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Mapping green innovation with machine learning: Evidence from China

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  • Liu, Feng
  • Wang, Rongping
  • Fang, Mingjie

Abstract

Achieving green innovation to eliminate the environmental impact of economic activities has been an important task for firms across industries. This study uses the resource-based view (RBV) and upper echelons theory (UET) to develop a green innovation determinants model and explore how firm characteristics, chief executive officer (CEO) characteristics, environmental actions, environmental disclosures, and industry characteristics influence corporate green innovation. Using a large-scale dataset of Chinese companies from 2010 to 2019 to identify the determinants of green innovation through machine learning algorithms, our results suggest that the extreme gradient boosting (XGBoost) method is the best model for predicting green innovation. After that, we visualized the effects and importance of the various feature variables through the best prediction model. Our results indicate that the environmental, social, and governance (ESG) rating is the most crucial determinant for green innovation, followed by internationalization, CEO pay, firm sales, industry size, research and development (R&D) intensity, and CEO education. Overall, our findings contribute to a broader understanding of the drivers of green innovation and offer critical implications for managers and policymakers to improve sustainable development.

Suggested Citation

  • Liu, Feng & Wang, Rongping & Fang, Mingjie, 2024. "Mapping green innovation with machine learning: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    • Handle: RePEc:eee:tefoso:v:200:y:2024:i:c:s0040162523007928
    DOI: 10.1016/j.techfore.2023.123107
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    as
    1. Duffie, Darrell & Saita, Leandro & Wang, Ke, 2007. "Multi-period corporate default prediction with stochastic covariates," Journal of Financial Economics, Elsevier, vol. 83(3), pages 635-665, March.
    2. Usman, Muhammad & Javed, Muzhar & Yin, Junming, 2020. "Board internationalization and green innovation," Economics Letters, Elsevier, vol. 197(C).
    3. Chen Liu & Dongmin Kong, 2021. "Business strategy and sustainable development: Evidence from China," Business Strategy and the Environment, Wiley Blackwell, vol. 30(1), pages 657-670, January.
    4. Sun, Yongping & Li, Yingyi & Yu, Tiantian & Zhang, Xinyu & Liu, Lingna & Zhang, Ping, 2021. "Resource extraction, environmental pollution and economic development: Evidence from prefecture-level cities in China," Resources Policy, Elsevier, vol. 74(C).
    5. Wen, Jun & Zhao, Xin-Xin & Fu, Qiang & Chang, Chun-Ping, 2023. "The impact of extreme weather events on green innovation: Which ones bring to the most harm?," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    6. Mohammed Benlemlih & Amama Shaukat & Yan Qiu & Grzegorz Trojanowski, 2018. "Environmental and Social Disclosures and Firm Risk," Journal of Business Ethics, Springer, vol. 152(3), pages 613-626, October.
    7. Ziegler, Andreas & Seijas Nogareda, Jazmin, 2009. "Environmental management systems and technological environmental innovations: Exploring the causal relationship," Research Policy, Elsevier, vol. 38(5), pages 885-893, June.
    8. Vincent L. Barker , III & George C. Mueller, 2002. "CEO Characteristics and Firm R&D Spending," Management Science, INFORMS, vol. 48(6), pages 782-801, June.
    9. Duan, Jin-Chuan & Sun, Jie & Wang, Tao, 2012. "Multiperiod corporate default prediction—A forward intensity approach," Journal of Econometrics, Elsevier, vol. 170(1), pages 191-209.
    10. Yuan, Gecheng & Ye, Qin & Sun, Yongping, 2021. "Financial innovation, information screening and industries’ green innovation — Industry-level evidence from the OECD," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    11. Jing-Wen Huang & Yong-Hui Li, 2017. "Green Innovation and Performance: The View of Organizational Capability and Social Reciprocity," Journal of Business Ethics, Springer, vol. 145(2), pages 309-324, October.
    12. Prithwiraj Choudhury & Ryan T. Allen & Michael G. Endres, 2021. "Machine learning for pattern discovery in management research," Strategic Management Journal, Wiley Blackwell, vol. 42(1), pages 30-57, January.
    13. Chengyu Liu & Yan Li & Mingjie Fang & Feng Liu, 2023. "Using machine learning to explore the determinants of service satisfaction with online healthcare platforms during the COVID-19 pandemic," Service Business, Springer;Pan-Pacific Business Association, vol. 17(2), pages 449-476, June.
    14. Lin, Boqiang & Ma, Ruiyang, 2022. "Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    15. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
    16. Demirel, Pelin & Kesidou, Effie, 2011. "Stimulating different types of eco-innovation in the UK: Government policies and firm motivations," Ecological Economics, Elsevier, vol. 70(8), pages 1546-1557, June.
    17. Lasse B. Lien & Peter G. Klein, 2013. "Can the Survivor Principle Survive Diversification?," Organization Science, INFORMS, vol. 24(5), pages 1478-1494, October.
    18. Bai, Xiaoou & Tsang, Eric W.K. & Xia, Wei, 2020. "Domestic versus foreign listing: Does a CEO's educational experience matter?," Journal of Business Venturing, Elsevier, vol. 35(1).
    19. Chungwon Woo & Yanghon Chung & Dongphil Chun & Seunghun Han & Dukhee Lee, 2014. "Impact of Green Innovation on Labor Productivity and its Determinants: an Analysis of the Korean Manufacturing Industry," Business Strategy and the Environment, Wiley Blackwell, vol. 23(8), pages 567-576, December.
    20. Sabahi, Sima & Parast, Mahour Mellat, 2020. "The impact of entrepreneurship orientation on project performance: A machine learning approach," International Journal of Production Economics, Elsevier, vol. 226(C).
    21. Xie, Xuemei & Huo, Jiage & Zou, Hailiang, 2019. "Green process innovation, green product innovation, and corporate financial performance: A content analysis method," Journal of Business Research, Elsevier, vol. 101(C), pages 697-706.
    22. Xiaoping He & Shuo Jiang, 2019. "Does gender diversity matter for green innovation?," Business Strategy and the Environment, Wiley Blackwell, vol. 28(7), pages 1341-1356, November.
    23. Rehfeld, Katharina-Maria & Rennings, Klaus & Ziegler, Andreas, 2007. "Integrated product policy and environmental product innovations: An empirical analysis," Ecological Economics, Elsevier, vol. 61(1), pages 91-100, February.
    24. Jonathan A. Patz & Diarmid Campbell-Lendrum & Tracey Holloway & Jonathan A. Foley, 2005. "Impact of regional climate change on human health," Nature, Nature, vol. 438(7066), pages 310-317, November.
    25. Jialin Du & Eric Yanfei Zhao, 2023. "International expansion and home-country resource acquisition: A signaling perspective of emerging-market firms’ internationalization," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 54(9), pages 1642-1660, December.
    26. Xiaojian Xiang & Chuanjiang Liu & Mian Yang & Xiaomeng Zhao, 2020. "Confession or justification: The effects of environmental disclosure on corporate green innovation in China," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(6), pages 2735-2750, November.
    27. Tan, Yafei & Zhu, Zhaohui, 2022. "The effect of ESG rating events on corporate green innovation in China: The mediating role of financial constraints and managers' environmental awareness," Technology in Society, Elsevier, vol. 68(C).
    28. Guo Li & Na Li & Suresh P. Sethi, 2021. "Does CSR Reduce Idiosyncratic Risk? Roles of Operational Efficiency and AI Innovation," Production and Operations Management, Production and Operations Management Society, vol. 30(7), pages 2027-2045, July.
    29. Yash Raj Shrestha & Vivianna Fang He & Phanish Puranam & Georg von Krogh, 2021. "Algorithm Supported Induction for Building Theory: How Can We Use Prediction Models to Theorize?," Organization Science, INFORMS, vol. 32(3), pages 856-880, May.
    30. Oh, Won-Yong & Chang, Young Kyun & Jung, Rami, 2019. "Board characteristics and corporate social responsibility: Does family involvement in management matter?," Journal of Business Research, Elsevier, vol. 103(C), pages 23-33.
    31. Olivier Meier & Guillaume Schier, 2021. "CSR and Family CEO: The Moderating Role of CEO’s Age," Journal of Business Ethics, Springer, vol. 174(3), pages 595-612, December.
    32. Ye, Fei & Ouyang, You & Li, Yina, 2023. "Digital investment and environmental performance: The mediating roles of production efficiency and green innovation," International Journal of Production Economics, Elsevier, vol. 259(C).
    33. Li, Guangqin & Xue, Qing & Qin, Jiahong, 2022. "Environmental information disclosure and green technology innovation: Empirical evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    34. Ruxi Wang & Frank Wijen & Pursey P.M.A.R. Heugens, 2018. "Government's green grip: Multifaceted state influence on corporate environmental actions in China," Strategic Management Journal, Wiley Blackwell, vol. 39(2), pages 403-428, February.
    35. Gao, Qiang & Cheng, Changming & Sun, Guanglin, 2023. "Big data application, factor allocation, and green innovation in Chinese manufacturing enterprises," Technological Forecasting and Social Change, Elsevier, vol. 192(C).
    36. Liu, Feng & Rhim, Hosun & Park, Kwangtae & Xu, Jian & Lo, Chris K.Y., 2021. "HACCP certification in food industry: Trade-offs in product safety and firm performance," International Journal of Production Economics, Elsevier, vol. 231(C).
    37. Kunapatarawong, Rasi & Martínez-Ros, Ester, 2016. "Towards green growth: How does green innovation affect employment?," Research Policy, Elsevier, vol. 45(6), pages 1218-1232.
    38. Irfan, Muhammad & Razzaq, Asif & Sharif, Arshian & Yang, Xiaodong, 2022. "Influence mechanism between green finance and green innovation: Exploring regional policy intervention effects in China," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    39. Shihping Kevin Huang, 2013. "The Impact of CEO Characteristics on Corporate Sustainable Development," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 20(4), pages 234-244, July.
    40. Maria Chiarvesio & Valentina De Marchi & Eleonora Di Maria, 2015. "Environmental Innovations and Internationalization: Theory and Practices," Business Strategy and the Environment, Wiley Blackwell, vol. 24(8), pages 790-801, December.
    41. Luo, Yusen & Lu, Zhengnan & Wu, Chao, 2023. "Can internet development accelerate the green innovation efficiency convergence: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    42. Feng Zhang & Lei Zhu, 2019. "Enhancing corporate sustainable development: Stakeholder pressures, organizational learning, and green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 1012-1026, September.
    43. Corinne Post & Noushi Rahman & Cathleen McQuillen, 2015. "From Board Composition to Corporate Environmental Performance Through Sustainability-Themed Alliances," Journal of Business Ethics, Springer, vol. 130(2), pages 423-435, August.
    44. X. Meng & S. Zeng & C. Tam, 2013. "From Voluntarism to Regulation: A Study on Ownership, Economic Performance and Corporate Environmental Information Disclosure in China," Journal of Business Ethics, Springer, vol. 116(1), pages 217-232, August.
    45. Mirko H. Benischke & Geoffrey P. Martin & Lotte Glaser, 2019. "CEO equity risk bearing and strategic risk taking: The moderating effect of CEO personality," Strategic Management Journal, Wiley Blackwell, vol. 40(1), pages 153-177, January.
    46. Zhu, Minghao & Yeung, Andy C.L. & Zhou, Honggeng, 2021. "Diversify or concentrate: The impact of customer concentration on corporate social responsibility," International Journal of Production Economics, Elsevier, vol. 240(C).
    47. Al-Najjar, Basil & Salama, Aly, 2022. "Mind the gap: Are female directors and executives more sensitive to the environment in high-tech us firms?," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    48. Keil, Jan, 2017. "The trouble with approximating industry concentration from Compustat," Journal of Corporate Finance, Elsevier, vol. 45(C), pages 467-479.
    49. Hisham Farag & Chris Mallin, 2018. "The influence of CEO demographic characteristics on corporate risk-taking: evidence from Chinese IPOs," The European Journal of Finance, Taylor & Francis Journals, vol. 24(16), pages 1528-1551, November.
    50. Horbach, Jens, 2008. "Determinants of environmental innovation--New evidence from German panel data sources," Research Policy, Elsevier, vol. 37(1), pages 163-173, February.
    51. Brunnermeier, Smita B. & Cohen, Mark A., 2003. "Determinants of environmental innovation in US manufacturing industries," Journal of Environmental Economics and Management, Elsevier, vol. 45(2), pages 278-293, March.
    52. Jianhua Yin & Sen Wang, 2018. "The effects of corporate environmental disclosure on environmental innovation from stakeholder perspectives," Applied Economics, Taylor & Francis Journals, vol. 50(8), pages 905-919, February.
    53. Liu, Feng & Long, Xiao & Dong, Lin & Fang, Mingjie, 2023. "What makes you entrepreneurial? Using machine learning to investigate the determinants of entrepreneurship in China," China Economic Review, Elsevier, vol. 81(C).
    54. Hu, Guoqiang & Wang, Xiaoqi & Wang, Yu, 2021. "Can the green credit policy stimulate green innovation in heavily polluting enterprises? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 98(C).
    55. Kawai, Norifumi & Strange, Roger & Zucchella, Antonella, 2018. "Stakeholder pressures, EMS implementation, and green innovation in MNC overseas subsidiaries," International Business Review, Elsevier, vol. 27(5), pages 933-946.
    56. Stanko, Michael A. & Olleros, Xavier, 2013. "Industry growth and the knowledge spillover regime: Does outsourcing harm innovativeness but help profit?," Journal of Business Research, Elsevier, vol. 66(10), pages 2007-2016.
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    Cited by:

    1. Liu, Feng & Huang, Wanying & Zhang, Jing & Fang, Mingjie, 2024. "Corporate social responsibility in family business: Using machine learning to uncover who is doing good," Technology in Society, Elsevier, vol. 76(C).

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    More about this item

    Keywords

    Green innovation; Firm characteristics; CEO characteristics; Environmental actions; Environmental disclosures; Machine learning;
    All these keywords.

    JEL classification:

    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior
    • O25 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy - - - Industrial Policy
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East

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