IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v219y2025ics0040162525003154.html

Sustainable futures: What's driving France's eco-revolution?

Author

Listed:
  • Ali, Kishwar
  • Zhang, Qingyu
  • Appio, Francesco Paolo

Abstract

This study explores the interplay between industrial robot adoption, green bonds, climate patents, and economic governance in reducing the greenhouse gas emissions intensity of energy consumption (GIEC) in France. Using advanced econometric methodologies, including Kernel Regularized Least Squares and Bayesian Neural Networks, we analyze quarterly data from 2008 to 2019 to uncover both direct and moderating effects. The findings reveal that industrial robots, green bonds, and climate-focused patents significantly reduce GIEC, while household energy consumption has an adverse effect. The moderating role of economic governance in France is pivotal; amplifying emissions from green finance and technology, while curbing those from household energy use, emphasizing the need for targeted, environmentally aligned governance strategies. Sensitivity analyses confirm these patterns across alternative specifications. By revealing the sector-specific channels through which technology, finance, and governance jointly deliver—or derail—decarbonisation, the study sharpens ecological modernisation theory and equips managers and policymakers with an integrated, evidence-based blueprint for aligning industrial efficiency, green finance, and institutional reform to meet national and Paris-Agreement climate goals.

Suggested Citation

  • Ali, Kishwar & Zhang, Qingyu & Appio, Francesco Paolo, 2025. "Sustainable futures: What's driving France's eco-revolution?," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
  • Handle: RePEc:eee:tefoso:v:219:y:2025:i:c:s0040162525003154
    DOI: 10.1016/j.techfore.2025.124284
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162525003154
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2025.124284?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    2. Wang, Yang & Taghizadeh-Hesary, Farhad, 2023. "Green bonds markets and renewable energy development: Policy integration for achieving carbon neutrality," Energy Economics, Elsevier, vol. 123(C).
    3. George Babington Amegavi & Zechariah Langnel & Albert Ahenkan & Thomas Buabeng, 2022. "The dynamic relationship between economic globalisation, institutional quality, and ecological footprint: Evidence from Ghana," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 31(6), pages 876-893, August.
    4. Jung, Jin Hwa & Lim, Dong-Geon, 2020. "Industrial robots, employment growth, and labor cost: A simultaneous equation analysis," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    5. Taghizadeh-Hesary, Farhad & Phoumin, Han & Rasoulinezhad, Ehsan, 2023. "Assessment of role of green bond in renewable energy resource development in Japan," Resources Policy, Elsevier, vol. 80(C).
    6. Shahbaz, Muhammad & Wang, Jianda & Dong, Kangyin & Zhao, Jun, 2022. "The impact of digital economy on energy transition across the globe: The mediating role of government governance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 166(C).
    7. Nishant, Rohit & Kennedy, Mike & Corbett, Jacqueline, 2020. "Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda," International Journal of Information Management, Elsevier, vol. 53(C).
    8. Daron Acemoglu & Claire Lelarge & Pascual Restrepo, 2020. "Competing with Robots: Firm-Level Evidence from France," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 383-388, May.
    9. Popp, David, 2019. "Environmental Policy and Innovation: A Decade of Research," International Review of Environmental and Resource Economics, now publishers, vol. 13(3-4), pages 265-337, September.
    10. Chang, Lei & Taghizadeh-Hesary, Farhad & Mohsin, Muhammad, 2023. "Role of artificial intelligence on green economic development: Joint determinates of natural resources and green total factor productivity," Resources Policy, Elsevier, vol. 82(C).
    11. repec:ags:aaea22:335879 is not listed on IDEAS
    12. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    13. Huang, Geng & He, Ling-Yun & Lin, Xi, 2022. "Robot adoption and energy performance: Evidence from Chinese industrial firms," Energy Economics, Elsevier, vol. 107(C).
    14. Dogan, Eyup & Chishti, Muhammad Zubair & Karimi Alavijeh, Nooshin & Tzeremes, Panayiotis, 2022. "The roles of technology and Kyoto Protocol in energy transition towards COP26 targets: Evidence from the novel GMM-PVAR approach for G-7 countries," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    15. Sharif, Arshian & Mishra, Shekhar & Sinha, Avik & Jiao, Zhilun & Shahbaz, Muhammad & Afshan, Sahar, 2020. "The renewable energy consumption-environmental degradation nexus in Top-10 polluted countries: Fresh insights from quantile-on-quantile regression approach," Renewable Energy, Elsevier, vol. 150(C), pages 670-690.
    16. Hung, Ngo Thai, 2023. "Green investment, financial development, digitalization and economic sustainability in Vietnam: Evidence from a quantile-on-quantile regression and wavelet coherence," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    17. Tolliver, Clarence & Keeley, Alexander Ryota & Managi, Shunsuke, 2020. "Policy targets behind green bonds for renewable energy: Do climate commitments matter?," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    18. Ali, Kishwar & Jianguo, Du & Kirikkaleli, Dervis, 2022. "Modeling the natural resources and financial inclusion on ecological footprint: The role of economic governance institutions. Evidence from ECOWAS economies," Resources Policy, Elsevier, vol. 79(C).
    19. Su, Hsin-Ning & Moaniba, Igam M., 2017. "Does innovation respond to climate change? Empirical evidence from patents and greenhouse gas emissions," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 49-62.
    20. Rundong Luo & Sami Ullah & Kishwar Ali, 2021. "Pathway towards Sustainability in Selected Asian Countries: Influence of Green Investment, Technology Innovations, and Economic Growth on CO2 Emission," Sustainability, MDPI, vol. 13(22), pages 1-19, November.
    21. 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.
    22. Ralf Becker & Walter Enders & Junsoo Lee, 2006. "A Stationarity Test in the Presence of an Unknown Number of Smooth Breaks," Journal of Time Series Analysis, Wiley Blackwell, vol. 27(3), pages 381-409, May.
    23. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    24. Wang, En-Ze & Lee, Chien-Chiang & Li, Yaya, 2022. "Assessing the impact of industrial robots on manufacturing energy intensity in 38 countries," Energy Economics, Elsevier, vol. 105(C).
    25. Zhang, Dongyang & Mohsin, Muhammad & Taghizadeh-Hesary, Farhad, 2022. "Does green finance counteract the climate change mitigation: Asymmetric effect of renewable energy investment and R&D," Energy Economics, Elsevier, vol. 113(C).
    26. Sun, Chuanwang & Khan, Anwar & Xue, Juntao & Huang, Xiaoyong, 2024. "Are digital economy and financial structure driving renewable energy technology innovations: A major eight countries perspective," Applied Energy, Elsevier, vol. 362(C).
    27. David Popp, 2019. "Environmental policy and innovation: a decade of research," CESifo Working Paper Series 7544, CESifo.
    28. Elinor Ostrom, 2010. "Analyzing collective action," Agricultural Economics, International Association of Agricultural Economists, vol. 41(s1), pages 155-166, November.
    29. Dervis Kirikkaleli & Hasan Güngör & Tomiwa Sunday Adebayo, 2022. "Consumption‐based carbon emissions, renewable energy consumption, financial development and economic growth in Chile," Business Strategy and the Environment, Wiley Blackwell, vol. 31(3), pages 1123-1137, March.
    30. Duan, Dingyun & Chen, Shaojian & Feng, Zongxian & Li, Jun, 2023. "Industrial robots and firm productivity," Structural Change and Economic Dynamics, Elsevier, vol. 67(C), pages 388-406.
    31. Banerjee, Piyali & Arčabić, Vladimir & Lee, Hyejin, 2017. "Fourier ADL cointegration test to approximate smooth breaks with new evidence from Crude Oil Market," Economic Modelling, Elsevier, vol. 67(C), pages 114-124.
    32. Serena Fatica & Roberto Panzica, 2021. "Green bonds as a tool against climate change?," Business Strategy and the Environment, Wiley Blackwell, vol. 30(5), pages 2688-2701, July.
    33. Gan, Jiawu & Liu, Lihua & Qiao, Gang & Zhang, Qin, 2023. "The role of robot adoption in green innovation: Evidence from China," Economic Modelling, Elsevier, vol. 119(C).
    34. Liu, Haiying & Saleem, Muhammad Mansoor & Al-Faryan, Mamdouh Abdulaziz Saleh & Khan, Irfan & Zafar, Muhammad Wasif, 2022. "Impact of governance and globalization on natural resources volatility: The role of financial development in the Middle East North Africa countries," Resources Policy, Elsevier, vol. 78(C).
    35. Hémous, David & Dechezleprêtre, Antoine & Olsen, Morten & Zanella, carlo, 2019. "Automating Labor: Evidence from Firm-level Patent Data," CEPR Discussion Papers 14249, Centre for Economic Policy Research.
    36. Xiekui Zhang & Peiyao Liu & Hongfei Zhu, 2022. "The Impact of Industrial Intelligence on Energy Intensity: Evidence from China," Sustainability, MDPI, vol. 14(12), pages 1-16, June.
    37. Yao HongXing & Hafiz Muhammad Naveed & Bilal Ahmed Memon & Shoaib Ali & Muhammad Haris & Muhammad Akhtar & Muhammad Mohsin, 2024. "Connectedness between Currency Risk Hedging and Firm Value: A Deep Neural Network-based Evaluation," Computational Economics, Springer;Society for Computational Economics, vol. 63(2), pages 599-638, February.
    38. David Popp, 2019. "Environmental Policy and Innovation: A Decade of Research," NBER Working Papers 25631, National Bureau of Economic Research, Inc.
    39. Jin, Yanhong & Li, Daiyue & Cheng, Mingwang, 2023. "Industrial Robots and Firm Productivity: Evidence from China," 2023 Annual Meeting, July 23-25, Washington D.C. 335879, Agricultural and Applied Economics Association.
    40. Naveed, Hafiz Muhammad & Pan, Yanchun & Yao, HongXing & Al-Faryan, Mamdouh Abdulaziz Saleh, 2024. "Assessing the nexus between currency exchange rate returns, currency risk hedging and international investments: Intelligent network-based analysis," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
    41. Umut Uzar, 2021. "The relationship between institutional quality and ecological footprint: Is there a connection?," Natural Resources Forum, Blackwell Publishing, vol. 45(4), pages 380-396, November.
    42. Appio, Francesco Paolo & Baglieri, Daniela & Cesaroni, Fabrizio & Spicuzza, Lucia & Donato, Alessia, 2022. "Patent design strategies: Empirical evidence from European patents," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    43. Irfan Khan & Jian Xue & Shah Zaman & Zunair Mehmood, 2023. "Nexus Between FDI, Economic Growth, Industrialization, and Employment Opportunities: Empirical Evidence from Pakistan," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(3), pages 3153-3175, September.
    44. Chang, Lei & Taghizadeh-Hesary, Farhad & Chen, Huangen & Mohsin, Muhammad, 2022. "Do green bonds have environmental benefits?," Energy Economics, Elsevier, vol. 115(C).
    45. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
    46. Ricardo Vinuesa & Hossein Azizpour & Iolanda Leite & Madeline Balaam & Virginia Dignum & Sami Domisch & Anna Felländer & Simone Daniela Langhans & Max Tegmark & Francesco Fuso Nerini, 2020. "The role of artificial intelligence in achieving the Sustainable Development Goals," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    47. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    48. Modupe Oluyemisi Oyebanji & Rui Alexandre Castanho & Sema Yilmaz Genc & Dervis Kirikkaleli, 2022. "Patents on Environmental Technologies and Environmental Sustainability in Spain," Sustainability, MDPI, vol. 14(11), pages 1-17, May.
    49. Chishti, Muhammad Zubair & Sinha, Avik, 2022. "Do the shocks in technological and financial innovation influence the environmental quality? Evidence from BRICS economies," Technology in Society, Elsevier, vol. 68(C).
    50. Zeeshan Khan & Muhsin Ali & Dervis Kirikkaleli & Salman Wahab & Zhilun Jiao, 2020. "The impact of technological innovation and public‐private partnership investment on sustainable environment in China: Consumption‐based carbon emissions analysis," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1317-1330, September.
    Full references (including those not matched with items on IDEAS)

    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. Kishwar Ali & Qingyu Zhang & Dervis Kirikkaleli, 2026. "Strategic imperatives: green bond integration and digital economic infrastructure for Japan's energy transitions," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 12(1), pages 1-30, December.
    2. Lee, Chien-Chiang & Yan, Jingyang, 2024. "Will artificial intelligence make energy cleaner? Evidence of nonlinearity," Applied Energy, Elsevier, vol. 363(C).
    3. Kishwar Ali & Qingyu Zhang & Muhammad Kamran Khan & Zakaria Boulanouar & Fadhila Hamza & Sami Ullah, 2025. "China’s transition to sustainable transport assessing the impact of financial innovation, patent innovation, and bioenergy: evidence from an innovative time–frequency analysis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-26, December.
    4. Lin, Boqiang & Xu, Chongchong, 2024. "The effects of industrial robots on firm energy intensity: From the perspective of technological innovation and electrification," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
    5. Dai, Hangrui & Yang, Ronghai & Cao, Rongguang & Yin, Lei, 2024. "Does the application of industrial robots promote export green transformation? Evidence from Chinese manufacturing enterprises," International Review of Economics & Finance, Elsevier, vol. 96(PA).
    6. Wan, Yaqi & Li, Zhensheng, 2025. "Environmental governance shock and industrial intelligence upgrading: Insights from machine-labor substitution," International Review of Financial Analysis, Elsevier, vol. 102(C).
    7. Yingjie Xu & Bingchao Zheng & Baojie Guo, 2025. "How Do Industrial Robots Affect the Total Factor Productivity in Manufacturing Enterprises?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(4), pages 14057-14093, October.
    8. Tao, Weiliang & Weng, Shimei & Chen, Xueli & ALHussan, Fawaz Baddar & Song, Malin, 2024. "Artificial intelligence-driven transformations in low-carbon energy structure: Evidence from China," Energy Economics, Elsevier, vol. 136(C).
    9. Lin, Boqiang & Xu, Chongchong, 2024. "Enhancing energy-environmental performance through industrial intelligence: Insights from Chinese prefectural-level cities," Applied Energy, Elsevier, vol. 365(C).
    10. Yin, Zi Hui & Zeng, Wei Ping, 2023. "The effects of industrial intelligence on China's energy intensity: The role of technology absorptive capacity," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    11. Schneider, Florian, 2024. "Do robots boost productivity? A quantitative meta-study," MPRA Paper 123392, University Library of Munich, Germany.
    12. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
    13. Huijie Cui & Shangkun Liang & Canyu Xu, 2024. "Robots and accounting comparability: Evidence from Chinese manufacturing," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 64(5), pages 4859-4882, December.
    14. Liu, Tie-Ying, 2025. "Do industrial robots optimize the energy structure? Evidence from fossil energy consumption," Energy Economics, Elsevier, vol. 148(C).
    15. Bai, Caiquan & Yao, Di & Xue, Qihang, 2025. "Does artificial intelligence suppress firms' greenwashing behavior? Evidence from robot adoption in China," Energy Economics, Elsevier, vol. 142(C).
    16. Zhao, Qian & Wang, Lu & Stan, Sebastian-Emanuel & Mirza, Nawazish, 2024. "Can artificial intelligence help accelerate the transition to renewable energy?," Energy Economics, Elsevier, vol. 134(C).
    17. 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).
    18. Ana Abeliansky & Klaus Prettner & Ernesto Rodríguez Crespo, 2024. "Climate change and automation: the emission effects of robot adoption," Department of Economics Working Papers wuwp370, Vienna University of Economics and Business, Department of Economics.
    19. Frattini, Federico Fabio & Vona, Francesco & Bontadini, Filippo & Colantone, Italo, "undated". "The Local Job Multipliers of Green Industrialization," FEEM Working Papers 358792, Fondazione Eni Enrico Mattei (FEEM).
    20. Xu, Chongchong & Du, Anna Min & Lin, Boqiang, 2025. "Robot adoption and corporate supply chain efficiency: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 94(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:tefoso:v:219:y:2025:i:c:s0040162525003154. 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.sciencedirect.com/science/journal/00401625 .

    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.