IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v225y2021ics036054422100459x.html
   My bibliography  Save this article

The determinants of the energy consumption: A shadow economy-based perspective

Author

Listed:
  • Canh, Nguyen Phuc
  • Schinckus, Christophe
  • Thanh, Su Dinh
  • Chong, Felicia Hui Ling

Abstract

This study investigates the determinants of the energy consumption by integrating the influence of shadow economy through the STIRPAT framework for 115 economies over the period 1991–2014. We apply the system-GMM estimations for our dynamic panel data to examine the determinants of the energy consumption under three aspects: the level, the intensity, and the sustainability (renewable energy). The major contribution of this article is to use the STIRPAT framework to provide a holistic analysis of the determinants of the energy consumption. In this context, our key contribution is to study the influence of shadow economy on the level of energy through the lens of several common drivers of energy consumption (including income level, urbanization, industrialization in line with recent uncovered factors as trade openness and FDI) that we recruit as explanatory variables. Our main explanatory variable is the ratio of shadow economy to GDP collecting from recent study of Medina and Schneider (2018). The combined analysis of the effect of shadow economy and the drivers of energy offer significant contributions to the existing literature. Our global sample shows that a higher informal sector induces a higher level, a higher intensity, and a higher renewable energy use. A major contribution of our article is to identify a significant difference in the nature of informal sectors and its relationships with official sectors, energy consumption and environmental quality across the income levels. Our holistic study in the STIRPAT framework allows us to identify additional interesting findings related to the determinants of the energy consumption and to provide some key recommendations to policy-makers on this matter.

Suggested Citation

  • Canh, Nguyen Phuc & Schinckus, Christophe & Thanh, Su Dinh & Chong, Felicia Hui Ling, 2021. "The determinants of the energy consumption: A shadow economy-based perspective," Energy, Elsevier, vol. 225(C).
  • Handle: RePEc:eee:energy:v:225:y:2021:i:c:s036054422100459x
    DOI: 10.1016/j.energy.2021.120210
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S036054422100459X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2021.120210?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. Paramati, Sudharshan Reddy & Bhattacharya, Mita & Ozturk, Ilhan & Zakari, Abdulrasheed, 2018. "Determinants of energy demand in African frontier market economies: An empirical investigation," Energy, Elsevier, vol. 148(C), pages 123-133.
    2. Elgin, Ceyhun & Oztunali, Oguz, 2014. "Pollution and informal economy," Economic Systems, Elsevier, vol. 38(3), pages 333-349.
    3. Simplice A. Asongu, 2018. "CO2 emission thresholds for inclusive human development in Sub-Saharan Africa," Research Africa Network Working Papers 18/023, Research Africa Network (RAN).
    4. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    5. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    6. Ben Aïssa, Mohamed Safouane & Ben Jebli, Mehdi & Ben Youssef, Slim, 2014. "Output, renewable energy consumption and trade in Africa," Energy Policy, Elsevier, vol. 66(C), pages 11-18.
    7. 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.
    8. Asongu, Simplice A. & Nwachukwu, Jacinta C., 2018. "Educational quality thresholds in the diffusion of knowledge with mobile phones for inclusive human development in sub-Saharan Africa," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 164-172.
    9. He, Jie, 2006. "Pollution haven hypothesis and environmental impacts of foreign direct investment: The case of industrial emission of sulfur dioxide (SO2) in Chinese provinces," Ecological Economics, Elsevier, vol. 60(1), pages 228-245, November.
    10. Tanzi, Vito, 1999. "Uses and Abuses of Estimates of the Underground Economy," Economic Journal, Royal Economic Society, vol. 109(456), pages 338-347, June.
    11. Jones, Donald W., 1991. "How urbanization affects energy-use in developing countries," Energy Policy, Elsevier, vol. 19(7), pages 621-630, September.
    12. Donald W. Jones, 1989. "Urbanization and Energy Use In Economic Development," The Energy Journal, , vol. 10(4), pages 29-45, October.
    13. Sardianou, E. & Genoudi, P., 2013. "Which factors affect the willingness of consumers to adopt renewable energies?," Renewable Energy, Elsevier, vol. 57(C), pages 1-4.
    14. Axel Dreher & Christos Kotsogiannis & Steve McCorriston, 2009. "How do institutions affect corruption and the shadow economy?," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 16(6), pages 773-796, December.
    15. Adom, Philip Kofi, 2015. "Asymmetric impacts of the determinants of energy intensity in Nigeria," Energy Economics, Elsevier, vol. 49(C), pages 570-580.
    16. Soham Baksi & Pinaki Bose, 2010. "Environmental Regulation in the Presence of an Informal Sector," Departmental Working Papers 2010-03, The University of Winnipeg, Department of Economics.
    17. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    18. Chen, Wenhui & Lei, Yalin, 2018. "The impacts of renewable energy and technological innovation on environment-energy-growth nexus: New evidence from a panel quantile regression," Renewable Energy, Elsevier, vol. 123(C), pages 1-14.
    19. Ertugrul, Hasan Murat & Çetin, Murat & Şeker, Fahri & Dogan, Eyüp, 2015. "The impact of trade openness on global carbon dioxide emissions: Evidence from the top ten emitters among developing countries," MPRA Paper 97539, University Library of Munich, Germany, revised 10 Mar 2016.
    20. Muhammad Shahbaz & Samia Nasreen & Chong Hui Ling & Rashid Sbia, 2014. "Causality between Trade Openness and Energy Consumption- What Causes What in High, Middle and Low Income Countries," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 53(4), pages 423-459.
    21. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    22. Canh, Nguyen Phuc & Thanh, Su Dinh, 2020. "Financial development and the shadow economy: A multi-dimensional analysis," Economic Analysis and Policy, Elsevier, vol. 67(C), pages 37-54.
    23. Xu, Bin & Lin, Boqiang, 2015. "How industrialization and urbanization process impacts on CO2 emissions in China: Evidence from nonparametric additive regression models," Energy Economics, Elsevier, vol. 48(C), pages 188-202.
    24. Phuc Nguyen Canh & Su Dinh Thanh, 2020. "Exports and the shadow economy: Non-linear effects," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 29(7), pages 865-890, October.
    25. Richmond, Amy K. & Kaufmann, Robert K., 2006. "Is there a turning point in the relationship between income and energy use and/or carbon emissions?," Ecological Economics, Elsevier, vol. 56(2), pages 176-189, February.
    26. Shahbaz, Muhammad & Loganathan, Nanthakumar & Sbia, Rashid & Afza, Talat, 2015. "The effect of urbanization, affluence and trade openness on energy consumption: A time series analysis in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 683-693.
    27. Muhammad, Sulaman & Long, Xingle & Salman, Muhammad & Dauda, Lamini, 2020. "Effect of urbanization and international trade on CO2 emissions across 65 belt and road initiative countries," Energy, Elsevier, vol. 196(C).
    28. Shahbaz, Muhammad & Chaudhary, A.R. & Ozturk, Ilhan, 2017. "Does urbanization cause increasing energy demand in Pakistan? Empirical evidence from STIRPAT model," Energy, Elsevier, vol. 122(C), pages 83-93.
    29. Rabab Mudakkar, Syeda & Zaman, Khalid & Shakir, Huma & Arif, Mariam & Naseem, Imran & Naz, Lubna, 2013. "Determinants of energy consumption function in SAARC countries: Balancing the odds," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 566-574.
    30. Thomas Wanner, 2015. "The New 'Passive Revolution' of the Green Economy and Growth Discourse: Maintaining the 'Sustainable Development' of Neoliberal Capitalism," New Political Economy, Taylor & Francis Journals, vol. 20(1), pages 21-41, February.
    31. Dominik H. Enste & Friedrich Schneider, 2000. "Shadow Economies: Size, Causes, and Consequences," Journal of Economic Literature, American Economic Association, vol. 38(1), pages 77-114, March.
    32. Biswas, Amit K. & Farzanegan, Mohammad Reza & Thum, Marcel, 2012. "Pollution, shadow economy and corruption: Theory and evidence," Ecological Economics, Elsevier, vol. 75(C), pages 114-125.
    33. Vanessa S. Tchamyou, 2019. "The Role of Information Sharing in Modulating the Effect of Financial Access on Inequality," Journal of African Business, Taylor & Francis Journals, vol. 20(3), pages 317-338, July.
    34. Bye, Brita & Fæhn, Taran & Rosnes, Orvika, 2018. "Residential energy efficiency policies: Costs, emissions and rebound effects," Energy, Elsevier, vol. 143(C), pages 191-201.
    35. Friedrich Schneider & Dominik Enste, 1999. "Shadow Economies Around the World - Size, Causes, and Consequences," CESifo Working Paper Series 196, CESifo.
    36. Blackburn, Keith & Bose, Niloy & Capasso, Salvatore, 2012. "Tax evasion, the underground economy and financial development," Journal of Economic Behavior & Organization, Elsevier, vol. 83(2), pages 243-253.
    37. Phylaktis, Kate & Ravazzolo, Fabiola, 2002. "Measuring financial and economic integration with equity prices in emerging markets," Journal of International Money and Finance, Elsevier, vol. 21(6), pages 879-903, November.
    38. York, Richard & Rosa, Eugene A. & Dietz, Thomas, 2003. "STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts," Ecological Economics, Elsevier, vol. 46(3), pages 351-365, October.
    39. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    40. Jiang, Zhujun & Lin, Boqiang, 2012. "China's energy demand and its characteristics in the industrialization and urbanization process," Energy Policy, Elsevier, vol. 49(C), pages 608-615.
    41. Sun, J. W., 1999. "The nature of CO2 emission Kuznets curve," Energy Policy, Elsevier, vol. 27(12), pages 691-694, November.
    42. Liddle, Brantley, 2015. "What Are the Carbon Emissions Elasticities for Income and Population? Bridging STIRPAT and EKC via robust heterogeneous panel estimates," MPRA Paper 61304, University Library of Munich, Germany.
    43. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    44. Adom, Philip Kofi & Amuakwa-Mensah, Franklin, 2016. "What drives the energy saving role of FDI and industrialization in East Africa?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 65(C), pages 925-942.
    45. Wei, Taoyuan, 2011. "What STIRPAT tells about effects of population and affluence on the environment?," Ecological Economics, Elsevier, vol. 72(C), pages 70-74.
    46. Sadorsky, Perry, 2013. "Do urbanization and industrialization affect energy intensity in developing countries?," Energy Economics, Elsevier, vol. 37(C), pages 52-59.
    47. Sadorsky, Perry, 2014. "The effect of urbanization on CO2 emissions in emerging economies," Energy Economics, Elsevier, vol. 41(C), pages 147-153.
    48. Brambor, Thomas & Clark, William Roberts & Golder, Matt, 2006. "Understanding Interaction Models: Improving Empirical Analyses," Political Analysis, Cambridge University Press, vol. 14(1), pages 63-82, January.
    49. Torriti, Jacopo & Hassan, Mohamed G. & Leach, Matthew, 2010. "Demand response experience in Europe: Policies, programmes and implementation," Energy, Elsevier, vol. 35(4), pages 1575-1583.
    50. Cong Minh Huynh & Vu Hong Thai Nguyen & Hoang Bao Nguyen & Phuc Canh Nguyen, 2020. "One-way effect or multiple-way causality: foreign direct investment, institutional quality and shadow economy?," International Economics and Economic Policy, Springer, vol. 17(1), pages 219-239, February.
    51. Wesseh, Presley K. & Lin, Boqiang, 2017. "Is renewable energy a model for powering Eastern African countries transition to industrialization and urbanization?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 75(C), pages 909-917.
    52. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    53. Nguyen Phuc Canh & Su Dinh Thanh & Christophe Schinckus & Jo Bensemann & Lai Trung Thanh, 2019. "Global Emissions: A New Contribution from the Shadow Economy," International Journal of Energy Economics and Policy, Econjournals, vol. 9(3), pages 320-337.
    54. Jay Pil Choi & Marcel Thum, 2005. "Corruption And The Shadow Economy," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 46(3), pages 817-836, August.
    55. Doytch, Nadia & Narayan, Seema, 2016. "Does FDI influence renewable energy consumption? An analysis of sectoral FDI impact on renewable and non-renewable industrial energy consumption," Energy Economics, Elsevier, vol. 54(C), pages 291-301.
    56. Tiba, Sofien & Frikha, Mohamed, 2018. "Income, trade openness and energy interactions: Evidence from simultaneous equation modeling," Energy, Elsevier, vol. 147(C), pages 799-811.
    57. Kahia, Montassar & Aïssa, Mohamed Safouane Ben & Lanouar, Charfeddine, 2017. "Renewable and non-renewable energy use - economic growth nexus: The case of MENA Net Oil Importing Countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 127-140.
    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. Gritli, Mohamed Ilyes & Charfi, Fatma Marrakchi, 2023. "The determinants of oil consumption in Tunisia: Fresh evidence from NARDL approach and asymmetric causality test," Energy, Elsevier, vol. 284(C).
    2. Zhang, Ren Jie & Razzaq, Asif, 2022. "Influence of economic policy uncertainty and financial development on renewable energy consumption in the BRICST region," Renewable Energy, Elsevier, vol. 201(P1), pages 526-533.
    3. Nguyen, Canh Phuc & Nguyen, Binh Quang, 2023. "Environmental foe or friend: The influence of the shadow economy on forest land," Land Use Policy, Elsevier, vol. 124(C).
    4. Mohd Ziaur Rehman & Shabeer Khan & Mohsin Ali & Faheem Ur Rehman & Wadi B. Alonazi & Mohammed Aljuaid, 2022. "Advance Dynamic Panel Second-Generation Two-Step System Generalized Method of Movement Modeling: Applications in Economic Stability-Shadow Economy Nexus with a Special Case of Kingdom of Saudi Arabia," Mathematics, MDPI, vol. 11(1), pages 1-16, December.
    5. Doğan, Buhari & Ghosh, Sudeshna & Shahzadi, Irum & Balsalobre-Lorente, Daniel & Nguyen, Canh Phuc, 2022. "The relevance of economic complexity and economic globalization as determinants of energy demand for different stages of development," Renewable Energy, Elsevier, vol. 190(C), pages 371-384.
    6. Payne, James E. & Truong, Huong Hoang Diep & Chu, Lan Khanh & Doğan, Buhari & Ghosh, Sudeshna, 2023. "The effect of economic complexity and energy security on measures of energy efficiency: Evidence from panel quantile analysis," Energy Policy, Elsevier, vol. 177(C).
    7. Le Thanh Ha & Pham Thi Ngoc Hanh & Nguyen Thi Thu Hang & Hoang Dang Khanh & Le Lan Phuong & Hoang Hop, 2024. "Moderating Role of Knowledge-Sharing on the Nexus of Digital Business and Natural Resources," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 408-434, March.
    8. Nguyen, Canh Phuc, 2022. "Does economic complexity matter for the shadow economy?," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 210-227.
    9. Chishti, Muhammad Zubair & Dogan, Eyup & Zaman, Umer, 2023. "Effects of the circular economy, environmental policy, energy transition, and geopolitical risk on sustainable electricity generation," Utilities Policy, Elsevier, vol. 82(C).
    10. Jinhua Shao & Brayan Tillaguango & Rafael Alvarado & Santiago Ochoa-Moreno & Johanna Alvarado-Espejo, 2021. "Environmental Impact of the Shadow Economy, Globalisation, Trade and Market Size: Evidence Using Linear and Non-Linear Methods," Sustainability, MDPI, vol. 13(12), pages 1-20, June.
    11. Li, Nannan & Gu, Zhenjing & Albasher, Gadah & Alsultan, Nouf & Fatemah, Ambreen, 2023. "Nexus of financial management, blockchain, and natural resources: Comparing the impact on environmental sustainability and resource productivity," Resources Policy, Elsevier, vol. 83(C).
    12. Lan Khanh Chu, 2022. "The impact of informal economy on technological innovation–ecological footprint nexus in OECD countries: new evidence from panel quantile regression," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 12(3), pages 515-533, September.
    13. Mamoudou Camara, 2022. "Tertiarization and the environment: does this relationship depend on the type of tertiarization?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 24(4), pages 477-502, October.
    14. Yaoshan Ma & Qingyu Yao, 2022. "Impact of Producer Service Agglomeration on Carbon Emission Efficiency and Its Mechanism: A Case Study of Urban Agglomeration in the Yangtze River Delta," Sustainability, MDPI, vol. 14(16), pages 1-23, August.

    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. Nguyen Phuc Canh & Su Dinh Thanh & Christophe Schinckus & Jo Bensemann & Lai Trung Thanh, 2019. "Global Emissions: A New Contribution from the Shadow Economy," International Journal of Energy Economics and Policy, Econjournals, vol. 9(3), pages 320-337.
    2. Canh P. Nguyen & Christophe Schinckus & Dinh Su Thanh, 2020. "Economic Fluctuations And The Shadow Economy: A Global Study," Global Economy Journal (GEJ), World Scientific Publishing Co. Pte. Ltd., vol. 20(03), pages 1-24, September.
    3. Nguyen, Canh Phuc, 2022. "Does economic complexity matter for the shadow economy?," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 210-227.
    4. Nguyen, Canh Phuc & Nguyen, Binh Quang, 2023. "Environmental foe or friend: The influence of the shadow economy on forest land," Land Use Policy, Elsevier, vol. 124(C).
    5. Elbahnasawy, Nasr G., 2021. "Can e-government limit the scope of the informal economy?," World Development, Elsevier, vol. 139(C).
    6. Phoebe W. Ishak & Mohammad Reza Farzanegan, 2022. "Oil price shocks, protest, and the shadow economy: Is there a mitigation effect?," Economics and Politics, Wiley Blackwell, vol. 34(2), pages 298-321, July.
    7. Cong Minh Huynh, 2020. "Shadow economy and air pollution in developing Asia: what is the role of fiscal policy?," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 22(3), pages 357-381, July.
    8. Canh Phuc Nguyen & Thanh Dinh Su, 2022. "When ‘uncertainty’ becomes ‘unknown’: Influences of economic uncertainty on the shadow economy," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 93(3), pages 677-716, September.
    9. Canh, Nguyen Phuc & Thanh, Su Dinh, 2020. "Financial development and the shadow economy: A multi-dimensional analysis," Economic Analysis and Policy, Elsevier, vol. 67(C), pages 37-54.
    10. Sahnoun, Marwa & Abdennadher, Chokri, 2019. "The nexus between unemployment rate and shadow economy: A comparative analysis of developed and developing countries using a simultaneous-equation model," Economics Discussion Papers 2019-30, Kiel Institute for the World Economy (IfW Kiel).
    11. Luc Jacolin & Joseph Keneck Massil & Alphonse Noah, 2021. "Informal sector and mobile financial services in emerging and developing countries: Does financial innovation matter?," The World Economy, Wiley Blackwell, vol. 44(9), pages 2703-2737, September.
    12. Arminen, Heli & Menegaki, Angeliki N., 2019. "Corruption, climate and the energy-environment-growth nexus," Energy Economics, Elsevier, vol. 80(C), pages 621-634.
    13. Schneider, Friedrich & Khan, Shabeer & Baharom Abdul Hamid & Khan, Abidullah, 2019. "Does the tax undermine the effect of remittances on shadow economy?," Economics Discussion Papers 2019-67, Kiel Institute for the World Economy (IfW Kiel).
    14. Cong Minh Huynh & Vu Hong Thai Nguyen & Hoang Bao Nguyen & Phuc Canh Nguyen, 2020. "One-way effect or multiple-way causality: foreign direct investment, institutional quality and shadow economy?," International Economics and Economic Policy, Springer, vol. 17(1), pages 219-239, February.
    15. Li, Ke & Lin, Boqiang, 2015. "Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1107-1122.
    16. Shi Wang & Yizhou Yuan & Hua Wang, 2019. "Corruption, Hidden Economy and Environmental Pollution: A Spatial Econometric Analysis Based on China’s Provincial Panel Data," IJERPH, MDPI, vol. 16(16), pages 1-23, August.
    17. Bittencourt, Manoel & Gupta, Rangan & Stander, Lardo, 2014. "Tax evasion, financial development and inflation: Theory and empirical evidence," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 194-208.
    18. Yi Wang & Valentin Marian Antohi & Costinela Fortea & Monica Laura Zlati & Reda Abdelfattah Mohammad & Farah Yasin Farah Abdelkhair & Waqar Ahmad, 2024. "Shadow Economy and Environmental Sustainability in Global Developing Countries: Do Governance Indicators Play a Role?," Sustainability, MDPI, vol. 16(22), pages 1-23, November.
    19. Korhan K. Gokmenoglu & Aysel Amir, 2023. "Investigating the Determinants of the Shadow Economy: The Baltic Region," Eastern European Economics, Taylor & Francis Journals, vol. 61(2), pages 181-198, March.
    20. Gnangnon, Sèna Kimm, 2020. "Internet and tax reform in developing countries," Information Economics and Policy, Elsevier, vol. 51(C).

    More about this item

    Keywords

    Shadow economy; Urbanization; Industrialization; Trade openness; FDI; Energy consumption;
    All these keywords.

    JEL classification:

    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • O17 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Formal and Informal Sectors; Shadow Economy; Institutional Arrangements
    • F15 - International Economics - - Trade - - - Economic Integration
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration

    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:energy:v:225:y:2021:i:c:s036054422100459x. 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.journals.elsevier.com/energy .

    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.