovations. Strateg. Manag. J. 2013, 34, 891–909. [Google Scholar] [CrossRef]
- Chen, X.H.; Yi, N.; Zhang, L.; Li, D.Y. Does institutional pressure foster corporate green innovation? Evidence from China’s top 100 companies. J. Clean. Prod. 2018, 188, 304–311. [Google Scholar] [CrossRef]
- Castellacci, F.; Lie, C.M. Do the Effects of R&D Tax Credits Vary Across Industries? A Meta-Regression Analysis. Res. Policy 2015, 44, 819–832. [Google Scholar]
- Lin, C.P.; Lin, P.; Song, F. Property Rights Protection and Corporate R&D: Evidence from China. J. Dev. Econ. 2010, 93, 49–62. [Google Scholar]
- Silva, F.; Carreira, C. Do Financial Constraints Threat the Innovation Process? Evidence from Portuguese Firms. Econ. Innov. New Technol. 2012, 21, 701–736. [Google Scholar] [CrossRef]
- Gorodnichenko, Y.; Schnitzer, M. Financial Constraints and Innovation: Why Poor Countries don’t Catch up. J. Eur. Econ. Assoc. 2013, 11, 1115–1152. [Google Scholar] [CrossRef]
- Liu, Q.; Dong, B. How does China’s green credit policy afect the green innovation of heavily polluting enterprises? The perspective of substantive and strategic innovations. Env. Sci. Pollut. Res. 2022, 29, 77113–77130. [Google Scholar] [CrossRef]
- Cui, X.; Wang, C.F.; Sensoy, A.; Liao, J.; Xie, X.C. Economic policy uncertainty and green innovation: Evidence from China. Econ. Model. 2023, 118, 106104. [Google Scholar] [CrossRef]
- Yuan, B.L.; Cao, X.Y. Do corporate social responsibility practices contribute to green innovation? The mediating role of green dynamic capability. Technol. Soc. 2022, 68, 101868. [Google Scholar] [CrossRef]
- Fang, Z.M.; Kong, X.R.; Sensoy, A.; Cui, X. Government’s awareness of Environmental protection and corporate green innovation: A natural experiment from the new environmental protection law in China. Econ. Anal. Policy 2021, 70, 294–312. [Google Scholar] [CrossRef]
- Oduro, S.; Maccario, G.; De Nisco, A. Green innovation: A multidomain systematic review. Eur. J. Innov. Manag. 2021, 25, 567–591. [Google Scholar] [CrossRef]
- Javeed, S.A.; Latief, R.; Jiang, T.; Ong, T.S.; Tang, Y.J. How environmental regulations and corporate social responsibility affect the firm innovation with the moderating role of Chief executive officer (CEO) power and ownership concentration? J. Clean. Prod. 2021, 308, 127212. [Google Scholar] [CrossRef]
- He, K.; Chen, W.Y.; Zhang, L.G. Senior management’s academic experience and corporate green innovation. Technol. Forecast. Soc. Chang. 2021, 166, 120664. [Google Scholar] [CrossRef]
- Ren, S.G.; Wang, Y.; Hu, Y.C.; Yan, J. CEO hometown identity and firm green innovation. Bus. Strategy Environ. 2021, 30, 756–774. [Google Scholar] [CrossRef]
- Bonfiglioli, A. Financial Integration, Productivity and Capital Accumulation. J. Int. Econ. 2008, 76, 337–355. [Google Scholar] [CrossRef]
- Arizala, F.; Cavallo, E.; Galindo, A. Financial development and TFP growth: Cross-country and industry-level evidence. Appl. Financ. Econ. 2013, 23, 433–448. [Google Scholar] [CrossRef]
- Gehringer, A. Growth, productivity and capital accumulation: The effects of financial liberalization in the case of European integration. Int. Rev. Econ. Financ. 2013, 25, 291–309. [Google Scholar] [CrossRef]
- Duchin, R.; Gilbert, T.; Harford, J.; Hrdlicka, C. Precautionary savings with risky assets: When cash is not cash. J. Financ. 2017, 72, 793–852. [Google Scholar] [CrossRef]
- Lazonick, W. Innovative Business Models and Varieties of Capitalism: Financialization of the U.S. Corporation. Bus. Hist. Rev. 2010, 84, 675–702. [Google Scholar] [CrossRef]
- Seo, H.J.; Kim, H.S.; Kim, Y.C. Financialization and the Slowdown in Korean Firms’ R&D Investment. Asian Econ. Pap. 2012, 11, 35–49. [Google Scholar]
- Wang, H.J.; Cao, Y.Q.; Yang, Q.; Yang, Z. Does the Financialization of Non-financial Enterprises Promote or Inhibit Corporate Innovation. Nankai Bus. Rev. 2017, 20, 155–166. (In Chinese) [Google Scholar]
- Tori, D.; Onaran, O. The Effects of Financialization on Investment: Evidence from Firm-level Data for the UK. Camb. J. Econ. 2018, 42, 1393–1416. [Google Scholar] [CrossRef]
- Hu, Y.M.; Wang, X.T.; Zhang, J. The Motivation for Financial Asset Allocation: Reservoir or Substitution?—Evidence from Chinese Listed Companies. Econ. Res. J. 2017, 52, 181–194. (In Chinese) [Google Scholar]
- Yang, Z.; Liu, F.; Wang, H.J. Are Corporate Financial Assets Allocated for Capital Reserve or Speculative Purpose? Manag. Rev. 2017, 29, 13–25+34. (In Chinese) [Google Scholar]
- Du, Y.; Zhang, H.; Chen, J.Y. Title of the article. The Impact of Financialization on Future Development of Real Enterprises’Core Business: Promotion or Inhibition. China Ind. Econ. 2017, 12, 115–133. (In Chinese) [Google Scholar]
- Orhangazi, O. Financialisation and capital accumulation in the non-financial corporate sector: A theoretical and empirical investigation on the US economy: 1973–2003. Camb. J. Econ. 2008, 32, 863–886. [Google Scholar] [CrossRef]
- Demir, F. Financial Liberalization, Private Investment and Portfolio Choice: Financialization of Real Sectors in Emerging Markets. J. Dev. Econ. 2009, 88, 314–324. [Google Scholar] [CrossRef]
- Tobin, J. Money and economic growth. Econometrica 1965, 33, 671–684. [Google Scholar] [CrossRef]
- Xu, J.C.; Zeng, X.Y. The CEOs Compensations Contract and Fair Value Accounting in China. Account. Res. 2010, 3, 12–19. (In Chinese) [Google Scholar]
- Yang, S.L.; Niu, D.Y.; Liu, T.L.; Wang, Z.H. Financialization of Entity Enterprises, Analyst Coverage and Internal Innovation Driving Force. J. Manag. Sci. 2019, 32, 3–18. (In Chinese) [Google Scholar]
- Xiang, X.J.; Liu, C.J.; Yang, M. Who is financing corporate green innovation? Int. Rev. Econ. Financ. 2022, 78, 321–337. [Google Scholar] [CrossRef]
- Wang, J.Y.; Fu, J.N.; Zhang, H.L. Product Market Competition and Corporate Innovation:A Quasi-Nature Experiment. Mod. Financ. Econ. -J. Tianjin Univ. Financ. Econ. 2019, 39, 52–66. (In Chinese) [Google Scholar]
- Dinopoulos, E.; Syropoulos, C. Rent Protection as a Barrier to Innovation and Growth. Econ. Theory 2007, 32, 309–332. [Google Scholar] [CrossRef]
- Aghion, P.; Bloom, N.; Blundell, R.; Griffith, R.; Howitt, P. Competition and Innovation: An Inverted-U Relationship. Q. J. Econ. 2005, 120, 701–728. [Google Scholar]
- Hashmi, A.R. Competition and Innovation:The Inverted-U Relationship Revisited. Rev. Econ. Stat. 2013, 95, 1653–1668. [Google Scholar] [CrossRef]
- Zhang, J.; Zheng, W.P.; Zhai, F.X. How Does Competition Affect Innovation: Evidence from China. China Ind. Econ. 2014, 11, 56–68. (In Chinese) [Google Scholar]
- Xu, G.; Zhu, W.D. Firm financialization, market competition and R&D investment—Evidence from Chinese non-finance listed companies. Stud. Sci. Sci. 2017, 35, 709–728. (In Chinese) [Google Scholar]
- Shen, C.H.; Zhang, H. CEO Risk Incentives and Firm Performance Following R&D Increases. J. Bank. Financ. 2013, 37, 1176–1194. [Google Scholar]
- Popp, D. Induced Innovation and Energy Prices. Am. Econ. Rev. 2002, 92, 160–180. [Google Scholar] [CrossRef]
- Li, D.Y.; Zheng, M.; Cao, C.C.; Chen, X.H.; Ren, S.G.; Huang, M. The impact of legitimacy pressure and corporate profitability on green innovation: Evidence from China top 100. J. Clean. Prod. 2017, 141, 41–49. [Google Scholar] [CrossRef]
- Bai, Y.; Song, S.Y.; Jiao, J.L.; Yang, R.R. The impacts of government R&D subsidies on green innovation: Evidence from Chinese energy-intensive firms. J. Clean. Prod. 2019, 233, 819–829. [Google Scholar]
- Xu, J.; Cui, J.B. Low-Carbon Cities and Firms’ Green Technological Innovation. China Ind. Econ. 2020, 12, 178–196. (In Chinese) [Google Scholar]
- Li, Q.Y.; Xiao, Z.H. Heterogeneous Environmental Regulation Tools and Green InnovationIncentives: Evidence from Green Patents of Listed Companies. Econ. Res. J. 2020, 55, 192–208. (In Chinese) [Google Scholar]
- Stockhammer, E. Financialisation and the slowdown of accumulation. Camb. J. Econ. 2004, 28, 719–741. [Google Scholar] [CrossRef]
- Krippner, G.R. The financialization of the American economy. Socio-Econ. Rev. 2005, 3, 173–208. [Google Scholar] [CrossRef]
- Song, J.; Lu, Y. U-shape Relationship between Non-currency Financial Assets and Operating Profit: Evidence from Financialization of Chinese Listed Non-financial Corporates. J. Financ. Res. 2015, 6, 111–127. (In Chinese) [Google Scholar]
- Zhang, C.S.; Zheng, N. The Mechanisms behind the Hierarchical Financialization of Real Sector Firms in China. J. Financ. Res. 2023, 5, 1–19. (In Chinese) [Google Scholar]
- Zhang, C.S.; Zhang, V.T. The Falling Real Investment Puzzle: A View from Financialization. Econ. Res. J. 2016, 51, 32–46. (In Chinese) [Google Scholar]
- Huang, H.T.; Yu, Z.J.; Yang, X.H. Effects of Financial Regulation on the Financialization of Firms and Defining the Roles of Regulators—Empirical Evidence under Different Terms. Financ. Econ. Res. 2020, 35, 146–160. (In Chinese) [Google Scholar]
- Zhang, C.S.; Zheng, N. What Drives the Financialization of China’s Real Sector: Monetary Expansion, Profit-Seeking Capital or Risk Aversion? J. Financ. Res. 2020, 9, 1–19. (In Chinese) [Google Scholar] [CrossRef]
- Duan, J.S.; Zhuang, X.D. Financial Investment Behavior and Enterprise Technological Innovation—Motivation Analysis and Empirical Evidence. China Ind. Econ. 2021, 1, 155–173. (In Chinese) [Google Scholar]
- Hadlock, C.J.; Pierce, J.R. New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index. Rev. Financ. Stud. 2010, 23, 1909–1940. [Google Scholar] [CrossRef]
- Ju, X.S.; Lo, D.; Yu, Y.H. Financing Constraints, Working Capital Management and the Persistence of Firm Innovation. Econ. Res. J. 2013, 48, 5–17. (In Chinese) [Google Scholar]
- Hansen, B.E. Threshold effects in non-dynamic panels: Estimation, testing, and inference. J. Econom. 1999, 2, 345–368. [Google Scholar] [CrossRef]
- Yu, D.S.; Li, X. Enterprise Financialization, Product Market Competition and Enterprise Innovation. J. Financ. Dev. Res. 2021, 3, 20–25. (In Chinese) [Google Scholar]
Names of Control Variables | Symbols of Control Variables | Measurement Methods |
---|---|---|
Enterprise Size | lnsize | Natural logarithm of total assets at the end of the period |
Enterprise Age | lnage | Natural logarithm of the difference between the observation year and the year of establishment plus one |
Enterprise Growth | growth | Revenue growth rate of the enterprise |
Ownership Concentration | TOPten | Percentage of ownership held by the top ten shareholders of the enterprise |
Independent Director Ratio | indep | Ratio of the number of independent directors to the total number of directors |
Return on Assets | Roaa | Ratio of net profit at the end of the year to total assets at the end of the period |
Financing Constraints | SA | SA index |
Board Size | lnBoardsize | Natural logarithm of the number of board members |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
lngreen | lngreen | lngreen | lngreen | |
fin1 | −0.252 * | −0.326 *** | −0.236 ** | −0.284 *** |
(0.130) | (0.107) | (0.105) | (0.094) | |
lnsize | 0.380 *** | 0.365 *** | ||
(0.010) | (0.010) | |||
lnage | 0.745 *** | 0.634 *** | ||
(0.064) | (0.069) | |||
growth | 0.000 | 0.000 *** | ||
(0.000) | (0.000) | |||
TOPten | −0.240 *** | −0.073 | ||
(0.078) | (0.079) | |||
indep | −0.174 | 0.108 | ||
(0.238) | (0.250) | |||
Roaa | −0.158 ** | −0.047 | ||
(0.065) | (0.049) | |||
SA | 1.556 *** | 1.458 *** | ||
(0.082) | (0.093) | |||
lnBoardsize | −0.018 | 0.261 *** | ||
(0.066) | (0.067) | |||
_cons | 0.836 *** | 1.569 *** | 0.652 *** | 0.920 *** |
(0.016) | (0.303) | (0.042) | (0.302) | |
YearFE | no | no | yes | yes |
IndustryFE | no | no | yes | yes |
N | 6670.000 | 6670.000 | 6670.000 | 6670.000 |
2SLS Estimation | Core Variable: fin2 | ||
---|---|---|---|
Instrumental Variable: fin3 | Instrumental Variable: fin4 | ||
fin1 | −0.222 ** | −0.336 ** | |
(0.105) | (0.163) | ||
fin2 | −0.377 *** | ||
(0.139) | |||
lnsize | 0.365 *** | 0.365 *** | 0.363 *** |
(0.010) | (0.010) | (0.010) | |
lnage | 0.634 *** | 0.635 *** | 0.631 *** |
(0.069) | (0.069) | (0.069) | |
growth | 0.000 *** | 0.000 *** | 0.000 *** |
(0.000) | (0.000) | (0.000) | |
TOPten | −0.071 | −0.075 | −0.071 |
(0.079) | (0.079) | (0.079) | |
indep | 0.108 | 0.107 | 0.112 |
(0.249) | (0.249) | (0.250) | |
Roaa | −0.047 | −0.047 | −0.046 |
(0.049) | (0.049) | (0.049) | |
SA | 1.460 *** | 1.457 *** | 1.458 *** |
(0.092) | (0.092) | (0.093) | |
lnBoardsize | 0.262 *** | 0.260 *** | 0.262 *** |
(0.067) | (0.067) | (0.067) | |
_cons | 0.922 *** | 0.917 *** | 0.928 *** |
(0.301) | (0.301) | (0.302) | |
YearFE | yes | yes | yes |
IndustryFE | yes | yes | yes |
N | 6670.000 | 6670.000 | 6670.000 |
(1) Non-State-Owned Enterprises | (2) State-Owned Enterprises | (3) Enterprises in Eastern and Central Regions | (4) Enterprises in the Western Region | (5) Enterprises with Low Debt-to-Asset Ratios | (6) Enterprises with High Debt-to-Asset Ratios | |
---|---|---|---|---|---|---|
fin1 | −0.274 ** | −0.075 | −0.324 *** | −0.267 | −0.320 *** | −0.149 |
(0.112) | (0.163) | (0.115) | (0.170) | (0.110) | (0.191) | |
lnsize | 0.293 *** | 0.372 *** | 0.371 *** | 0.326 *** | 0.327 *** | 0.368 *** |
(0.015) | (0.015) | (0.012) | (0.019) | (0.017) | (0.014) | |
lnage | 0.193 ** | 0.688 *** | 0.758 *** | −0.150 | 0.406 *** | 0.738 *** |
(0.091) | (0.132) | (0.077) | (0.164) | (0.112) | (0.103) | |
growth | 0.000 ** | 0.000 *** | −0.000 | 0.000 *** | −0.001 | 0.000 *** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.006) | (0.000) | |
TOPten | −0.125 | −0.037 | −0.188 ** | −0.025 | −0.178 * | 0.149 |
(0.101) | (0.124) | (0.094) | (0.151) | (0.105) | (0.121) | |
indep | 0.060 | −0.390 | 0.553 * | −1.503 *** | −0.458 | 0.576 * |
(0.357) | (0.340) | (0.285) | (0.463) | (0.362) | (0.336) | |
Roaa | −0.004 | −0.057 | −0.087 | −0.024 | −0.053 | −0.021 |
(0.081) | (0.069) | (0.108) | (0.049) | (0.120) | (0.044) | |
SA | 0.608 *** | 1.599 *** | 1.549 *** | 0.817 *** | 1.127 *** | 1.525 *** |
(0.137) | (0.141) | (0.103) | (0.202) | (0.176) | (0.118) | |
lnBoardsize | 0.064 | 0.345 *** | 0.253 *** | 0.229* | 0.118 | 0.361 *** |
(0.096) | (0.095) | (0.078) | (0.134) | (0.093) | (0.098) | |
_cons | −0.033 | 1.216 *** | 0.828 ** | 1.527 ** | 1.163 ** | 0.353 |
(0.399) | (0.469) | (0.344) | (0.610) | (0.480) | (0.428) | |
YearFE | yes | yes | yes | yes | yes | yes |
IndustryFE | yes | yes | yes | yes | yes | yes |
N | 3571.000 | 3099.000 | 5246.000 | 1424.000 | 3484.000 | 3186.000 |
Variables | Coefficients |
---|---|
fin1 | −0.183 * |
(0.109) | |
quick | −0.011 *** |
(0.003) | |
quick1 | −0.042 ** |
(0.018) | |
lnsize | 0.357 *** |
(0.010) | |
lnage | 0.631 *** |
(0.069) | |
growth | 0.000 *** |
(0.000) | |
TOPten | −0.041 |
(0.080) | |
indep | 0.095 |
(0.250) | |
Roaa | −0.036 |
(0.046) | |
SA | 1.465 *** |
(0.093) | |
lnBoardsize | 0.249 *** |
(0.068) | |
_cons | 1.049 *** |
(0.304) | |
YearFE | yes |
IndustryFE | yes |
N | 6670 |
Number of Thresholds | F Values | p Values |
---|---|---|
Test for single threshold | 16.48 | 0.036 |
Test for double thresholds | 10.28 | 0.130 |
Test for triple thresholds | 3.76 | 0.890 |
Threshold Value | 95% Confidence Interval |
---|---|
0.2278 | (0.2191, 0.2293) |
Variables | Coefficients |
---|---|
lnsize | 0.253 *** |
(0.023) | |
lnage | 0.609 *** |
(0.101) | |
growth | −0.000 |
(0.000) | |
TOPten | 0.234 ** |
(0.118) | |
indep | 0.481 * |
(0.275) | |
Roaa | −0.073 |
(0.053) | |
SA | 0.554 *** |
(0.146) | |
lnBoardsize | −0.011 |
(0.094) | |
fin1A(LENA ≤ 0.2278) | −0.001 |
(0.164) | |
fin1B(LENA > 0.2278) | −0.928 *** |
(0.231) | |
_cons | −1.299 *** |
(0.448) | |
YearFE | yes |
IndustryFE | yes |
N | 6670.000 |
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Zhong, Z.; Li, K. “Crowding Out” or “Reservoir Effect”? Unraveling the Impact of Financialization on Green Innovation in Heavy Polluting Enterprises: Evidence from China’s Listed Companies. Sustainability 2024, 16, 7192. https://doi.org/10.3390/su16167192
Zhong Z, Li K. “Crowding Out” or “Reservoir Effect”? Unraveling the Impact of Financialization on Green Innovation in Heavy Polluting Enterprises: Evidence from China’s Listed Companies. Sustainability. 2024; 16(16):7192. https://doi.org/10.3390/su16167192
Chicago/Turabian StyleZhong, Zifeng, and Kunming Li. 2024. "“Crowding Out” or “Reservoir Effect”? Unraveling the Impact of Financialization on Green Innovation in Heavy Polluting Enterprises: Evidence from China’s Listed Companies" Sustainability 16, no. 16: 7192. https://doi.org/10.3390/su16167192
APA StyleZhong, Z., & Li, K. (2024). “Crowding Out” or “Reservoir Effect”? Unraveling the Impact of Financialization on Green Innovation in Heavy Polluting Enterprises: Evidence from China’s Listed Companies. Sustainability, 16(16), 7192. https://doi.org/10.3390/su16167192