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Technological changes, financial development and ecological consequences: A comparative study of developed and developing economies

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  • Liu, Xiaoxi
  • Razzaq, Asif
  • Shahzad, Mohsin
  • Irfan, Muhammad

Abstract

The existing studies have widely investigated the nexus between technological changes and environmental concerns. A large extent of literature estimates the influences of technological changes on ecological consequences using overall technologies or climate technologies. However, the moderating impacts of financial development have gained little attention, altering the technology-climate nexus in distinct samples. Therefore, this study analyzed developed and developing economies by integrating different technologies and financial development attributes from 1990 to 2019. In doing so, advanced panel estimations are employed, such as Bai and Carrion-I-Silvestre unit root, Banerjee and Carrion–i-Silvestre cointegration test, Westerlund and Edgerton cointegration to integrate structural changes, hidden cointegration, and multiple breaks in panel data. Our preliminary findings confirm the presence of cross-sectional dependency and slope heterogeneity. Therefore, we have applied a cross-sectional augmented autoregressive distributed lags model (CS-ARDL). The long-run results demonstrate a significant role of climate technologies and economic freedom in reducing the ecological footprints (EFP); however, their marginal effects significantly varied for both samples. In contrast, financial development leads to higher (lower) EFP in developing (developed) countries. Moreover, the negative influence of financial development is neutralized in developing countries through the integration of innovative technologies. Likewise, economic freedom facilitates innovative technologies and reduces EFP in both samples. These findings imply that integrating innovative technologies and financial development is imperative to ensure long-term sustainable growth.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:tefoso:v:184:y:2022:i:c:s004016252200525x
    DOI: 10.1016/j.techfore.2022.122004
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    as
    1. Chor Tang & Bee Tan, 2014. "The linkages among energy consumption, economic growth, relative price, foreign direct investment, and financial development in Malaysia," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(2), pages 781-797, March.
    2. 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).
    3. 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.
    4. Abdulkadir Abdulrashid Rafindadi & Ojonugwa Usman, 2021. "Toward sustainable electricity consumption in Brazil: the role of economic growth, globalization and ecological footprint using a nonlinear ARDL approach," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 64(5), pages 905-929, April.
    5. 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.
    6. Alam, Md. Samsul & Miah, Mohammad Dulal & Hammoudeh, Shawkat & Tiwari, Aviral Kumar, 2018. "The nexus between access to electricity and labour productivity in developing countries," Energy Policy, Elsevier, vol. 122(C), pages 715-726.
    7. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    8. Moon, H.R. & Perron, B., 2012. "Beyond panel unit root tests: Using multiple testing to determine the nonstationarity properties of individual series in a panel," Journal of Econometrics, Elsevier, vol. 169(1), pages 29-33.
    9. Muhammad Zahid Rafique & Abdul Majeed Nadeem & Wanjun Xia & Majid Ikram & Hafiz Muhammad Shoaib & Umer Shahzad, 2022. "Does economic complexity matter for environmental sustainability? Using ecological footprint as an indicator," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(4), pages 4623-4640, April.
    10. Norazah Mohd Suki & Norbayah Mohd Suki & Arshian Sharif & Sahar Afshan, 2021. "The role of logistics performance for sustainable development in top Asian countries: Evidence from advance panel estimations," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(4), pages 595-606, July.
    11. Shahzad, Umer & Ferraz, Diogo & Nguyen, Huu-Huan & Cui, Lianbiao, 2022. "Investigating the spill overs and connectedness between financial globalization, high-tech industries and environmental footprints: Fresh evidence in context of China," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    12. Pesaran, M. Hashem & Vanessa Smith, L. & Yamagata, Takashi, 2013. "Panel unit root tests in the presence of a multifactor error structure," Journal of Econometrics, Elsevier, vol. 175(2), pages 94-115.
    13. Zakari, Abdulrasheed & Toplak, Jurij, 2021. "Investigation into the social behavioural effects on a country's ecological footprint: Evidence from Central Europe," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    14. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    15. Wang, Chao & Zhang, Xinyi & Ghadimi, Pezhman & Liu, Qian & Lim, Ming K. & Stanley, H. Eugene, 2019. "The impact of regional financial development on economic growth in Beijing–Tianjin–Hebei region: A spatial econometric analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 521(C), pages 635-648.
    16. Charfeddine, Lanouar & Mrabet, Zouhair, 2017. "The impact of economic development and social-political factors on ecological footprint: A panel data analysis for 15 MENA countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 138-154.
    17. Josep Lluís Carrion-i-Silvestre & Tomás del Barrio-Castro & Enrique López-Bazo, 2005. "Breaking the panels: An application to the GDP per capita," Econometrics Journal, Royal Economic Society, vol. 8(2), pages 159-175, July.
    18. Haiqian Ke & Shangze Dai & Haichao Yu, 2022. "Effect of green innovation efficiency on ecological footprint in 283 Chinese Cities from 2008 to 2018," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(2), pages 2841-2860, February.
    19. Anindya Banerjee & Josep Lluís Carrion-i-Silvestre, 2017. "Testing for Panel Cointegration Using Common Correlated Effects Estimators," Journal of Time Series Analysis, Wiley Blackwell, vol. 38(4), pages 610-636, July.
    20. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    21. Zhang, Long & Bai, Wuliyasu, 2021. "Sustainability of crop–based biodiesel for transportation in China: Barrier analysis and life cycle ecological footprint calculations," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    22. Rafindadi, Abdulkadir Abdulrashid & Ozturk, Ilhan, 2016. "Effects of financial development, economic growth and trade on electricity consumption: Evidence from post-Fukushima Japan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 1073-1084.
    23. Swamy, P A V B, 1970. "Efficient Inference in a Random Coefficient Regression Model," Econometrica, Econometric Society, vol. 38(2), pages 311-323, March.
    24. Iftikhar Yasin & Nawaz Ahmad & M. Aslam Chaudhary, 2020. "Catechizing the Environmental-Impression of Urbanization, Financial Development, and Political Institutions: A Circumstance of Ecological Footprints in 110 Developed and Less-Developed Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 147(2), pages 621-649, January.
    25. Yao, Xing & Yasmeen, Rizwana & Hussain, Jamal & Hassan Shah, Wasi Ul, 2021. "The repercussions of financial development and corruption on energy efficiency and ecological footprint: Evidence from BRICS and next 11 countries," Energy, Elsevier, vol. 223(C).
    26. Tang, Chang & Irfan, Muhammad & Razzaq, Asif & Dagar, Vishal, 2022. "Natural resources and financial development: Role of business regulations in testing the resource-curse hypothesis in ASEAN countries," Resources Policy, Elsevier, vol. 76(C).
    27. Rafindadi, Abdulkadir Abdulrashid & Ozturk, Ilhan, 2015. "Natural gas consumption and economic growth nexus: Is the 10th Malaysian plan attainable within the limits of its resource?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 49(C), pages 1221-1232.
    28. Hai Guo & Zhuen Yang & Ran Huang & Anqi Guo, 2020. "The digitalization and public crisis responses of small and medium enterprises: Implications from a COVID-19 survey," Frontiers of Business Research in China, Springer, vol. 14(1), pages 1-25, December.
    29. Puertas, Rosa & Guaita-Martinez, José M. & Carracedo, Patricia & Ribeiro-Soriano, Domingo, 2022. "Analysis of European environmental policies: Improving decision making through eco-efficiency," Technology in Society, Elsevier, vol. 70(C).
    30. 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).
    31. Simona Ioana Ghita & Andreea Simona Saseanu & Rodica-Manuela Gogonea & Catalin-Emilian Huidumac-Petrescu, 2018. "Perspectives of Ecological Footprint in European Context under the Impact of Information Society and Sustainable Development," Sustainability, MDPI, vol. 10(9), pages 1-25, September.
    32. Razzaq, Asif & Ajaz, Tahseen & Li, Jing Claire & Irfan, Muhammad & Suksatan, Wanich, 2021. "Investigating the asymmetric linkages between infrastructure development, green innovation, and consumption-based material footprint: Novel empirical estimations from highly resource-consuming economi," Resources Policy, Elsevier, vol. 74(C).
    33. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
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