IDEAS home Printed from https://ideas.repec.org/a/eee/jrpoli/v80y2023ics0301420722005621.html
   My bibliography  Save this article

Natural resources, green innovation, fintech, and sustainability: A fresh insight from BRICS

Author

Listed:
  • Lisha, Liu
  • Mousa, Saeed
  • Arnone, Gioia
  • Muda, Iskandar
  • Huerta-Soto, Rosario
  • Shiming, Zhai

Abstract

Since the industrial revolution, the financial sector has become a significant claimant toward the growth of human society. However, supporting the adverse environmental projects in financial terms has raised several queries about creating a direct linkage between financial market products and the environment.This research examines the nexus between sustainability, green innovations, financial technologies (FinTech), financial development, and natural resources for BRICS economies during 2000–2019. Using the Method of Moments Quantile Regression (MMQR), the results show that FinTech and natural resources adversely impact environmental sustainability across all three ranges of quantiles (0.10th-0.30th, 0.40th-0.60, and 0.70th-0.90th).Conversely, green innovations and financial development promote environmental sustainability across lower to higher-order quantiles (0.10th-0.90th), while economic growth contributes to higher emissions at major quantiles. Similar findings are endorsed using alternative estimators and suggest practical policy implications.

Suggested Citation

  • Lisha, Liu & Mousa, Saeed & Arnone, Gioia & Muda, Iskandar & Huerta-Soto, Rosario & Shiming, Zhai, 2023. "Natural resources, green innovation, fintech, and sustainability: A fresh insight from BRICS," Resources Policy, Elsevier, vol. 80(C).
    • Handle: RePEc:eee:jrpoli:v:80:y:2023:i:c:s0301420722005621
    DOI: 10.1016/j.resourpol.2022.103119
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0301420722005621
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.resourpol.2022.103119?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. Razzaq, Asif & Sharif, Arshian & An, Hui & Aloui, Chaker, 2022. "Testing the directional predictability between carbon trading and sectoral stocks in China: New insights using cross-quantilogram and rolling window causality approaches," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    2. Chi-Wei Su & Meng Qin & Syed Kumail Abbas Rizvi & Muhammad Umar, 2021. "Bank competition in China: a blessing or a curse for financial system?," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 34(1), pages 1244-1264, January.
    3. Shahbaz, Muhammad & Haouas, Ilham & SBIA, Rashid & Ozturk, Ilhan, 2018. "Financial Development-Environmental Degradation Nexus in the United Arab Emirates: The Importance of Growth, Globalization and Structural Breaks," MPRA Paper 87365, University Library of Munich, Germany, revised 11 Jun 2018.
    4. Chihwa Kao & Min‐Hsien Chiang & Bangtian Chen, 1999. "International R&D Spillovers: An Application of Estimation and Inference in Panel Cointegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 691-709, November.
    5. Joakim Westerlund & David L. Edgerton, 2008. "A Simple Test for Cointegration in Dependent Panels with Structural Breaks," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(5), pages 665-704, October.
    6. Tamazian, Artur & Bhaskara Rao, B., 2010. "Do economic, financial and institutional developments matter for environmental degradation? Evidence from transitional economies," Energy Economics, Elsevier, vol. 32(1), pages 137-145, January.
    7. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    8. Sitara Karim & Muhammad Abubakr Naeem & Nawazish Mirza & Jessica Paule-Vianez, 2022. "Quantifying the hedge and safe-haven properties of bond markets for cryptocurrency indices," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 23(2), pages 191-205, January.
    9. Khan, Anwar & Chenggang, Yang & Hussain, Jamal & Bano, Sadia & Nawaz, AAmir, 2020. "Natural resources, tourism development, and energy-growth-CO2 emission nexus: A simultaneity modeling analysis of BRI countries," Resources Policy, Elsevier, vol. 68(C).
    10. Muhammad Umar & Xiangfeng Ji & Dervis Kirikkaleli & Muhammad Shahbaz & Xuemei Zhou, 2020. "Environmental cost of natural resources utilization and economic growth: Can China shift some burden through globalization for sustainable development?," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(6), pages 1678-1688, November.
    11. Suyu Huang & Hanlian Lin & Yongjunbei Zhou & Haonan Ji & Naiping Zhu, 2022. "The Influence of the Policy of Replacing Environmental Protection Fees with Taxes on Enterprise Green Innovation—Evidence from China’s Heavily Polluting Industries," Sustainability, MDPI, vol. 14(11), pages 1-23, June.
    12. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    13. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    14. Charfeddine, Lanouar & Kahia, Montassar, 2019. "Impact of renewable energy consumption and financial development on CO2 emissions and economic growth in the MENA region: A panel vector autoregressive (PVAR) analysis," Renewable Energy, Elsevier, vol. 139(C), pages 198-213.
    15. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    16. Danish & Jianwu Zhang & Bo Wang & Zahid Latif, 2019. "Towards cross‐regional sustainable development: The nexus between information and communication technology, energy consumption, and CO2 emissions," Sustainable Development, John Wiley & Sons, Ltd., vol. 27(5), pages 990-1000, September.
    17. Sun, Yunpeng & Ajaz, Tahseen & Razzaq, Asif, 2022. "How infrastructure development and technical efficiency change caused resources consumption in BRICS countries: Analysis based on energy, transport, ICT, and financial infrastructure indices," Resources Policy, Elsevier, vol. 79(C).
    18. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    19. Balsalobre, Daniel & Sinha, Avik & Driha, Oana M. & Shujaat Mubarik, Muhammad, 2021. "Assessing the Impacts of Ageing and Natural Resource Extraction on Carbon Emissions: A proposed Policy Framework for European Economies," MPRA Paper 108159, University Library of Munich, Germany, revised 2021.
    20. Jeyhun I. Mikayilov & Marzio Galeotti & Fakhri J. Hasanov, 2018. "The Impact of Economic Growth on CO2 Emissions in Azerbaijan," IEFE Working Papers 102, IEFE, Center for Research on Energy and Environmental Economics and Policy, Universita' Bocconi, Milano, Italy.
    21. Tao, Ran & Su, Chi-Wei & Naqvi, Bushra & Rizvi, Syed Kumail Abbas, 2022. "Can Fintech development pave the way for a transition towards low-carbon economy: A global perspective," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    22. Jun Wen & Waheed Ali & Jamal Hussain & Nadeem Akhtar Khan & Hadi Hussain & Najabat Ali & Rizwan Akhtar, 2022. "Dynamics between green innovation and environmental quality: new insights into South Asian economies," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 39(2), pages 543-565, July.
    23. Max J. Krause & Thabet Tolaymat, 2018. "Author Correction: Quantification of energy and carbon costs for mining cryptocurrencies," Nature Sustainability, Nature, vol. 1(12), pages 814-814, December.
    24. Seyfettin Erdoğan & Nigar Demircan Çakar & Recep Ulucak & Danish & Yacouba Kassouri, 2021. "The role of natural resources abundance and dependence in achieving environmental sustainability: Evidence from resource‐based economies," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 143-154, January.
    25. Nenavath, Sreenu, 2022. "Impact of fintech and green finance on environmental quality protection in India: By applying the semi-parametric difference-in-differences (SDID)," Renewable Energy, Elsevier, vol. 193(C), pages 913-919.
    26. Ahmad, Mahmood & Jiang, Ping & Majeed, Abdul & Umar, Muhammad & Khan, Zeeshan & Muhammad, Sulaman, 2020. "The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: An advanced panel data estimation," Resources Policy, Elsevier, vol. 69(C).
    27. Croutzet, Alexandre & Dabbous, Amal, 2021. "Do FinTech trigger renewable energy use? Evidence from OECD countries," Renewable Energy, Elsevier, vol. 179(C), pages 1608-1617.
    28. Biplab Kumar Guru & Inder Sekhar Yadav, 2019. "Financial development and economic growth: panel evidence from BRICS," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 24(47), pages 113-126, February.
    29. Max J. Krause & Thabet Tolaymat, 2018. "Quantification of energy and carbon costs for mining cryptocurrencies," Nature Sustainability, Nature, vol. 1(11), pages 711-718, November.
    30. Sun, Yunpeng & Razzaq, Asif & Kizys, Renatas & Bao, Qun, 2022. "High-speed rail and urban green productivity: The mediating role of climatic conditions in China," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    31. Razzaq, Asif & Wang, Yufeng & Chupradit, Supat & Suksatan, Wanich & Shahzad, Farrukh, 2021. "Asymmetric inter-linkages between green technology innovation and consumption-based carbon emissions in BRICS countries using quantile-on-quantile framework," Technology in Society, Elsevier, vol. 66(C).
    32. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    33. Manuel Lobato & Javier Rodríguez & Herminio Romero, 2021. "A volatility-match approach to measure performance: the case of socially responsible exchange traded funds (ETFs)," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 22(1), pages 34-43, May.
    34. Ahmad M. A. Zamil & Maham Furqan & Haider Mahmood, 2019. "Trade openness and CO2 emissions nexus in Oman," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(2), pages 1319-1329, December.
    35. Badeeb, Ramez Abubakr & Lean, Hooi Hooi & Shahbaz, Muhammad, 2020. "Are too many natural resources to blame for the shape of the Environmental Kuznets Curve in resource-based economies?," Resources Policy, Elsevier, vol. 68(C).
    36. Li, Zongyun & Rizvi, Syed Kumail Abbas & Rubbaniy, Ghulame & Umar, Muhammad, 2021. "Understanding the dynamics of resource curse in G7 countries: The role of natural resource rents and the three facets of financial development," Resources Policy, Elsevier, vol. 73(C).
    37. Paramati, Sudharshan Reddy & Mo, Di & Huang, Ruixian, 2021. "The role of financial deepening and green technology on carbon emissions: Evidence from major OECD economies," Finance Research Letters, Elsevier, vol. 41(C).
    38. Kao, Chihwa & Chiang, Min-Hsien & Chen, Bangtian, 1999. "International R&D Spillovers: An Application of Estimation and Inference in Panel Cointegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 691-709, Special I.
    39. Najabat Ali & Khamphe Phoungthong & Kuaanan Techato & Waheed Ali & Shah Abbas & Joshuva Arockia Dhanraj & Anwar Khan, 2022. "FDI, Green Innovation and Environmental Quality Nexus: New Insights from BRICS Economies," Sustainability, MDPI, vol. 14(4), pages 1-17, February.
    40. Mukhtarov, Shahriyar & Yüksel, Serhat & Dinçer, Hasan, 2022. "The impact of financial development on renewable energy consumption: Evidence from Turkey," Renewable Energy, Elsevier, vol. 187(C), pages 169-176.
    41. Roberto Moro Visconti & Donato Morea, 2020. "Healthcare Digitalization and Pay-For-Performance Incentives in Smart Hospital Project Financing," IJERPH, MDPI, vol. 17(7), pages 1-25, March.
    42. Cristina Chueca Vergara & Luis Ferruz Agudo, 2021. "Fintech and Sustainability: Do They Affect Each Other?," Sustainability, MDPI, vol. 13(13), pages 1-19, June.
    43. Acheampong, Alex O. & Amponsah, Mary & Boateng, Elliot, 2020. "Does financial development mitigate carbon emissions? Evidence from heterogeneous financial economies," Energy Economics, Elsevier, vol. 88(C).
    44. Shao, Shuai & Razzaq, Asif, 2022. "Does composite fiscal decentralization reduce trade-adjusted resource consumption through institutional governance, human capital, and infrastructure development?," Resources Policy, Elsevier, vol. 79(C).
    45. Michel Rauchs & Garrick Hileman, 2017. "Global Cryptocurrency Benchmarking Study," Cambridge Centre for Alternative Finance Reports 201704-gcbs, Cambridge Centre for Alternative Finance, Cambridge Judge Business School, University of Cambridge.
    46. Li, Qingtao & Sharif, Arshian & Razzaq, Asif & Yu, Yangyu, 2022. "Do climate technology, financialization, and sustainable finance impede environmental challenges? Evidence from G10 economies," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    47. Ahmad, Fayyaz & Draz, Muhammad Umar & Chandio, Abbas Ali & Ahmad, Munir & Su, Lijuan & Shahzad, Farrukh & Jia, Mingqi, 2022. "Natural resources and environmental quality: Exploring the regional variations among Chinese provinces with a novel approach," Resources Policy, Elsevier, vol. 77(C).
    48. Cheng, Zhonghua & Li, Lianshui & Liu, Jun, 2020. "Natural resource abundance, resource industry dependence and economic green growth in China," Resources Policy, Elsevier, vol. 68(C).
    49. Wang, Quan-Jing & Wang, Hai-Jie & Chang, Chun-Ping, 2022. "Environmental performance, green finance and green innovation: What's the long-run relationships among variables?," Energy Economics, Elsevier, vol. 110(C).
    50. 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).
    51. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Khan, Naveed R. & Mirza, Faisal Mehmood & Hou, Fujun & Kirmani, Syed Ali Ashiq, 2019. "The impact of natural resources, human capital, and foreign direct investment on the ecological footprint: The case of the United States," Resources Policy, Elsevier, vol. 63(C), pages 1-1.
    52. Liu, Xiaoxi & Razzaq, Asif & Shahzad, Mohsin & Irfan, Muhammad, 2022. "Technological changes, financial development and ecological consequences: A comparative study of developed and developing economies," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
    53. Hussain, Jamal & Khan, Anwar & Zhou, Kui, 2020. "The impact of natural resource depletion on energy use and CO2 emission in Belt & Road Initiative countries: A cross-country analysis," Energy, Elsevier, vol. 199(C).
    54. Sun, Yunpeng & Anwar, Ahsan & Razzaq, Asif & Liang, Xueping & Siddique, Muhammad, 2022. "Asymmetric role of renewable energy, green innovation, and globalization in deriving environmental sustainability: Evidence from top-10 polluted countries," Renewable Energy, Elsevier, vol. 185(C), pages 280-290.
    55. Yang, Jinxuan & Rizvi, Syed Kumail Abbas & Tan, Zhixiong & Umar, Muhammad & Koondhar, Mansoor Ahmed, 2021. "The competing role of natural gas and oil as fossil fuel and the non-linear dynamics of resource curse in Russia," Resources Policy, Elsevier, vol. 72(C).
    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. Gong, Qinyi & Ying, Limeng & Dai, Jiapeng, 2023. "Green finance and energy natural resources nexus with economic performance: A novel evidence from China," Resources Policy, Elsevier, vol. 84(C).
    2. Taghizadeh-Hesary, Farhad & Dong, Kangyin & Zhao, Congyu & Phoumin, Han, 2023. "Can financial and economic means accelerate renewable energy growth in the climate change era? The case of China," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 730-743.
    3. Ullah, Sami & Luo, Rundong & Nadeem, Muhammad & Cifuentes-Faura, Javier, 2023. "Advancing sustainable growth and energy transition in the United States through the lens of green energy innovations, natural resources and environmental policy," Resources Policy, Elsevier, vol. 85(PA).
    4. Ahakwa, Isaac & Xu, Yi & Tackie, Evelyn Agba & Odai, Leslie Afotey & Sarpong, Francis Atta & Korankye, Benard & Ofori, Elvis Kwame, 2023. "Do natural resources and green technological innovation matter in addressing environmental degradation? Evidence from panel models robust to cross-sectional dependence and slope heterogeneity," Resources Policy, Elsevier, vol. 85(PB).
    5. Olesya P. Kazachenok & Galina V. Stankevich & Natalia N. Chubaeva & Yuliya G. Tyurina, 2023. "Economic and legal approaches to the humanization of FinTech in the economy of artificial intelligence through the integration of blockchain into ESG Finance," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-9, December.
    6. Liao, Haojie & Wei, Yi & Ali, Dr Sher & Uktamov, Khusniddin Fakhriddinovich & Ali, Naveed, 2023. "Natural resources extraction and industrial expansion: Natural resources a curse or blessing for the industrial sector of China?," Resources Policy, Elsevier, vol. 85(PB).

    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. Li, Zeyun & Leong, Lin Woon & N Aldoseri, Mahfod Mobarak & Muda, Iskandar & Abu-Rumman, Ayman & Al Shraah, Ata, 2023. "Examining the role of sustainability and natural resources management in improving environmental quality: Evidence from Asian countries," Resources Policy, Elsevier, vol. 80(C).
    2. Wang, Shubin & Li, Jian & Razzaq, Asim, 2023. "Do environmental governance, technology innovation and institutions lead to lower resource footprints: An imperative trajectory for sustainability," Resources Policy, Elsevier, vol. 80(C).
    3. He, Jiao & Deng, Zhenghua, 2023. "Revisiting natural resources rents and sustainable financial development: Evaluating the role of mineral and forest for global data," Resources Policy, Elsevier, vol. 80(C).
    4. Guo, Yongqin & Deng, Jianghua & Liu, Xinyu, 2023. "None-linear nexus between natural resources dependency, foreign direct investment, and environmental sustainability in newly industrialized countries," Resources Policy, Elsevier, vol. 83(C).
    5. Li, Xiangrong & Zhu, Shaoying & Li, Yanyong & Chang, Ronghua, 2022. "What is the asymmetric influence of natural resource rent and green innovation on the ecological sustainability of the ARCTIC region," Resources Policy, Elsevier, vol. 79(C).
    6. Liu, Jili & Kim Loan, Vo Thi & Mousa, Saeed & Ali, Anis & Muda, Iskandar & Cong, Phan The, 2023. "Sustainability and natural resources management in developed countries: The role of financial inclusion and human development," Resources Policy, Elsevier, vol. 80(C).
    7. Xin, Yongrong & Ajaz, Tahseen & Shahzad, Mohsin & Luo, Jia, 2023. "How productive capacities influence trade-adjusted resources consumption in China: Testing resource-based EKC," Resources Policy, Elsevier, vol. 81(C).
    8. Wan, Qilong & Miao, Xiaodong & Afshan, Sahar, 2022. "Dynamic effects of natural resource abundance, green financing, and government environmental concerns toward the sustainable environment in China," Resources Policy, Elsevier, vol. 79(C).
    9. Luo, Shunjun & Mabrouk, Fatma, 2022. "Nexus between natural resources, globalization and ecological sustainability in resource-rich countries: Dynamic role of green technology and environmental regulation," Resources Policy, Elsevier, vol. 79(C).
    10. Wang, Haohui & Peng, Gang & Luo, Yan & Du, Hongmei, 2023. "Asymmetric influence of renewable energy, ecological governance, and human development on green growth of BRICS countries," Renewable Energy, Elsevier, vol. 206(C), pages 1007-1019.
    11. Li, Qingtao & Sharif, Arshian & Razzaq, Asif & Yu, Yangyu, 2022. "Do climate technology, financialization, and sustainable finance impede environmental challenges? Evidence from G10 economies," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    12. Long, Hai & Li, Wen-Wei & Otrakçı, Caner, 2023. "Sustaining environment through natural resource and human development: Revisiting EKC curve in China through BARDL," Resources Policy, Elsevier, vol. 85(PB).
    13. Gyamfi, Bright Akwasi & Agozie, Divine Q. & Bekun, Festus Victor, 2022. "Can technological innovation, foreign direct investment and natural resources ease some burden for the BRICS economies within current industrial era?," Technology in Society, Elsevier, vol. 70(C).
    14. Sun, Yanpeng & Chang, Hsuling & Vasbieva, Dinara G. & Andlib, Zubaria, 2022. "Economic performance, investment in energy resources, foreign trade, and natural resources volatility nexus: Evidence from China's provincial data," Resources Policy, Elsevier, vol. 78(C).
    15. Wu Xiaoman & Abdul Majeed & Dinara G. Vasbieva & Claire Emilienne Wati Yameogo & Nazim Hussain, 2021. "Natural resources abundance, economic globalization, and carbon emissions: Advancing sustainable development agenda," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(5), pages 1037-1048, September.
    16. Ma, Yubo & Fan, Yufeng & Razzaq, Asif, 2023. "Influence of technical efficiency and globalization on sustainable resources management: Evidence from South Asian countries," Resources Policy, Elsevier, vol. 81(C).
    17. Jahanger, Atif & Yu, Yang & Hossain, Mohammad Razib & Murshed, Muntasir & Balsalobre-Lorente, Daniel & Khan, Uzma, 2022. "Going away or going green in NAFTA nations? Linking natural resources, energy utilization, and environmental sustainability through the lens of the EKC hypothesis," Resources Policy, Elsevier, vol. 79(C).
    18. Li, Junhui & Li, Guowei, 2023. "What drives resource sustainability in Asia? Discovering the moderating role of financial development and industrialization," Resources Policy, Elsevier, vol. 85(PA).
    19. Appiah, Michael & Li, Mingxing & Sehrish, Saba & Abaji, Emad Eddin, 2023. "Investigating the connections between innovation, natural resource extraction, and environmental pollution in OECD nations; examining the role of capital formation," Resources Policy, Elsevier, vol. 81(C).
    20. Razzaq, Asif & Yang, Xiaodong, 2023. "Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data," Technological Forecasting and Social Change, Elsevier, vol. 188(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:jrpoli:v:80:y:2023:i:c:s0301420722005621. 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/inca/30467 .

    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.