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The determinants of oil consumption in Tunisia: Fresh evidence from NARDL approach and asymmetric causality test

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  • Gritli, Mohamed Ilyes
  • Charfi, Fatma Marrakchi

Abstract

This paper examines the asymmetric impact of oil price, economic growth, financial development, and industrialization on oil consumption in Tunisia, using the Nonlinear Autoregressive Distributed Lag (NARDL) model over the period 1980–2020. The NARDL bound testing approach confirms the presence of a cointegrating relationship between oil demand and its determinants. The results show that oil demand is income elastic and price inelastic. In the long run, the impact of increased and decreased financial development on oil consumption is found positive and negative, respectively. The findings also highlight that a positive (negative) shock to industrialization decreases (increases) energy consumption. The study of symmetrical causality supports the feedback hypothesis between growth and consumption. However, the asymmetric causality analysis shows that only negative shocks to economic growth have impacts on oil demand. The Tunisian economic model could be oriented in such a way as to support economic activity and implement energy saving policies. Finally, the implications of the different findings are discussed and key recommendations for policymakers are also provided.

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  • 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).
  • Handle: RePEc:eee:energy:v:284:y:2023:i:c:s0360544223020261
    DOI: 10.1016/j.energy.2023.128632
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    1. Wolde-Rufael, Yemane, 2009. "Energy consumption and economic growth: The experience of African countries revisited," Energy Economics, Elsevier, vol. 31(2), pages 217-224.
    2. 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.
    3. Narayan, Paresh Kumar & Smyth, Russell, 2007. "A panel cointegration analysis of the demand for oil in the Middle East," Energy Policy, Elsevier, vol. 35(12), pages 6258-6265, December.
    4. Guo, Yawei & Li, Jianping & Li, Yehua & You, Wanhai, 2021. "The roles of political risk and crude oil in stock market based on quantile cointegration approach: A comparative study in China and US," Energy Economics, Elsevier, vol. 97(C).
    5. Shahbaz, Muhammad & Hoang, Thi Hong Van & Mahalik, Mantu Kumar & Roubaud, David, 2017. "Energy consumption, financial development and economic growth in India: New evidence from a nonlinear and asymmetric analysis," Energy Economics, Elsevier, vol. 63(C), pages 199-212.
    6. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia," Energy Policy, Elsevier, vol. 40(C), pages 473-479.
    7. Baz, Khan & Cheng, Jinhua & Xu, Deyi & Abbas, Khizar & Ali, Imad & Ali, Hashmat & Fang, Chuandi, 2021. "Asymmetric impact of fossil fuel and renewable energy consumption on economic growth: A nonlinear technique," Energy, Elsevier, vol. 226(C).
    8. Pedregal, D.J. & Dejuán, O. & Gómez, N. & Tobarra, M.A., 2009. "Modelling demand for crude oil products in Spain," Energy Policy, Elsevier, vol. 37(11), pages 4417-4427, November.
    9. 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.
    10. İçen, Hüseyin & Yerdelen Tatoğlu, Ferda, 2021. "The asymmetric effects of changes in price and income on renewable and nonrenewable energy," Renewable Energy, Elsevier, vol. 178(C), pages 144-152.
    11. 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.
    12. Al-mulali, Usama & Binti Che Sab, Che Normee, 2012. "The impact of energy consumption and CO2 emission on the economic growth and financial development in the Sub Saharan African countries," Energy, Elsevier, vol. 39(1), pages 180-186.
    13. Junsoo Lee & Mark C. Strazicich, 2013. "Minimum LM unit root test with one structural break," Economics Bulletin, AccessEcon, vol. 33(4), pages 2483-2492.
    14. Liddle, Brantley & Sadorsky, Perry, 2020. "How much do asymmetric changes in income and energy prices affect energy demand?," The Journal of Economic Asymmetries, Elsevier, vol. 21(C).
    15. Figuerola-Ferretti, Isabel & McCrorie, J. Roderick & Paraskevopoulos, Ioannis, 2020. "Mild explosivity in recent crude oil prices," Energy Economics, Elsevier, vol. 87(C).
    16. M. Hashem Pesaran & Yongcheol Shin & Richard J. Smith, 2001. "Bounds testing approaches to the analysis of level relationships," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(3), pages 289-326.
    17. Adom, Philip Kofi, 2015. "Asymmetric impacts of the determinants of energy intensity in Nigeria," Energy Economics, Elsevier, vol. 49(C), pages 570-580.
    18. Fuinhas, José Alberto & Marques, António Cardoso, 2013. "Rentierism, energy and economic growth: The case of Algeria and Egypt (1965–2010)," Energy Policy, Elsevier, vol. 62(C), pages 1165-1171.
    19. Junsoo Lee & Mark C. Strazicich, 2003. "Minimum Lagrange Multiplier Unit Root Test with Two Structural Breaks," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 1082-1089, November.
    20. Brutschin, Elina & Fleig, Andreas, 2016. "Innovation in the energy sector – The role of fossil fuels and developing economies," Energy Policy, Elsevier, vol. 97(C), pages 27-38.
    21. Vipin Arora & Shuping Shi, 2016. "Energy consumption and economic growth in the United States," Applied Economics, Taylor & Francis Journals, vol. 48(39), pages 3763-3773, August.
    22. Xu, Deyi & Sheraz, Muhammad & Hassan, Arshad & Sinha, Avik & Ullah, Saif, 2022. "Financial development, renewable energy and CO2 emission in G7 countries: New evidence from non-linear and asymmetric analysis," Energy Economics, Elsevier, vol. 109(C).
    23. Voigt, Sebastian & De Cian, Enrica & Schymura, Michael & Verdolini, Elena, 2014. "Energy intensity developments in 40 major economies: Structural change or technology improvement?," Energy Economics, Elsevier, vol. 41(C), pages 47-62.
    24. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    25. Ozturk, Ilhan, 2010. "A literature survey on energy-growth nexus," Energy Policy, Elsevier, vol. 38(1), pages 340-349, January.
    26. Ewing, Bradley T. & Payne, James E. & Caporin, Massimilano, 2022. "The Asymmetric Impact of Oil Prices and Production on Drilling Rig Trajectory: A correction," Resources Policy, Elsevier, vol. 79(C).
    27. Ming-Cheng Wu & Andrew Yi-Hung Liang & Lori Tzu-Yi Yang & Chin-Mei Chou, 2020. "The non-linear impact of oil price on the oil demand," Applied Economics, Taylor & Francis Journals, vol. 52(45), pages 4992-5004, September.
    28. Paresh Kumar Narayan, 2005. "The saving and investment nexus for China: evidence from cointegration tests," Applied Economics, Taylor & Francis Journals, vol. 37(17), pages 1979-1990.
    29. He, Yiming & Fullerton, Thomas M. & Walke, Adam G., 2017. "Electricity consumption and metropolitan economic performance in Guangzhou: 1950–2013," Energy Economics, Elsevier, vol. 63(C), pages 154-160.
    30. Akinlo, A.E., 2008. "Energy consumption and economic growth: Evidence from 11 Sub-Sahara African countries," Energy Economics, Elsevier, vol. 30(5), pages 2391-2400, September.
    31. Tang, Chor Foon & Tan, Eu Chye, 2013. "Exploring the nexus of electricity consumption, economic growth, energy prices and technology innovation in Malaysia," Applied Energy, Elsevier, vol. 104(C), pages 297-305.
    32. Mehdi Abid & Rafaa Mraihi, 2015. "Energy Consumption and Industrial Production: Evidence from Tunisia at Both Aggregated and Disaggregated Levels," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 6(4), pages 1123-1137, December.
    33. Dermot Gately & Hillard G. Huntington, 2002. "The Asymmetric Effects of Changes in Price and Income on Energy and Oil Demand," The Energy Journal, , vol. 23(1), pages 19-55, January.
    34. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    35. Wen-Chi Liu, 2020. "The Relationship between Primary Energy Consumption and Real Gross Domestic Product: Evidence from Major Asian Countries," Sustainability, MDPI, vol. 12(6), pages 1-16, March.
    36. Zhou, Nan & Zhang, Jingjing & Khanna, Nina & Fridley, David & Jiang, Shan & Liu, Xu, 2019. "Intertwined impacts of water, energy development, and carbon emissions in China," Applied Energy, Elsevier, vol. 238(C), pages 78-91.
    37. Danish, & Ulucak, Recep, 2021. "A revisit to the relationship between financial development and energy consumption: Is globalization paramount?," Energy, Elsevier, vol. 227(C).
    38. Fisher-Vanden, Karen & Jefferson, Gary H. & Liu, Hongmei & Tao, Quan, 2004. "What is driving China's decline in energy intensity?," Resource and Energy Economics, Elsevier, vol. 26(1), pages 77-97, March.
    39. Śmiech, Sławomir & Papież, Monika, 2014. "Energy consumption and economic growth in the light of meeting the targets of energy policy in the EU: The bootstrap panel Granger causality approach," Energy Policy, Elsevier, vol. 71(C), pages 118-129.
    40. Wolde-Rufael, Yemane, 2005. "Energy demand and economic growth: The African experience," Journal of Policy Modeling, Elsevier, vol. 27(8), pages 891-903, November.
    41. Wang, Yudong & Liu, Li & Diao, Xundi & Wu, Chongfeng, 2015. "Forecasting the real prices of crude oil under economic and statistical constraints," Energy Economics, Elsevier, vol. 51(C), pages 599-608.
    42. Karanfil, Fatih, 2009. "How many times again will we examine the energy-income nexus using a limited range of traditional econometric tools?," Energy Policy, Elsevier, vol. 37(4), pages 1191-1194, April.
    43. Destek, Mehmet Akif & Aslan, Alper, 2017. "Renewable and non-renewable energy consumption and economic growth in emerging economies: Evidence from bootstrap panel causality," Renewable Energy, Elsevier, vol. 111(C), pages 757-763.
    44. Chattopadhyay, Manojit & Kumar Mitra, Subrata, 2015. "Exploring asymmetric behavior pattern from Indian oil products prices using NARDL and GHSOM approaches," Energy Policy, Elsevier, vol. 86(C), pages 262-272.
    45. 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).
    46. Adom, Philip Kofi & Bekoe, William & Akoena, Sesi Kutri Komla, 2012. "Modelling aggregate domestic electricity demand in Ghana: An autoregressive distributed lag bounds cointegration approach," Energy Policy, Elsevier, vol. 42(C), pages 530-537.
    47. Aalbers, Rob & van der Heijden, Eline & Potters, Jan & van Soest, Daan & Vollebergh, Herman, 2009. "Technology adoption subsidies: An experiment with managers," Energy Economics, Elsevier, vol. 31(3), pages 431-442, May.
    48. Cosimo Magazzino & Mihai Mutascu & Marco Mele & Samuel Asumadu Sarkodie, 2021. "Energy consumption and economic growth in Italy: A wavelet analysis," Post-Print hal-03539125, HAL.
    49. Li, Yiming & Solaymani, Saeed, 2021. "Energy consumption, technology innovation and economic growth nexuses in Malaysian," Energy, Elsevier, vol. 232(C).
    50. Xie, Qichang & Bai, Dingchuan & Cong, Xiaoping, 2022. "Modeling the dynamic influences of economic growth and financial development on energy consumption in emerging economies: Insights from dynamic nonlinear approaches," Energy Economics, Elsevier, vol. 116(C).
    51. Keho, Yaya, 2016. "What drives energy consumption in developing countries? The experience of selected African countries," Energy Policy, Elsevier, vol. 91(C), pages 233-246.
    52. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    53. Smyth, Russell & Inder, Brett, 2004. "Is Chinese provincial real GDP per capita nonstationary?: Evidence from multiple trend break unit root tests," China Economic Review, Elsevier, vol. 15(1), pages 1-24.
    54. Niels Hermes & Robert Lensink, 2003. "Foreign direct investment, financial development and economic growth," Journal of Development Studies, Taylor & Francis Journals, vol. 40(1), pages 142-163.
    55. Narayan, Paresh Kumar & Wong, Philip, 2009. "A panel data analysis of the determinants of oil consumption: The case of Australia," Applied Energy, Elsevier, vol. 86(12), pages 2771-2775, December.
    56. Sari, Ramazan & Ewing, Bradley T. & Soytas, Ugur, 2008. "The relationship between disaggregate energy consumption and industrial production in the United States: An ARDL approach," Energy Economics, Elsevier, vol. 30(5), pages 2302-2313, September.
    57. Lee, Chien-Chiang, 2006. "The causality relationship between energy consumption and GDP in G-11 countries revisited," Energy Policy, Elsevier, vol. 34(9), pages 1086-1093, June.
    58. Sadorsky, Perry, 2013. "Do urbanization and industrialization affect energy intensity in developing countries?," Energy Economics, Elsevier, vol. 37(C), pages 52-59.
    59. Kim, Hyun Seok & Baek, Jungho, 2013. "Assessing dynamics of crude oil import demand in Korea," Economic Modelling, Elsevier, vol. 35(C), pages 260-263.
    60. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    61. Yue, Shujing & Lu, Rou & Shen, Yongchang & Chen, Hongtao, 2019. "How does financial development affect energy consumption? Evidence from 21 transitional countries," Energy Policy, Elsevier, vol. 130(C), pages 253-262.
    62. Sari, Ramazan & Soytas, Ugur, 2007. "The growth of income and energy consumption in six developing countries," Energy Policy, Elsevier, vol. 35(2), pages 889-898, February.
    63. Katsiaryna Svirydzenka, 2016. "Introducing a New Broad-based Index of Financial Development," IMF Working Papers 2016/005, International Monetary Fund.
    64. Siddiqui, Aaliyah & Kautish, Pradeep & Sharma, Rajesh & Sinha, Avik & Siddiqui, Mujahid, 2022. "Evolving a policy framework discovering the dynamic association between determinants of oil consumption in India," Energy Policy, Elsevier, vol. 169(C).
    65. Lutkepohl, Helmut, 1982. "Non-causality due to omitted variables," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 367-378, August.
    66. Rajesh Sharma & Pradeep Kautish & D. Suresh Kumar, 2021. "Assessing Dynamism of Crude Oil Demand in Middle-Income Countries of South Asia: A Panel Data Investigation," Global Business Review, International Management Institute, vol. 22(1), pages 169-183, February.
    67. Siong, Tang Chung & Kogid, Mori & Alin, James M., 2022. "Asymmetric modeling of fuel consumption in Malaysia," Energy, Elsevier, vol. 239(PA).
    68. Ghosh, Sajal, 2009. "Electricity supply, employment and real GDP in India: evidence from cointegration and Granger-causality tests," Energy Policy, Elsevier, vol. 37(8), pages 2926-2929, August.
    69. Belloumi, Mounir, 2009. "Energy consumption and GDP in Tunisia: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 37(7), pages 2745-2753, July.
    70. Baz, Khan & Xu, Deyi & Ampofo, Gideon Minua Kwaku & Ali, Imad & Khan, Imran & Cheng, Jinhua & Ali, Hashmat, 2019. "Energy consumption and economic growth nexus: New evidence from Pakistan using asymmetric analysis," Energy, Elsevier, vol. 189(C).
    71. Altinay, Galip & Karagol, Erdal, 2004. "Structural break, unit root, and the causality between energy consumption and GDP in Turkey," Energy Economics, Elsevier, vol. 26(6), pages 985-994, November.
    72. Poumanyvong, Phetkeo & Kaneko, Shinji, 2010. "Does urbanization lead to less energy use and lower CO2 emissions? A cross-country analysis," Ecological Economics, Elsevier, vol. 70(2), pages 434-444, December.
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    1. Saadaoui, Haifa & Omri, Emna & Chtourou, Nouri, 2024. "The transition to renewable energies in Tunisia: The asymmetric impacts of technological innovation, government stability, and democracy," Energy, Elsevier, vol. 293(C).

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    More about this item

    Keywords

    Oil consumption; Oil price; Economic growth; Financial development; Industrialization; Non-linear modeling;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy

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