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Impact of technological innovation on energy efficiency in industry 4.0 era: Moderation of shadow economy in sustainable development

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  • Chen, Maozhi
  • Sinha, Avik
  • Hu, Kexiang
  • Shah, Muhammad Ibrahim

Abstract

Despite the ongoing research on energy efficiency and innovation in the context of Industry 4.0, little is known on how degree of leakages in economy can impact the energy efficiency-innovation association. This issue has been addressed by the United Nations in their Sustainable Development Goals (SDG) report also. In the era of Industry 4.0, this issue can be crucial from the perspective of sustainable development, and we are analyzing this issue in case of Middle East and North African (MENA) countries over a period of 1990–2016. The second-generation methodological approaches have been adopted. Our results show that technological innovation has a positive impact on energy efficiency, whereas growth in shadow economy has a detrimental impact on energy efficiency. The structural transformation of economy has positive impact on energy efficiency. Based on our results, we have designed an SDG framework, which might help the MENA countries to achieve the objectives of SDG 7, SDG 8, SDG 9, and SDG 4.

Suggested Citation

  • Chen, Maozhi & Sinha, Avik & Hu, Kexiang & Shah, Muhammad Ibrahim, 2021. "Impact of technological innovation on energy efficiency in industry 4.0 era: Moderation of shadow economy in sustainable development," Technological Forecasting and Social Change, Elsevier, vol. 164(C).
    • Handle: RePEc:eee:tefoso:v:164:y:2021:i:c:s0040162520313470
    DOI: 10.1016/j.techfore.2020.120521
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    1. Sinha, Avik & Sengupta, Tuhin & Kalugina, Olga & Gulzar, Muhammad Awais, 2020. "Does distribution of energy innovation impact distribution of income: A quantile-based SDG modeling approach," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    2. Nepal, Rabindra & Paija, Nirash, 2019. "Energy security, electricity, population and economic growth: The case of a developing South Asian resource-rich economy," Energy Policy, Elsevier, vol. 132(C), pages 771-781.
    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. Benkraiem, Ramzi & Lahiani, Amine & Miloudi, Anthony & Shahbaz, Muhammad, 2019. "The asymmetric role of shadow economy in the energy-growth nexus in Bolivia," Energy Policy, Elsevier, vol. 125(C), pages 405-417.
    5. Lizhan Cao, 2017. "The Dynamics of Structural and Energy Intensity Change," Discrete Dynamics in Nature and Society, Hindawi, vol. 2017, pages 1-10, March.
    6. Wasniewski, Krzysztof, 2020. "Energy efficiency as manifestation of collective intelligence in human societies," Energy, Elsevier, vol. 191(C).
    7. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Sinha, Avik & Sengupta, Tuhin & Qin, Quande, 2020. "How Renewable Energy Consumption Contribute to Environmental Quality? The Role of Education in OECD Countries," MPRA Paper 100259, University Library of Munich, Germany, revised 08 May 2020.
    8. 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.
    9. Sinha, Avik & Bhattacharya, Joysankar, 2016. "Environmental Kuznets curve estimation for NO2 emission: A case of Indian cities," MPRA Paper 100179, University Library of Munich, Germany, revised 2016.
    10. Sohag, Kazi & Begum, Rawshan Ara & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia," Energy, Elsevier, vol. 90(P2), pages 1497-1507.
    11. Liu, Haomin & Zhang, Zaixu & Zhang, Tao & Wang, Liyang, 2020. "Revisiting China’s provincial energy efficiency and its influencing factors," Energy, Elsevier, vol. 208(C).
    12. Leandro Medina & Mr. Friedrich Schneider, 2018. "Shadow Economies Around the World: What Did We Learn Over the Last 20 Years?," IMF Working Papers 2018/017, International Monetary Fund.
    13. Destek, Mehmet & Sinha, Avik, 2020. "Renewable, non-renewable energy consumption, economic growth, trade openness and ecological footprint: Evidence from organisation for economic Co-operation and development countries," MPRA Paper 104246, University Library of Munich, Germany, revised 2020.
    14. Sinha, Avik & Shah, Muhammad Ibrahim & Sengupta, Tuhin & Jiao, Zhilun, 2020. "Analyzing Technology-Emissions Association in Top-10 Polluted MENA Countries: How to Ascertain Sustainable Development by Quantile Modeling Approach," MPRA Paper 100253, University Library of Munich, Germany, revised 2020.
    15. Sinha, Avik & Bhattacharya, Joysankar, 2017. "Estimation of environmental Kuznets curve for SO2 emission: A case of Indian cities," MPRA Paper 100009, University Library of Munich, Germany.
    16. Galeotti, Marzio & Salini, Silvia & Verdolini, Elena, 2020. "Measuring environmental policy stringency: Approaches, validity, and impact on environmental innovation and energy efficiency," Energy Policy, Elsevier, vol. 136(C).
    17. Roberta Gatti & Matteo Morgandi & Rebekka Grun & Stefanie Brodmann & Diego Angel-Urdinola & Juan Manuel Moreno & Daniela Marotta & Marc Schiffbauer & Elizabeth Mata Lorenzo, 2013. "Jobs for Shared Prosperity : Time for Action in the Middle East and North Africa," World Bank Publications - Books, The World Bank Group, number 13284.
    18. Basbay, Mustafa Metin & Elgin, Ceyhun & Torul, Orhan, 2016. "Energy consumption and the size of the informal economy," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 10, pages 1-28.
    19. Pan, Xiongfeng & Ai, Bowei & Li, Changyu & Pan, Xianyou & Yan, Yaobo, 2019. "Dynamic relationship among environmental regulation, technological innovation and energy efficiency based on large scale provincial panel data in China," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 428-435.
    20. Mulder, Peter & de Groot, Henri L.F., 2012. "Structural change and convergence of energy intensity across OECD countries, 1970–2005," Energy Economics, Elsevier, vol. 34(6), pages 1910-1921.
    21. Shahbaz, Muhammad & Balsalobre-Lorente, Daniel & Sinha, Avik, 2019. "Foreign Direct Investment–CO2 Emissions Nexus in Middle East and North African countries: Importance of Biomass Energy Consumption," MPRA Paper 91729, University Library of Munich, Germany, revised 19 Jan 2019.
    22. Sharma, Rajesh & Sinha, Avik & Kautish, Pradeep, 2020. "Does renewable energy consumption reduce ecological footprint? Evidence from eight developing countries of Asia," MPRA Paper 104277, University Library of Munich, Germany, revised 2020.
    23. Mr. Dong He & Mr. Ross B Leckow & Mr. V. Haksar & Mr. Tommaso Mancini-Griffoli & Nigel Jenkinson & Ms. Mikari Kashima & Mr. Tanai Khiaonarong & Ms. Celine Rochon & Hervé Tourpe, 2017. "Fintech and Financial Services: Initial Considerations," IMF Staff Discussion Notes 2017/005, International Monetary Fund.
    24. Alam, Md. Mahmudul & Murad, Md. Wahid, 2020. "The impacts of economic growth, trade openness and technological progress on renewable energy use in organization for economic co-operation and development countries," Renewable Energy, Elsevier, vol. 145(C), pages 382-390.
    25. Zafar, Muhammad Wasif & Shahbaz, Muhammad & Hou, Fujun & Sinha, Avik, 2018. "¬¬¬¬¬¬From Nonrenewable to Renewable Energy and Its Impact on Economic Growth: Silver Line of Research & Development Expenditures in APEC Countries," MPRA Paper 90611, University Library of Munich, Germany, revised 10 Dec 2018.
    26. Chudik, Alexander & Pesaran, M. Hashem, 2015. "Common correlated effects estimation of heterogeneous dynamic panel data models with weakly exogenous regressors," Journal of Econometrics, Elsevier, vol. 188(2), pages 393-420.
    27. Lei Jin & Keran Duan & Xu Tang, 2018. "What Is the Relationship between Technological Innovation and Energy Consumption? Empirical Analysis Based on Provincial Panel Data from China," Sustainability, MDPI, vol. 10(1), pages 1-13, January.
    28. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2019. "Institutional quality, green innovation and energy efficiency," Energy Policy, Elsevier, vol. 135(C).
    29. Taiwo Owoeye & Dayo Benedict Olanipekun & Akindele John Ogunsola & Augustine Adebayo Kutu, 2020. "Energy Prices, Income and Electricity Consumption in Africa: The Role of Technological Innovation," International Journal of Energy Economics and Policy, Econjournals, vol. 10(5), pages 392-400.
    30. Anjali Tandon & Shahid Ahmed, 2016. "Technological change and energy consumption in India: a decomposition analysis," Innovation and Development, Taylor & Francis Journals, vol. 6(1), pages 141-159, April.
    31. Mohd Haizam Mohd Saudi & Obsatar Sinaga & Djoko Roespinoedji & Erlane K. Ghani, 2019. "The Impact of Technological Innovation on Energy Intensity: Evidence from Indonesia," International Journal of Energy Economics and Policy, Econjournals, vol. 9(3), pages 11-17.
    32. Malinauskaite, Jurgita & Jouhara, Hussam & Egilegor, Bakartxo & Al-Mansour, Fouad & Ahmad, Lujean & Pusnik, Matevz, 2020. "Energy efficiency in the industrial sector in the EU, Slovenia, and Spain," Energy, Elsevier, vol. 208(C).
    33. Fisher-Vanden, Karen & Jefferson, Gary H. & Jingkui, Ma & Jianyi, Xu, 2006. "Technology development and energy productivity in China," Energy Economics, Elsevier, vol. 28(5-6), pages 690-705, November.
    34. Shahbaz, Muhammad & Sharma, Rajesh & Sinha, Avik & Jiao, Zhilun, 2021. "Analyzing nonlinear impact of economic growth drivers on CO2 emissions: Designing an SDG framework for India," Energy Policy, Elsevier, vol. 148(PB).
    35. Eilat, Yair & Zinnes, Clifford, 2002. "The Shadow Economy in Transition Countries: Friend or Foe? A Policy Perspective," World Development, Elsevier, vol. 30(7), pages 1233-1254, July.
    36. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    37. Diks, Cees & Panchenko, Valentyn, 2006. "A new statistic and practical guidelines for nonparametric Granger causality testing," Journal of Economic Dynamics and Control, Elsevier, vol. 30(9-10), pages 1647-1669.
    38. Fragkos, Panagiotis & Tasios, Nikos & Paroussos, Leonidas & Capros, Pantelis & Tsani, Stella, 2017. "Energy system impacts and policy implications of the European Intended Nationally Determined Contribution and low-carbon pathway to 2050," Energy Policy, Elsevier, vol. 100(C), pages 216-226.
    39. Sinha, Avik & Sengupta, Tuhin & Saha, Tanaya, 2020. "Technology policy and environmental quality at crossroads: Designing SDG policies for select Asia Pacific countries," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    40. Zafar, Muhammad Wasif & Zaidi, Syed Anees Haider & Sinha, Avik & Gedikli, Ayfer & Hou, Fujun, 2019. "The role of stock market and banking sector development, and renewable energy consumption in carbon emissions: Insights from G-7 and N-11 countries," Resources Policy, Elsevier, vol. 62(C), pages 427-436.
    41. Dong He & Ross B Leckow & Vikram Haksar & Tommaso Mancini Griffoli & Nigel Jenkinson & Mikari Kashima & Tanai Khiaonarong & Celine Rochon & Hervé Tourpe, 2017. "Fintech and Financial Services; Initial Considerations," IMF Staff Discussion Notes 17/05, International Monetary Fund.
    42. Dogan, Eyup & Altinoz, Buket & Madaleno, Mara & Taskin, Dilvin, 2020. "The impact of renewable energy consumption to economic growth: A replication and extension of Inglesi-Lotz (2016)," Energy Economics, Elsevier, vol. 90(C).
    43. Lin, Boqiang & Zhu, Junpeng, 2020. "Chinese electricity demand and electricity consumption efficiency: Do the structural changes matter?," Applied Energy, Elsevier, vol. 262(C).
    44. Paramati, Sudharshan Reddy & Sinha, Avik & Dogan, Eyup, 2017. "The significance of renewable energy use for economic output and environmental protection: Evidence from the next 11 developing economies," MPRA Paper 100087, University Library of Munich, Germany.
    45. Sinha, Avik & Shahbaz, Muhammad & Sengupta, Tuhin, 2018. "Renewable Energy Policies and Contradictions in Causality: A case of Next 11 Countries," MPRA Paper 87542, University Library of Munich, Germany, revised 17 Jun 2018.
    46. Pan, Xiongfeng & Uddin, Md. Kamal & Han, Cuicui & Pan, Xianyou, 2019. "Dynamics of financial development, trade openness, technological innovation and energy intensity: Evidence from Bangladesh," Energy, Elsevier, vol. 171(C), pages 456-464.
    47. Sinha, Avik, 2016. "Trilateral association between SO2 / NO2 emission, inequality in energy intensity, and economic growth: A case of Indian cities," MPRA Paper 100010, University Library of Munich, Germany.
    48. Garonna, Paolo & Sica, Francesca G. M., 2000. "Intersectoral labour reallocations and unemployment in Italy," Labour Economics, Elsevier, vol. 7(6), pages 711-728, November.
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    More about this item

    Keywords

    Energy efficiency; Technological innovation; Sustainable Development Goals; Fisher Ideal Index; Lilien Index;
    All these keywords.

    JEL classification:

    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q40 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - General

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