Skip to main content

Advertisement

Log in

The Relationship Between Renewable Energy Consumption and Economic Growth in France: a Necessary Condition Analysis

  • Published:
Environmental Modeling & Assessment Aims and scope Submit manuscript

Abstract

This study offers a novel analytical approach on the relationships between renewable energy consumption, capital, labor force, new firm formation rate, and economic growth. It aims to investigate such causal relationships using different estimation techniques such as the ordinary least squares (OLS) model, dynamic ordinary least squares (DOLS), fully modified ordinary least squares (FMOLS), and canonical cointegrating regression (CCR), along with necessary condition analysis (NCA), which are applied to data for France over the period 1987–2017. Our results show that all necessary conditions yield outcomes ranging from small- to large-sized effects on economic development. The French government should readdress its efforts towards encouraging more beneficial investments in renewable energy consumption. This study opens up new insights for policymakers to maintain environmental protection and ensure sustainable economic growth. Finally, the use of NCA reduces complexity and allows a better understanding of the relationships involved.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  1. Abdulrashid, A., & Ozturk, I. (2016). Impacts of renewable energy consumption on the German economic growth: evidence from combined cointegration test. Renewable and Sustainable Energy Reviews, 75, 1130–1141. https://doi.org/10.1016/j.rser.2016.11.093.

    Article  Google Scholar 

  2. Adams, S., Kwame, E., Klobodu, M., Evans, E., & Opoku, O. (2016). Energy consumption, political regime and economic growth in sub-Saharan Africa. Energy Policy, 96, 36–44. https://doi.org/10.1016/j.enpol.2016.05.029.

    Article  Google Scholar 

  3. Aghion, P., Blundell, R., Griffith, R., Howitt, P., & Prantl, S. (2004). Entry and productivity growth: Evidence from microlevel panel data. Journal of the European Economic Association, 2(2–3), 265–276. https://doi.org/10.1162/154247604323067970.

    Article  Google Scholar 

  4. Ahmad, N., & Du, L. (2017). Effects of energy production and CO2 emissions on economic growth in Iran: ARDL approach. Energy, 123, 521–537. https://doi.org/10.1016/j.energy.2017.01.144.

    Article  Google Scholar 

  5. Alam, M. M., Murad, M. W., Noman, A. H. M., & Ozturk, I. (2016). Relationships among carbon emissions, economic growth, energy consumption and population growth: testing environmental Kuznets curve hypothesis for Brazil, China, India and Indonesia. Ecological Indicators, 70, 466–479. https://doi.org/10.1016/j.ecolind.2016.06.043.

    Article  Google Scholar 

  6. Andreas, J., Burns, C., & Touza, J. (2017). Renewable energy as a luxury? A qualitative comparative analysis of the role of the economy in the EU’s renewable energy transitions during the ‘Double Crisis’. Ecological Economics, 142, 81–90. https://doi.org/10.1016/j.ecolecon.2017.06.011.

    Article  Google Scholar 

  7. Antonakis, J., Bendahan, S., Jacquart, P., & Lalive, R. (2014). Causality and endogeneity: Problems and solutions. In D. V. Day (Ed.), The Oxford handbook of leadership and organizations (pp. 93–117). New York: Oxford University Press.

    Google Scholar 

  8. Apergis, N., & Payne, J. E. (2010). Renewable energy consumption and economic growth: evidence from a panel of OECD countries. Energy Policy, 38, 656–660. https://doi.org/10.1016/j.enpol.2009.09.002.

    Article  Google Scholar 

  9. Apergis, N., & Payne, J. E. (2012). Renewable and non-renewable energy consumption-growth nexus: evidence from a panel error correction model. Energy Economics, 34, 733–738. https://doi.org/10.1016/j.eneco.2011.04.007.

    Article  Google Scholar 

  10. Apergis, N., & Payne, J. E. (2014). A time varying coefficient approach to the renewable and non-renewable electricity consumption-growth nexus: evidence from a panel of emerging market economies. Energy Sources, Part B: Economics, Planning and Policy, 9, 101–107. https://doi.org/10.1080/15567249.2013.792400.

    Article  Google Scholar 

  11. Arenius, P., Engel, Y., & Klyver, K. (2017). No particular action needed? A necessary condition analysis of gestation activities and firm emergence. Journal of Business Venturing Insights, 8, 87–92. https://doi.org/10.1016/j.jbvi.2017.07.004.

    Article  Google Scholar 

  12. Aslan, A., & Oguz, O. (2016). The role of renewable energy consumption in economic growth: evidence from asymmetric causality. Renewable and Sustainable Energy Reviews, 60, 953–959. https://doi.org/10.1016/j.rser.2016.01.123.

    Article  Google Scholar 

  13. Atems, B., & Hotaling, C. (2018). The e ff ect of renewable and nonrenewable electricity generation on economic growth. Energy Policy, 112, 111–118. https://doi.org/10.1016/j.enpol.2017.10.015.

    Article  Google Scholar 

  14. Aydin, M. (2019). Renewable and non-renewable electricity consumption–economic growth nexus: evidence from OECD countries. Renewable Energy, 136, 599–606. https://doi.org/10.1016/j.renene.2019.01.008.

    Article  Google Scholar 

  15. Ayres, R., & Voudouris, V. (2014). The economic growth enigma: capital, labour and useful energy? Energy Policy, 64, 16–28. https://doi.org/10.1016/j.enpol.2013.06.001.

    Article  Google Scholar 

  16. Bastien, P., Vinzi, V. E., & Tenenhaus, M. (2005). PLS generalised linear regression. Computational Statistics and Data Analysis, 48, 17–46. https://doi.org/10.1016/j.csda.2004.02.005.

    Article  Google Scholar 

  17. Baumgartner, M., & Thiem, A. (2015). Model ambiguities in configurational comparative research. Sociological Methods & Research, 46, 954–987. https://doi.org/10.1177/0049124115610351.

    Article  Google Scholar 

  18. Ben Jebli, M., & Ben Youssef, S. (2015). The environmental Kuznets curve, economic growth, renewable and non-renewable energy, and trade in Tunisia. Renewable and Sustainable Energy Reviews, 47, 173–185. https://doi.org/10.1016/j.rser.2015.02.049.

    Article  Google Scholar 

  19. Ben Jebli, M., & Ben Youssef, S. (2018). Investigating the interdependence between non-hydroelectric renewable energy, agricultural value added, and arable land use in Argentina. Environmental Modeling and Assessment. https://doi.org/10.1007/s10666-018-9635-1.

  20. Berk, I., Kasman, A., & Kılınç, D. (2018). Towards a common renewable future: the system-GMM approach to assess the convergence in renewable energy consumption of EU countries. Energy Economics. https://doi.org/10.1016/j.eneco.2018.02.013.

  21. Beynon, M. J., Jones, P., & Pickernell, D. (2018). Entrepreneurial climate and self-perceptions about entrepreneurship: a country comparison using fsQCA with dual outcomes. Journal of Business Research, 89, 418–428. https://doi.org/10.1016/j.jbusres.2017.12.014.

    Article  Google Scholar 

  22. Bhattacharya, M., Reddy, S., Ozturk, I., & Bhattacharya, S. (2016). The effect of renewable energy consumption on economic growth: evidence from top 38 countries. Applied Energy, 162, 733–741. https://doi.org/10.1016/j.apenergy.2015.10.104.

    Article  Google Scholar 

  23. Bloch, H., Rafiq, S., & Salim, R. (2015). Economic growth with coal, oil and renewable energy consumption in China: prospects for fuel substitution. Economic Modeling, 44, 104–115.

    Article  Google Scholar 

  24. Boratyńska, K. (2016). FsQCA in corporate bankruptcy research. An innovative approach in food industry. Journal of Business Research, 69, 5529–5533. https://doi.org/10.1016/j.jbusres.2016.04.166.

    Article  Google Scholar 

  25. Bouznit, M., & Pablo-romero, M. P. (2016). CO2 emission and economic growth in Algeria. Energy Policy, 96, 93–104. https://doi.org/10.1016/j.enpol.2016.05.036.

    Article  Google Scholar 

  26. Brini, R., Amara, M., & Jemmali, H. (2017). Renewable energy consumption, international trade, oil price and economic growth inter-linkages: the case of Tunisia. Renewable and Sustainable Energy Reviews, 76, 620–627. https://doi.org/10.1016/j.rser.2017.03.067.

    Article  Google Scholar 

  27. Castaño, M. S., Méndez, M. T., & Galindo, M. Á. (2016). The effect of public policies on entrepreneurial activity and economic growth. Journal of Business Research, 69, 5280–5285. https://doi.org/10.1016/j.jbusres.2016.04.125.

    Article  Google Scholar 

  28. Choi, Y. R., & Phan, P. H. (2006). The influences of economic and technology policy on the dynamics of new firm formation. Small Business Economics, 26, 493–503. https://doi.org/10.1007/s11187-005-5989-2.

    Article  Google Scholar 

  29. Dansor, M. W. (1995). New firm formation and regional economic development: an introduction and review of the Scottish experience. Small Business Economics, 7, 81–87.

    Article  Google Scholar 

  30. Destek, M. A., Aslan, A., & Aslan, A. (2017). Renewable and non-renewable energy consumption and economic growth in emerging economies: evidence from bootstrap panel causality. Renewable Energy, 111, 757–763. https://doi.org/10.1016/j.renene.2017.05.008.

    Article  Google Scholar 

  31. Devece, C., Peris-Ortiz, M., & Rueda-Armengot, C. (2016). Entrepreneurship during economic crisis: success factors and paths to failure. Journal of Business Research, 69, 5366–5370. https://doi.org/10.1016/j.jbusres.2016.04.139.

    Article  Google Scholar 

  32. Dickey, D. A., & Fuller, W. A. (1981). Likelihood ratio statistics for autoregressive time series with a unit root. Econometrica, 49, 1057–1072. https://doi.org/10.2307/1912517.

    Article  Google Scholar 

  33. du Jardin, P. (2015). A two-stage classification technique for bankruptcy prediction. European Journal of Operational Research, 254, 236–252. https://doi.org/10.1016/j.ejor.2016.03.008.

    Article  Google Scholar 

  34. Dul, J. (2016a). Necessary condition analysis (NCA): logic and methodology of Necessary but Not Sufficient causality. Organizational Research Methods, 19, 10–52. https://doi.org/10.1177/1094428115584005.

    Article  Google Scholar 

  35. Dul, J. (2016b). Identifying single necessary conditions with NCA and fsQCA. Journal of Business Research, 69, 1516–1523. https://doi.org/10.1016/j.jbusres.2015.10.134.

    Article  Google Scholar 

  36. Dul, J., 2018. Necessary condition analysis (NCA) with R (Version 3.0.1) A Quick Start Guide 1–22.

  37. Dul, J., Hak, T., Goertz, G., & Voss, C. (2010). Necessary condition hypotheses in operations management. International Journal of Operations & Production Management, 30, 1170–1190. https://doi.org/10.1108/01443571011087378.

    Article  Google Scholar 

  38. Dul, J., van der Laan, E., & Kuik, R. (2018). A statistical significance test for necessary condition analysis. Organizational Research Methods, 1–11. https://doi.org/10.1177/1094428118795272.

  39. Dumas, M., Rising, J., & Urpelainen, J. (2016). Political competition and renewable energy transitions over long time horizons: a dynamic approach. Ecological Economics, 124, 175–184. https://doi.org/10.1016/j.ecolecon.2016.01.019.

    Article  Google Scholar 

  40. Eren, B. M., Taspinar, N., & Gokmenoglu, K. K. (2019). The impact of financial development and economic growth on renewable energy consumption: empirical analysis of India. Science of the Total Environment, 663, 189–197. https://doi.org/10.1016/j.scitotenv.2019.01.323.

    Article  CAS  Google Scholar 

  41. Garg, N. (2017). Workplace spirituality and employee well-being: an empirical exploration. Employee Relations, 38, 975–994. https://doi.org/10.1177/0971685816689741.

    Article  Google Scholar 

  42. Hernandez Tinoco, M., & Wilson, N. (2013). Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables. International Review of Financial Analysis, 30, 394–419. https://doi.org/10.1016/j.irfa.2013.02.013.

    Article  Google Scholar 

  43. Inglesi-Lotz, R. (2016). The impact of renewable energy consumption to economic growth: a panel data application. Energy Economics, 53, 58–63. https://doi.org/10.1016/j.eneco.2015.01.003.

    Article  Google Scholar 

  44. INSEE (2019). Institut national de la statistique et des études économiques. Retrieved from. https://www.insee.fr/. Accessed 2019.

  45. Ji, Q., & Zhang, D. (2019). How much does financial development contribute to renewable energy growth and upgrading of energy structure in China? Energy Policy, 128, 114–124. https://doi.org/10.1016/j.enpol.2018.12.047.

    Article  Google Scholar 

  46. Kahia, M., Safouane, M., Aïssa, B., & Charfeddine, L. (2016). Impact of renewable and non-renewable energy consumption on economic growth: new evidence from the MENA net oil exporting countries (NOECs). Energy, 116, 102–115. https://doi.org/10.1016/j.energy.2016.07.126.

    Article  Google Scholar 

  47. Karwowski, M., Dul, J., Gralewski, J., Jauk, E., Jankowska, D. M., Gajda, A., Chruszczewski, M. H., & Benedek, M. (2016). Is creativity without intelligence possible? A necessary condition analysis. Intelligence., 57, 105–117. https://doi.org/10.1016/j.intell.2016.04.006.

    Article  Google Scholar 

  48. Keček, D., Mikulić, D., & Lovrinčević, Ž. (2019). Deployment of renewable energy: economic effects on the Croatian economy. Energy Policy, 126, 402–410. https://doi.org/10.1016/j.enpol.2018.11.028.

    Article  Google Scholar 

  49. Koçak, E., & Şarkgüneşi, A. (2017). The renewable energy and economic growth nexus in black sea and Balkan countries. Energy Policy, 100(October 2016), 51–57. https://doi.org/10.1016/j.enpol.2016.10.007.

    Article  Google Scholar 

  50. Kuckertz, A., Berger, E. S. C., & Mpeqa, A. (2016). The more the merrier? Economic freedom and entrepreneurial activity. Journal of Business Research, 69, 1288–1293. https://doi.org/10.1016/j.jbusres.2015.10.094.

    Article  Google Scholar 

  51. Lee, C. C. (2005). Energy consumption and GDP in developing countries: A cointegrated panel analysis. Energy Economics, 27(3), 415–427. https://doi.org/10.1016/j.eneco.2005.03.003.

    Article  Google Scholar 

  52. Lee, S. Y., Florida, R., & Acs, Z. J. (2004). Creativity and entrepreneurship: A regional analysis of new firm formation. Regional Studies, 38(8), 879–891. https://doi.org/10.1080/0034340042000280910.

    Article  Google Scholar 

  53. Lin, B., & Moubarak, M. (2014). Renewable energy consumption - economic growth nexus for China. Renewable and Sustainable Energy Reviews, 40, 111–117. https://doi.org/10.1016/j.rser.2014.07.128.

    Article  Google Scholar 

  54. Liu, J. (2004). Macroeconomic determinants of corporate failures : Evidence from the UK. Applied Economics, 36(9), 939–945. https://doi.org/10.1080/0003684042000233168.

    Article  Google Scholar 

  55. Luis, T., Brito, F., Moutinho, E., Galbieri, R., Katarina, H., & Costa, D. M. (2016). Qualitative comparative analysis of cities that introduced compressed natural gas to their urban bus fleet. Renewable and Sustainable Energy Reviews, 71, 502–508. https://doi.org/10.1016/j.rser.2016.12.077.

    Article  Google Scholar 

  56. MacKinnon, J. G., Haug, A. A., & Michelis, L. (1999). Numerical distribution functions of likelihood ratio tests for cointegration. Journal of Applied Econometrics, 14(5), 563–577.

    Article  Google Scholar 

  57. Marques, A. C., & Fuinhas, J. A. (2012). Is renewable energy effective in promoting growth? Energy Policy, 46, 434–442. https://doi.org/10.1016/j.enpol.2012.04.006.

    Article  Google Scholar 

  58. Menegaki, A. N. (2011). Growth and renewable energy in Europe: A random effect model with evidence for neutrality hypothesis. Energy Economics, 33(2), 257–263. https://doi.org/10.1016/j.eneco.2010.10.004.

    Article  Google Scholar 

  59. Mohamed, H., Ben Jebli, M., & Ben Youssef, S. (2019). Renewable and fossil energy, terrorism, economic growth, and trade: evidence from France. Renewable Energy, 139, 459–467. https://doi.org/10.1016/j.renene.2019.02.096.

    Article  Google Scholar 

  60. Narayan, S., & Doytch, N. (2017). An investigation of renewable and non-renewable energy consumption and economic growth nexus using industrial and residential energy consumption. Energy Economics, 68, 160–176. https://doi.org/10.1016/j.eneco.2017.09.005.

    Article  Google Scholar 

  61. Narayan, P. K., Smyth, R., & Prasad, A. (2007). Electricity consumption in G7 countries: A panel cointegration analysis of residential demand elasticities. Energy Policy, 35(9), 4485–4494. https://doi.org/10.1016/j.enpol.2007.03.018.

    Article  Google Scholar 

  62. OECD (2019). OECD database. Retrieved from. https://data.oecd.org/. Accessed 2019.

  63. Omri, A., Ben Mabrouk, N., & Sassi-Tmar, A. (2015). Modeling the causal linkages between nuclear energy, renewable energy and economic growth in developed and developing countries. Renewable and Sustainable Energy Reviews, 42, 1012–1022. https://doi.org/10.1016/j.rser.2014.10.046.

    Article  Google Scholar 

  64. Ozcan, B. (2013). The nexus between carbon emissions, energy consumption and economic growth in Middle East countries: a panel data analysis. Energy Policy, 1–10. https://doi.org/10.1016/j.enpol.2013.07.016.

  65. Ozcan, B., & Ozturk, I. (2019). Renewable energy consumption-economic growth nexus in emerging countries: a bootstrap panel causality test. Renewable and Sustainable Energy Reviews, 104, 30–37. https://doi.org/10.1016/j.rser.2019.01.020.

    Article  Google Scholar 

  66. Pao, H. T., & Fu, H. C. (2013). Renewable energy, non-renewable energy and economic growth in Brazil. Renewable and Sustainable Energy Reviews, 25, 381–392. https://doi.org/10.1016/j.rser.2013.05.004.

    Article  Google Scholar 

  67. Phillips, P. C. B., & Perron, P. (1988). Testing for a unit root in time series regression. Biometrika, 75(2), 335–346.

    Article  Google Scholar 

  68. Qiao, H., Zheng, F., Jiang, H., & Dong, K. (2019). The greenhouse effect of the agriculture-economic growth-renewable energy nexus: evidence from G20 countries. Science of the Total Environment, 671, 722–731. https://doi.org/10.1016/j.scitotenv.2019.03.336.

    Article  CAS  Google Scholar 

  69. Rafindadi, A. A. (2016). Does the need for economic growth influence energy consumption and CO2 emissions in Nigeria? Evidence from the innovation accounting test. Renewable and Sustainable Energy Reviews, 62, 1209–1225. https://doi.org/10.1016/j.rser.2016.05.028.

    Article  Google Scholar 

  70. Rafiq, S., & Salim, R. (2011). The linkage between energy consumption and income in six emerging economies of Asia: an empirical analysis. International Journal of Emerging Markets, 6, 50–73. https://doi.org/10.1108/17468801111104377.

    Article  Google Scholar 

  71. Ragin, C. C. (2008). Redesigning social inquiry: fuzzy sets and beyond. Chicago and London: University of Chicago Press.

    Book  Google Scholar 

  72. Roig-tierno, N., Gonzalez-cruz, T. F., & Llopis-martinez, J. (2016). An overview of qualitative comparative analysis: a bibliometric analysis. Journal of Innovation & Knowledge, 2, 15–23. https://doi.org/10.1016/j.jik.2016.12.002.

    Article  Google Scholar 

  73. Saidi, K., & Hammami, S. (2015). The impact of CO2 emissions and economic growth on energy consumption in 58 countries. Energy Reports, 1, 62–70. https://doi.org/10.1016/j.egyr.2015.01.003.

    Article  Google Scholar 

  74. Salim, R. A., Hassan, K., & Shafiei, S. (2014). Renewable and non-renewable energy consumption and economic activities: further evidence from OECD countries. Energy Economics, 44, 350–360. https://doi.org/10.1016/j.eneco.2014.05.001.

    Article  Google Scholar 

  75. Semadeni, M., Withers, M. C., & Trevis Certo, S. (2014). The perils of endogeneity and instrumental variables in strategy research: Understanding through simulations. Strategic Management Journal, 35(7), 1070–1079.

    Article  Google Scholar 

  76. SDES (2016). Données et études statistiques. https://www.statistiques.developpement-durable.gouv.fr. Accessed 2018.

  77. Sebri, M., & Ben-Salha, O. (2014). On the causal dynamics between economic growth, renewable energy consumption, CO2emissions and trade openness: fresh evidence from BRICS countries. Renewable and Sustainable Energy Reviews, 39, 14–23. https://doi.org/10.1016/j.rser.2014.07.033.

    Article  Google Scholar 

  78. Shafiei, S., & Salim, R. A. (2014). Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: a comparative analysis. Energy Policy, 66, 547–556. https://doi.org/10.1016/j.enpol.2013.10.064.

    Article  CAS  Google Scholar 

  79. Shahbaz, M., Loganathan, N., Zeshan, M., & Zaman, K. (2015). Does renewable energy consumption add in economic growth? An application of auto-regressive distributed lag model in Pakistan. Renewable and Sustainable Energy Reviews, 44, 576–585. https://doi.org/10.1016/j.rser.2015.01.017.

    Article  Google Scholar 

  80. Shahbaz, M., Kumar, M., Hasanat, S., & Ricardo, J. (2016). Time-varying analysis of CO2 emissions, energy consumption, and economic growth nexus: statistical experience in next 11 countries. Energy Policy, 98, 33–48. https://doi.org/10.1016/j.enpol.2016.08.011.

    Article  Google Scholar 

  81. Shi, B., Wang, L., Yang, J., Zhang, M., Xu, L., & Hoff, E. V. (2017). Relationship between divergent thinking and intelligence: an empirical study of the threshold hypothesis with Chinese children. Frontiers in Psychology, 8, 1–9. https://doi.org/10.3389/fpsyg.2017.00254.

    Article  Google Scholar 

  82. Sousa, R., & da Silveira, G. J. C. (2017). Capability antecedents and performance outcomes of servitization: Differences between basic and advanced services. International Journal of Operations & Production Management, 37(4), 444–467.

    Article  Google Scholar 

  83. Tansel, C., Ozturk, I., & Aslan, A. (2012). Renewable and non-renewable energy consumption and economic growth relationship revisited: evidence from G7 countries. Energy Economics, 34, 1942–1950. https://doi.org/10.1016/j.eneco.2012.08.021.

    Article  Google Scholar 

  84. Tugcu, C. T., & Topcu, M. (2018). Total, renewable and non-renewable energy consumption and economic growth: revisiting the issue with an asymmetric point of view. Energy, 152, 64–74. https://doi.org/10.1016/j.energy.2018.03.128.

    Article  Google Scholar 

  85. Tugcu, C. T., Ozturk, I., & Aslan, A. (2012). Renewable and non-renewable energy consumption and economic growth relationship revisited : Evidence from G7 countries. Energy Economics, 34(6), 1942–1950. https://doi.org/10.1016/j.eneco.2012.08.021.

    Article  Google Scholar 

  86. Van Der Valk, W., Sumo, R., Dul, J., & Schroeder, R. G. (2016). When are contracts and trust necessary for innovation in buyer-supplier relationships? A necessary condition analysis. Journal of Purchasing and Supply Management, 22, 266–277. https://doi.org/10.1016/j.pursup.2016.06.005.

    Article  Google Scholar 

  87. Van Stel, Carree, M., & Thurik, R. (2005). The effect of entrepreneurial activity on national economic growth. Small Business Economics, 24, 311–321.

    Article  Google Scholar 

  88. Wang, Z., Danish, Zhang, B., & Wang, B. (2018). Renewable energy consumption, economic growth and human development index in Pakistan: evidence form simultaneous equation model. Journal of Cleaner Production, 184, 1081–1090.

    Article  Google Scholar 

  89. WDI (2019). World development indicators database. Retrieved from. https://databank.worldbank.org. Accessed 2019.

  90. Woodside, A. G. (2013). Moving beyond multiple regression analysis to algorithms: calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory. Journal of Business Research, 66, 463–472. https://doi.org/10.1016/j.jbusres.2012.12.021.

    Article  Google Scholar 

  91. Yang, Z., & Zhao, Y. (2014). Energy consumption, carbon emissions, and economic growth in India: Evidence from directed acyclic graphs. Economic Modelling, 38, 533–540. https://doi.org/10.1016/J.ECONMOD.2014.01.030.

    Article  Google Scholar 

  92. Yu, T. H., Huang, M., & Huarng, K. (2016). Causal complexity of economic development by energy consumption. Journal of Business Research, 69, 2271–2276. https://doi.org/10.1016/j.jbusres.2015.12.041.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Sami Ben Jabeur.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

ESM 1

(DOCX 16 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ben Jabeur, S. The Relationship Between Renewable Energy Consumption and Economic Growth in France: a Necessary Condition Analysis. Environ Model Assess 25, 397–409 (2020). https://doi.org/10.1007/s10666-019-09678-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10666-019-09678-6

Keywords

Navigation