IDEAS home Printed from https://ideas.repec.org/a/eee/pacfin/v78y2023ics0927538x23000471.html
   My bibliography  Save this article

Supply chain finance, green innovation, and productivity: Evidence from China

Author

Listed:
  • Gu, Haoran
  • Yang, Shenggang
  • Xu, Zhaoyi
  • Cheng, Cheng

Abstract

This study empirically examines the impact of Chinese A-share-listed companies' application of supply chain finance (SCF) on green innovation by collecting, sorting, and textually analyzing SCF keywords from listed companies' 2.92 million announcements from 2010 to 2019. The results show that applying SCF can significantly increase green innovation output. Alleviating financial constraints, strengthening the supply chain network, satisfying the local government's green enforcement, and building a green image are critical mechanisms through which SCF enhances green innovation. Additionally, accounts-receivable-based and advance-payment SCF could have a more significant effect on green innovation. Furthermore, utilizing SCF can significantly increase firms' productivity, and green innovation has a significant mediating effect. Non-state-owned enterprises have a more significant growth effect on green innovation when using SCF. After using the dynamic DID test, DDD analysis, Heckman selection model, PSM test, placebo test, and other methods to control for potential endogeneity problems, we find that the results of this study remain valid.

Suggested Citation

  • Gu, Haoran & Yang, Shenggang & Xu, Zhaoyi & Cheng, Cheng, 2023. "Supply chain finance, green innovation, and productivity: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:pacfin:v:78:y:2023:i:c:s0927538x23000471
    DOI: 10.1016/j.pacfin.2023.101981
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927538X23000471
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.pacfin.2023.101981?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Mark Smith & Jo Crotty, 2008. "Environmental regulation and innovation driving ecological design in the UK automotive industry," Business Strategy and the Environment, Wiley Blackwell, vol. 17(6), pages 341-349, September.
    2. Paul Lanoie, 2008. "When And Why Does It Pay To Be Green?," CIRANO Papers 2008n-02a, CIRANO.
    3. Horbach, Jens & Rammer, Christian & Rennings, Klaus, 2012. "Determinants of eco-innovations by type of environmental impact — The role of regulatory push/pull, technology push and market pull," Ecological Economics, Elsevier, vol. 78(C), pages 112-122.
    4. Kutsuna, Kenji & Smith, Janet Kiholm & Smith, Richard & Yamada, Kazuo, 2016. "Supply-chain spillover effects of IPOs," Journal of Banking & Finance, Elsevier, vol. 64(C), pages 150-168.
    5. 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.
    6. Cui, Xin & Wang, Chunfeng & Liao, Jing & Fang, Zhenming & Cheng, Feiyang, 2021. "Economic policy uncertainty exposure and corporate innovation investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    7. Won‐Moo Hur & Yeonshin Kim & Kyungdo Park, 2013. "Assessing the Effects of Perceived Value and Satisfaction on Customer Loyalty: A ‘Green’ Perspective," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 20(3), pages 146-156, May.
    8. Huang, Zhehao & Liao, Gaoke & Li, Zhenghui, 2019. "Loaning scale and government subsidy for promoting green innovation," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 148-156.
    9. 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.
    10. Nienhuis, Jaap Jan & Cortet, Mounaim & Lycklama, Douwe, 2013. "Real-time financing: Extending e-invoicing to real-time SME financing," Journal of Payments Strategy & Systems, Henry Stewart Publications, vol. 7(3), pages 232-245, August.
    11. Yuming Zhang & Juanjuan Zhang & Zhang Cheng, 2021. "Stock Market Liberalization and Corporate Green Innovation: Evidence from China," IJERPH, MDPI, vol. 18(7), pages 1-22, March.
    12. Raymond Fisman & Inessa Love, 2003. "Trade Credit, Financial Intermediary Development, and Industry Growth," Journal of Finance, American Finance Association, vol. 58(1), pages 353-374, February.
    13. Wuttke, David A. & Blome, Constantin & Henke, Michael, 2013. "Focusing the financial flow of supply chains: An empirical investigation of financial supply chain management," International Journal of Production Economics, Elsevier, vol. 145(2), pages 773-789.
    14. Buchanan, Bonnie & Cao, Cathy Xuying & Chen, Chongyang, 2018. "Corporate social responsibility, firm value, and influential institutional ownership," Journal of Corporate Finance, Elsevier, vol. 52(C), pages 73-95.
    15. Xiaofeng Quan & Yun Ke & Yuting Qian & Yao Zhang, 2023. "CEO Foreign Experience and Green Innovation: Evidence from China," Journal of Business Ethics, Springer, vol. 182(2), pages 535-557, January.
    16. Fang Huang & Renjie Chen & Yuetian Shen & Haidong Kan & Xingya Kuang, 2016. "The Impact of the 2013 Eastern China Smog on Outpatient Visits for Coronary Heart Disease in Shanghai, China," IJERPH, MDPI, vol. 13(7), pages 1-6, June.
    17. Marcus Wagner, 2010. "Corporate Social Performance and Innovation with High Social Benefits: A Quantitative Analysis," Journal of Business Ethics, Springer, vol. 94(4), pages 581-594, July.
    18. Moshirian, Fariborz & Tian, Xuan & Zhang, Bohui & Zhang, Wenrui, 2021. "Stock market liberalization and innovation," Journal of Financial Economics, Elsevier, vol. 139(3), pages 985-1014.
    19. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    20. Bennett, Benjamin & Stulz, René & Wang, Zexi, 2020. "Does the stock market make firms more productive?," Journal of Financial Economics, Elsevier, vol. 136(2), pages 281-306.
    21. Juan Camilo Serpa & Harish Krishnan, 2018. "The Impact of Supply Chains on Firm-Level Productivity," Management Science, INFORMS, vol. 64(2), pages 511-532, February.
    22. Julian F. Kölbel & Timo Busch & Leonhardt M. Jancso, 2017. "How Media Coverage of Corporate Social Irresponsibility Increases Financial Risk," Strategic Management Journal, Wiley Blackwell, vol. 38(11), pages 2266-2284, November.
    23. Marianne Bertrand & Sendhil Mullainathan, 2003. "Enjoying the Quiet Life? Corporate Governance and Managerial Preferences," Journal of Political Economy, University of Chicago Press, vol. 111(5), pages 1043-1075, October.
    24. Mohammad Iranmanesh & Suhaiza Zailani & Soroush Moeinzadeh & Davoud Nikbin, 2017. "Effect of green innovation on job satisfaction of electronic and electrical manufacturers’ employees through job intensity: personal innovativeness as moderator," Review of Managerial Science, Springer, vol. 11(2), pages 299-313, March.
    25. 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.
    26. Fan, Yinghua & Feng, Yi & Shou, Yongyi, 2020. "A risk-averse and buyer-led supply chain under option contract: CVaR minimization and channel coordination," International Journal of Production Economics, Elsevier, vol. 219(C), pages 66-81.
    27. Shenggang Ren & Yue Wang & Yucai Hu & Ji Yan, 2021. "CEO hometown identity and firm green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 756-774, February.
    28. Tsao, Yu-Chung, 2019. "Coordinating contracts under default risk control-based trade credit," International Journal of Production Economics, Elsevier, vol. 212(C), pages 168-175.
    29. Guan, Jialin & Xu, Huijuan & Huo, Da & Hua, Yechun & Wang, Yunfeng, 2021. "Economic policy uncertainty and corporate innovation: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 67(C).
    30. Ma, Hoi-Lam & Wang, Z.X. & Chan, Felix T.S., 2020. "How important are supply chain collaborative factors in supply chain finance? A view of financial service providers in China," International Journal of Production Economics, Elsevier, vol. 219(C), pages 341-346.
    31. Cornaggia, Jess & Mao, Yifei & Tian, Xuan & Wolfe, Brian, 2015. "Does banking competition affect innovation?," Journal of Financial Economics, Elsevier, vol. 115(1), pages 189-209.
    32. Rosa Maria Dangelico, 2016. "Green Product Innovation: Where we are and Where we are Going," Business Strategy and the Environment, Wiley Blackwell, vol. 25(8), pages 560-576, December.
    33. Klapper, Leora, 2006. "The role of factoring for financing small and medium enterprises," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 3111-3130, November.
    34. 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.
    35. Yongqiang Chu & Xuan Tian & Wenyu Wang, 2019. "Corporate Innovation Along the Supply Chain," Management Science, INFORMS, vol. 67(6), pages 2445-2466, June.
    36. Silvestre, Bruno S., 2015. "Sustainable supply chain management in emerging economies: Environmental turbulence, institutional voids and sustainability trajectories," International Journal of Production Economics, Elsevier, vol. 167(C), pages 156-169.
    37. Charles J. Hadlock & Joshua R. Pierce, 2010. "New Evidence on Measuring Financial Constraints: Moving Beyond the KZ Index," The Review of Financial Studies, Society for Financial Studies, vol. 23(5), pages 1909-1940.
    38. Chou, Chia-Jung, 2014. "Hotels' environmental policies and employee personal environmental beliefs: Interactions and outcomes," Tourism Management, Elsevier, vol. 40(C), pages 436-446.
    39. Dong, Yan & Xu, Kefeng, 2002. "A supply chain model of vendor managed inventory," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 38(2), pages 75-95, April.
    40. Shuanglian Chen & Zhehao Huang & Benjamin M. Drakeford & Pierre Failler, 2019. "Lending Interest Rate, Loaning Scale, and Government Subsidy Scale in Green Innovation," Energies, MDPI, vol. 12(23), pages 1-22, November.
    41. Ching-Hsun Chang, 2011. "The Influence of Corporate Environmental Ethics on Competitive Advantage: The Mediation Role of Green Innovation," Journal of Business Ethics, Springer, vol. 104(3), pages 361-370, December.
    42. Duchin, Ran & Ozbas, Oguzhan & Sensoy, Berk A., 2010. "Costly external finance, corporate investment, and the subprime mortgage credit crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 418-435, September.
    43. Tariq, Adeel & Badir, Yuosre F. & Tariq, Waqas & Bhutta, Umair Saeed, 2017. "Drivers and consequences of green product and process innovation: A systematic review, conceptual framework, and future outlook," Technology in Society, Elsevier, vol. 51(C), pages 8-23.
    44. Chiou, Tzu-Yun & Chan, Hing Kai & Lettice, Fiona & Chung, Sai Ho, 2011. "The influence of greening the suppliers and green innovation on environmental performance and competitive advantage in Taiwan," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 47(6), pages 822-836.
    45. Lam, Hugo K.S. & Zhan, Yuanzhu & Zhang, Minhao & Wang, Yichuan & Lyons, Andrew, 2019. "The effect of supply chain finance initiatives on the market value of service providers," International Journal of Production Economics, Elsevier, vol. 216(C), pages 227-238.
    46. Ki‐Hoon Lee & Ji‐Whan Kim, 2011. "Integrating Suppliers into Green Product Innovation Development: an Empirical Case Study in the Semiconductor Industry," Business Strategy and the Environment, Wiley Blackwell, vol. 20(8), pages 527-538, December.
    47. WUTTKE, David A & BLOME, Constantin & HENKE, Michael, 2013. "Focusing the financial flow of supply chains: an empirical investigation of financial supply chain management," LIDAM Reprints CORE 2601, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    48. 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.
    49. Rosa Maria Dangelico, 2017. "What Drives Green Product Development and How do Different Antecedents Affect Market Performance? A Survey of Italian Companies with Eco‐Labels," Business Strategy and the Environment, Wiley Blackwell, vol. 26(8), pages 1144-1161, December.
    50. Ester Martínez‐Ros & Rasi Kunapatarawong, 2019. "Green innovation and knowledge: The role of size," Business Strategy and the Environment, Wiley Blackwell, vol. 28(6), pages 1045-1059, September.
    51. Chengli Shu & Kevin Z. Zhou & Yazhen Xiao & Shanxing Gao, 2016. "How Green Management Influences Product Innovation in China: The Role of Institutional Benefits," Journal of Business Ethics, Springer, vol. 133(3), pages 471-485, February.
    52. 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.
    53. Chen, Wen & Zhu, Yufeng & He, Zehui & Yang, Yang, 2022. "The effect of local government debt on green innovation: Evidence from Chinese listed companies," Pacific-Basin Finance Journal, Elsevier, vol. 73(C).
    54. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    55. Lee, Chang Hwan & Rhee, Byong-Duk, 2011. "Trade credit for supply chain coordination," European Journal of Operational Research, Elsevier, vol. 214(1), pages 136-146, October.
    56. Cheng, Lulu & Xie, En & Fang, Junyi & Mei, Nan, 2022. "Performance feedback and firms’ relative strategic emphasis: The moderating effects of board independence and media coverage," Journal of Business Research, Elsevier, vol. 139(C), pages 218-231.
    57. Horbach, Jens, 2008. "Determinants of environmental innovation--New evidence from German panel data sources," Research Policy, Elsevier, vol. 37(1), pages 163-173, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Song, Yunxing & Gong, Yuanyuan & Song, Yan & Chen, Xiaohui, 2024. "Exploring the impact of digital inclusive finance on consumption volatility: Insights from household entrepreneurship and income volatility," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    2. Sun, Jianhua & Hou, Shaobo & Deng, Yuxia & Li, Huaicheng, 2024. "New media environment, green technological innovation and corporate productivity: Evidence from listed companies in China," Energy Economics, Elsevier, vol. 131(C).
    3. Bai, Hengrui & Huang, Lingyu & Wang, Ziqi, 2024. "Supply chain financing, digital financial inclusion and enterprise innovation: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    4. Tang, Dapeng & Yu, Qian & Gebrehans, Mebrahtu Tesfagebreal & Wang, Lulu, 2023. "The asymmetric innovation effects of heterogeneous government subsidies: A new perspective from GDP target deviation," Pacific-Basin Finance Journal, Elsevier, vol. 82(C).
    5. Li, Yu & Zhu, Yi & Tan, Weijie & Qi, Tiange & Huang, Yongjian, 2024. "Female executive and energy consumption intensity: The role of green innovation," Finance Research Letters, Elsevier, vol. 64(C).
    6. Yin, Hongying & Qian, Yuting & Zhang, Bin & Pérez, Rebeca, 2023. "Urban construction and firm green innovation: Evidence from China's low-carbon pilot city initiative," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    7. Ying Lu & Sha Sun & Mingming Zhang & Zikun Yang, 2024. "Moving Towards Sustainable Development: Can Supply Chain Finance Promote Corporate Green Innovation?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 13001-13026, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Tariq, Adeel & Badir, Yuosre F. & Tariq, Waqas & Bhutta, Umair Saeed, 2017. "Drivers and consequences of green product and process innovation: A systematic review, conceptual framework, and future outlook," Technology in Society, Elsevier, vol. 51(C), pages 8-23.
    2. Morteza Akbari & Hamid Padash & Zahra Shahabaldini Parizi & Haniye Rezaei & Elmira Shahriari & Ala Khosravani, 2022. "A bibliometric review of green innovation research: identifying knowledge domain and network," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(6), pages 3993-4023, December.
    3. Rosa Maria Dangelico, 2017. "What Drives Green Product Development and How do Different Antecedents Affect Market Performance? A Survey of Italian Companies with Eco‐Labels," Business Strategy and the Environment, Wiley Blackwell, vol. 26(8), pages 1144-1161, December.
    4. 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).
    5. Lisa Melander, 2017. "Achieving Sustainable Development by Collaborating in Green Product Innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 26(8), pages 1095-1109, December.
    6. Yiyang Gu & Peng Wu & Lei Gao, 2024. "RETRACTED ARTICLE: Does the political promotion incentive of state-owned enterprise executives facilitate green innovation?," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-31, April.
    7. Ying Lu & Sha Sun & Mingming Zhang & Zikun Yang, 2024. "Moving Towards Sustainable Development: Can Supply Chain Finance Promote Corporate Green Innovation?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 13001-13026, September.
    8. Lu Qiu & Xiaowen Jie & Yanan Wang & Minjuan Zhao, 2020. "Green product innovation, green dynamic capability, and competitive advantage: Evidence from Chinese manufacturing enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(1), pages 146-165, January.
    9. Eduardo Duque‐Grisales & Javier Aguilera‐Caracuel & Jaime Guerrero‐Villegas & Encarnación García‐Sánchez, 2020. "Does green innovation affect the financial performance of Multilatinas? The moderating role of ISO 14001 and R&D investment," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 3286-3302, December.
    10. Feng, Gen-Fu & Niu, Peng & Wang, Jun-Zhuo & Liu, Jian, 2022. "Capital market liberalization and green innovation for sustainability: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 610-623.
    11. Sha, Yezhou & Zhang, Ping & Wang, Yiru & Xu, Yifan, 2022. "Capital market opening and green innovation——Evidence from Shanghai-Hong Kong stock connect and the Shenzhen-Hong Kong stock connect," Energy Economics, Elsevier, vol. 111(C).
    12. Nguyen, Justin Hung & Qiu, Buhui, 2022. "Right-to-Work laws and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 76(C).
    13. Dan Huang & Jie Cheng & Xiaofeng Quan & Yanling Wu, 2024. "Managerial attention to environmental protection and corporate green innovation," Review of Quantitative Finance and Accounting, Springer, vol. 63(3), pages 1047-1081, October.
    14. Licheng Yang & Shijie Song & Chunlin Liu, 2024. "Green signals: The impact of environmental protection support policies on firms' green innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3258-3278, May.
    15. Peter S. Hofman & Constantin Blome & Martin C. Schleper & Nachiappan Subramanian, 2020. "Supply chain collaboration and eco‐innovations: An institutional perspective from China," Business Strategy and the Environment, Wiley Blackwell, vol. 29(6), pages 2734-2754, September.
    16. Ullah, Subhan & Agyei-Boapeah, Henry & Kim, Ja Ryong & Nasim, Asma, 2022. "Does national culture matter for environmental innovation? A study of emerging economies," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    17. Ayça Kubra Hizarci‐Payne & İlayda İpek & Gülüzar Kurt Gümüş, 2021. "How environmental innovation influences firm performance: A meta‐analytic review," Business Strategy and the Environment, Wiley Blackwell, vol. 30(2), pages 1174-1190, February.
    18. Lingli Qing & Dongphil Chun & Abd Alwahed Dagestani & Peng Li, 2022. "Does Proactive Green Technology Innovation Improve Financial Performance? Evidence from Listed Companies with Semiconductor Concepts Stock in China," Sustainability, MDPI, vol. 14(8), pages 1-20, April.
    19. Wang, Zhiqiang & Wang, Qiang & Lai, Yin & Liang, Chaojie, 2020. "Drivers and outcomes of supply chain finance adoption: An empirical investigation in China," International Journal of Production Economics, Elsevier, vol. 220(C).
    20. Yin, Hongying & Qian, Yuting & Zhang, Bin & Pérez, Rebeca, 2023. "Urban construction and firm green innovation: Evidence from China's low-carbon pilot city initiative," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:pacfin:v:78:y:2023:i:c:s0927538x23000471. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/pacfin .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.