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Making technological innovation greener: Does firm digital transformation work?

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  • Xu, Yong
  • Yuan, Ling
  • Khalfaoui, Rabeh
  • Radulescu, Magdalena
  • Mallek, Sabrine
  • Zhao, Xin

Abstract

Although firms' digital transformation (FDT) and green technological innovation (GTI) are both critical for firm development, we still know little about the precise effects between the two or their influence mechanisms. Combining diffusion of innovation (DOI) theory and the technology–organization–environment (TOE) framework, this study analyzes a sample of listed non-financial Chinese firms from 2010 to 2021 using a fixed-effect and mediating effect model to reveal FDT's effect on GTI and its mechanism. Our findings show that (1) FDT can promote both GTI quantity and quality, but it is more significant for GTI quantity; (2) the positive effects can be obtained by reducing firm risk-taking and increasing R&D intensity; and (3) the role of FDT in promoting GTI is particularly significant in firms in the Midwest region, state-owned enterprises, and firms in high-tech sectors, but has negligible effect on high-polluting firms. Our conclusions remain robust after applying the Poisson model, excluding the effects of COVID-19, adopting the generalized method of moments instrumental variable regression, and using Sobel tests. The findings contribute to the literature by combining DOI and TOE into the same framework and empirically analyzing how FDT can influence GTI.

Suggested Citation

  • Xu, Yong & Yuan, Ling & Khalfaoui, Rabeh & Radulescu, Magdalena & Mallek, Sabrine & Zhao, Xin, 2023. "Making technological innovation greener: Does firm digital transformation work?," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    • Handle: RePEc:eee:tefoso:v:197:y:2023:i:c:s0040162523006133
    DOI: 10.1016/j.techfore.2023.122928
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    as
    1. 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.
    2. Midttun, Alte & Piccini, Proadpran Boonprasurd, 2017. "Facing the climate and digital challenge: European energy industry from boom to crisis and transformation," Energy Policy, Elsevier, vol. 108(C), pages 330-343.
    3. Brav, Alon & Jiang, Wei & Ma, Song & Tian, Xuan, 2018. "How does hedge fund activism reshape corporate innovation?," Journal of Financial Economics, Elsevier, vol. 130(2), pages 237-264.
    4. Modgil, Sachin & Dwivedi, Yogesh K. & Rana, Nripendra P. & Gupta, Shivam & Kamble, Sachin, 2022. "Has Covid-19 accelerated opportunities for digital entrepreneurship? An Indian perspective," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    5. Luca Grilli & Paul H Jensen & Samuele Murtinu & Haemin Dennis Park, 2020. "A close look at the contingencies of founders’ effect on venture performance," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(4), pages 997-1020.
    6. Tsouri, Maria & Hansen, Teis & Hanson, Jens & Steen, Markus, 2022. "Knowledge recombination for emerging technological innovations: The case of green shipping," Technovation, Elsevier, vol. 114(C).
    7. Du, Gang & Yu, Meng & Sun, Chuanwang & Han, Zhao, 2021. "Green innovation effect of emission trading policy on pilot areas and neighboring areas: An analysis based on the spatial econometric model," Energy Policy, Elsevier, vol. 156(C).
    8. Hadjielias, Elias & (Lola) Dada, Olufunmilola & Discua Cruz, Allan & Zekas, Stavros & Christofi, Michael & Sakka, Georgia, 2021. "How do digital innovation teams function? Understanding the team cognition-process nexus within the context of digital transformation," Journal of Business Research, Elsevier, vol. 122(C), pages 373-386.
    9. Ufuk Akcigit & John Grigsby & Tom Nicholas & Stefanie Stantcheva, 2022. "Taxation and Innovation in the Twentieth Century," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(1), pages 329-385.
    10. Biggerstaff, Lee & Blank, Brian & Goldie, Brad, 2019. "Do incentives work? Option-based compensation and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 415-430.
    11. Brooke Fisher Liu & Holly Roberts & Elizabeth L. Petrun Sayers & Gary Ackerman & Daniel Smith & Irina Iles, 2017. "Preparing for the worst: public perceptions of risk management innovations," Journal of Risk Research, Taylor & Francis Journals, vol. 20(11), pages 1394-1417, November.
    12. Bouncken, Ricarda B. & Ratzmann, Martin & Kraus, Sascha, 2021. "Anti-aging: How innovation is shaped by firm age and mutual knowledge creation in an alliance," Journal of Business Research, Elsevier, vol. 137(C), pages 422-429.
    13. Hirshleifer, David & Hsu, Po-Hsuan & Li, Dongmei, 2013. "Innovative efficiency and stock returns," Journal of Financial Economics, Elsevier, vol. 107(3), pages 632-654.
    14. Mohsin Shahzad & Ying Qu & Abaid Ullah Zafar & Andrea Appolloni, 2021. "Does the interaction between the knowledge management process and sustainable development practices boost corporate green innovation?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(8), pages 4206-4222, December.
    15. Javed, Muzhar & Wang, Fangjun & Usman, Muhammad & Ali Gull, Ammar & Uz Zaman, Qamar, 2023. "Female CEOs and green innovation," Journal of Business Research, Elsevier, vol. 157(C).
    16. Boubakri, Narjess & Cosset, Jean-Claude & Saffar, Walid, 2013. "The role of state and foreign owners in corporate risk-taking: Evidence from privatization," Journal of Financial Economics, Elsevier, vol. 108(3), pages 641-658.
    17. Pan, Wenrong & Xie, Tao & Wang, Zhuwang & Ma, Lisha, 2022. "Digital economy: An innovation driver for total factor productivity," Journal of Business Research, Elsevier, vol. 139(C), pages 303-311.
    18. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
    19. Solon Moreira & Thomas Maximilian Klueter & Stefano Tasselli, 2020. "Competition, Technology Licensing-in, and Innovation," Organization Science, INFORMS, vol. 31(4), pages 1012-1036, July.
    20. Claudio Fassio, 2018. "Export-led innovation: the role of export destinations," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(1), pages 149-171.
    21. Krieger, Bastian & Zipperer, Vera, 2022. "Does green public procurement trigger environmental innovations?," Research Policy, Elsevier, vol. 51(6).
    22. Bernal, Pilar & Carree, Martin & Lokshin, Boris, 2022. "Knowledge spillovers, R&D partnerships and innovation performance," Technovation, Elsevier, vol. 115(C).
    23. Robert Padgett & Jose Galan, 2010. "The Effect of R&D Intensity on Corporate Social Responsibility," Journal of Business Ethics, Springer, vol. 93(3), pages 407-418, May.
    24. Jain, Amit, 2023. "How knowledge loss and network-structure jointly determine R&D productivity in the biotechnology industry," Technovation, Elsevier, vol. 119(C).
    25. Ling Yuan & Li Zheng & Yong Xu, 2022. "Corporate social responsibility and corporate innovation efficiency: evidence from China," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 18(12), pages 6125-6142, May.
    26. Blanka, Christine & Krumay, Barbara & Rueckel, David, 2022. "The interplay of digital transformation and employee competency: A design science approach," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    27. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    28. Kinkel, Steffen & Baumgartner, Marco & Cherubini, Enrica, 2022. "Prerequisites for the adoption of AI technologies in manufacturing – Evidence from a worldwide sample of manufacturing companies," Technovation, Elsevier, vol. 110(C).
    29. Wenhao Song & Hongyan Yu, 2018. "Green Innovation Strategy and Green Innovation: The Roles of Green Creativity and Green Organizational Identity," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(2), pages 135-150, March.
    30. Al-Razgan, Muna & Alrowily, Asma & Al-Matham, Rawan N. & Alghamdi, Khulood M. & Shaabi, Maha & Alssum, Lama, 2021. "Using diffusion of innovation theory and sentiment analysis to analyze attitudes toward driving adoption by Saudi women," Technology in Society, Elsevier, vol. 65(C).
    31. Hannibal, Martin & Knight, Gary, 2018. "Additive manufacturing and the global factory: Disruptive technologies and the location of international business," International Business Review, Elsevier, vol. 27(6), pages 1116-1127.
    32. Henrich R. Greve & Marc-David L. Seidel, 2015. "The thin red line between success and failure: Path dependence in the diffusion of innovative production technologies," Strategic Management Journal, Wiley Blackwell, vol. 36(4), pages 475-496, April.
    33. Xu, Yong & Li, Shanshan & Zhou, Xiaoxiao & Shahzad, Umer & Zhao, Xin, 2022. "How environmental regulations affect the development of green finance: Recent evidence from polluting firms in China," Renewable Energy, Elsevier, vol. 189(C), pages 917-926.
    34. Chouaibi, Salim & Festa, Giuseppe & Quaglia, Roberto & Rossi, Matteo, 2022. "The risky impact of digital transformation on organizational performance – evidence from Tunisia," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    35. Liu, Shiyuan & Du, Jiang & Zhang, Weike & Tian, Xiaoli & Kou, Gang, 2021. "Innovation quantity or quality? The role of political connections," Emerging Markets Review, Elsevier, vol. 48(C).
    36. Du, Shanzhong & Ma, Lianfu & Li, Zhuo, 2022. "Non-family shareholder governance and corporate risk-taking: Evidence from Chinese family-controlled businesses," Journal of Business Research, Elsevier, vol. 145(C), pages 156-170.
    37. Montero Guerra, José Manuel & Danvila-del-Valle, Ignacio & Méndez Suárez, Mariano, 2023. "The impact of digital transformation on talent management," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    38. 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).
    39. Lars Helge Hass & Monika Tarsalewska & Feng Zhan, 2016. "Equity Incentives and Corporate Fraud in China," Journal of Business Ethics, Springer, vol. 138(4), pages 723-742, November.
    40. Rixiao Cui & Juanru Wang, 2022. "Shaping sustainable development: External environmental pressure, exploratory green learning, and radical green innovation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(3), pages 481-495, May.
    41. Xinyue Hao & Fanglin Chen & Zhongfei Chen, 2022. "Does green innovation increase enterprise value?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1232-1247, March.
    42. Jean, Ruey-Jer “Bryan” & Kim, Daekwan & Cavusgil, Erin, 2020. "Antecedents and outcomes of digital platform risk for international new ventures’ internationalization," Journal of World Business, Elsevier, vol. 55(1).
    43. 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.
    44. Liang Wu & Heng Liu, 2022. "How bricolage influences green management in high‐polluting manufacturing firms: The role of stakeholder engagement," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3616-3634, November.
    45. Gustaf Bellstam & Sanjai Bhagat & J. Anthony Cookson, 2021. "A Text-Based Analysis of Corporate Innovation," Management Science, INFORMS, vol. 67(7), pages 4004-4031, July.
    46. Zhao, Li & Zhang, Ling & Sun, Jianxin & He, Pengfei, 2022. "Can public participation constraints promote green technological innovation of Chinese enterprises? The moderating role of government environmental regulatory enforcement," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    47. de Lucas Ancillo, Antonio & Gavrila Gavrila, Sorin, 2023. "The Impact of Research and Development on Entrepreneurship, Innovation, Digitization and Digital transformation," Journal of Business Research, Elsevier, vol. 157(C).
    48. Gao, Jing & Zhang, Wanfei & Guan, Tao & Feng, Qiuhong & Mardani, Abbas, 2023. "The effect of manufacturing agent heterogeneity on enterprise innovation performance and competitive advantage in the era of digital transformation," Journal of Business Research, Elsevier, vol. 155(PA).
    49. Cuomo, Maria Teresa & Tortora, Debora & Foroudi, Pantea & Giordano, Alex & Festa, Giuseppe & Metallo, Gerardino, 2021. "Digital transformation and tourist experience co-design: Big social data for planning cultural tourism," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    50. Zhong, Xi & Ren, Ge, 2023. "Independent and joint effects of CSR and CSI on the effectiveness of digital transformation for transition economy firms," Journal of Business Research, Elsevier, vol. 156(C).
    51. Zhang, Dongyang & Jin, Yue, 2021. "R&D and environmentally induced innovation: Does financial constraint play a facilitating role?," International Review of Financial Analysis, Elsevier, vol. 78(C).
    52. Frank, Alejandro G. & Mendes, Glauco H.S. & Ayala, Néstor F. & Ghezzi, Antonio, 2019. "Servitization and Industry 4.0 convergence in the digital transformation of product firms: A business model innovation perspective," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 341-351.
    53. Lee, Chien-Chiang & Qin, Shuai & Li, Yaya, 2022. "Does industrial robot application promote green technology innovation in the manufacturing industry?," Technological Forecasting and Social Change, Elsevier, vol. 183(C).
    54. Daniel Balsalobre‐Lorente & Oana M. Driha & George Halkos & Shekhar Mishra, 2022. "Influence of growth and urbanization on CO2 emissions: The moderating effect of foreign direct investment on energy use in BRICS," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(1), pages 227-240, February.
    55. Usai, A. & Fiano, F. & Messeni Petruzzelli, A. & Paoloni, P. & Farina Briamonte, M. & Orlando, B., 2021. "Unveiling the impact of the adoption of digital technologies on firms’ innovation performance," Journal of Business Research, Elsevier, vol. 133(C), pages 327-336.
    56. Qiong Yao & Suzhen Zeng & Shibin Sheng & Shiyuan Gong, 2021. "Green innovation and brand equity: moderating effects of industrial institutions," Asia Pacific Journal of Management, Springer, vol. 38(2), pages 573-602, June.
    57. Enrique, Daisy Valle & Lerman, Laura Visintainer & Sousa, Paulo Renato de & Benitez, Guilherme Brittes & Bigares Charrua Santos, Fernando M. & Frank, Alejandro G., 2022. "Being digital and flexible to navigate the storm: How digital transformation enhances supply chain flexibility in turbulent environments," International Journal of Production Economics, Elsevier, vol. 250(C).
    58. Tang, Chang & Xu, Yuanyuan & Hao, Yu & Wu, Haitao & Xue, Yan, 2021. "What is the role of telecommunications infrastructure construction in green technology innovation? A firm-level analysis for China," Energy Economics, Elsevier, vol. 103(C).
    59. Elena Cefis & Riccardo Leoncini & Luigi Marengo & Sandro Montresor, 2023. "Firms and innovation in the new industrial paradigm of the digital transformation," Industry and Innovation, Taylor & Francis Journals, vol. 30(1), pages 1-16, January.
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