IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v63y2014icp353-365.html
   My bibliography  Save this article

Modeling the causal relationship between energy and growth factors: Journey towards sustainable development

Author

Listed:
  • Mumtaz, Rehma
  • Zaman, Khalid
  • Sajjad, Faiza
  • Lodhi, Muhammad Saeed
  • Irfan, Muhammad
  • Khan, Imran
  • Naseem, Imran

Abstract

The objective of the study was to find the direction of the causality between energy consumption and six broad categories of growth factors i.e., trade factors, education indicators, growth measures, environmental indicators, health variables and population growth in Pakistan over a period of 1975–2010. For this purpose, cointegration and Granger causality tests have been applied. In this study, energy consumption and growth factors are explicitly included in model. The result shows that trade in services, FDI and exports have a significant and positive contribution to increases energy consumption in Pakistan, however, the intensity of the relationship with the energy consumption is different in nature, as exports have around 2.049 percent increases energy consumption, if there is one percent increase in exports. Imports, on the other hand, have a negative relationship with energy consumption in Pakistan. The impact of education indicators (i.e., education expenditure, primary & secondary school enrollment and literacy rate) on energy consumption is positive, which confirms that education has a strategic role in improving energy efficiency. Sectoral growth (i.e., agriculture, industry, manufacturing, services sector and economic growth) have a positive contribution to increase energy consumption in Pakistan. As, agriculture and industry value added serves as an engine of energy, hence, as agriculture modernizes, energy demand increases. Carbon dioxide emission and natural resource depletion both increases energy consumption in Pakistan, however, arable land decreases energy consumption around 1.743 percent. The impact of health care indicators (i.e., health expenditure, life expectancy and mortality) increases the demand for energy. Energy progress has been seen as a factor of supply and demand which explains the growth of health care expenditures. Population indicators (i.e., population growth, urban population, rural population, unemployment and labor force) have a significant and positive association with the energy consumption in Pakistan. The results of Granger causality indicates that there has been a unidirectional causality running towards energy consumption to trade factors (i.e., trade in services, FDI and imports) but not vice versa. The result indicates that energy consumption is found to Granger cause imports, which means that any reductions in energy consumption, energy conservation polices would reduce imports and lessen the benefits of trade. Similarly, energy consumption Granger cause education factors (i.e., primary and secondary school enrollment); growth factors (i.e., agriculture, industry and manufacturing value added); environmental factor (i.e., carbon dioxide emissions); health factor (i.e., mortality) and population measures (i.e., population growth, urban and rural population) but not vice versa, however, the remaining sub-variables are independent in nature and there has been no causality found with the energy consumption in Pakistan. The overall result concludes that causality running towards energy consumption to macroeconomic factors in Pakistan but not other way around.

Suggested Citation

  • Mumtaz, Rehma & Zaman, Khalid & Sajjad, Faiza & Lodhi, Muhammad Saeed & Irfan, Muhammad & Khan, Imran & Naseem, Imran, 2014. "Modeling the causal relationship between energy and growth factors: Journey towards sustainable development," Renewable Energy, Elsevier, vol. 63(C), pages 353-365.
  • Handle: RePEc:eee:renene:v:63:y:2014:i:c:p:353-365
    DOI: 10.1016/j.renene.2013.09.033
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148113005004
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2013.09.033?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. Ang, James B., 2007. "CO2 emissions, energy consumption, and output in France," Energy Policy, Elsevier, vol. 35(10), pages 4772-4778, October.
    2. David I. Stern and Astrid Kander, 2012. "The Role of Energy in the Industrial Revolution and Modern Economic Growth," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3).
    3. Michael A. Toman & Barbora Jemelkova, 2003. "Energy and Economic Development: An Assessment of the State of Knowledge," The Energy Journal, , vol. 24(4), pages 93-112, October.
    4. 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.
    5. Mahmud, Fakhre & Chishti, Salim, 1990. "The demand for energy in the large-scale manufacturing sector of Pakistan," Energy Economics, Elsevier, vol. 12(4), pages 251-254, October.
    6. 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).
    7. Kahsai, Mulugeta S. & Nondo, Chali & Schaeffer, Peter V. & Gebremedhin, Tesfa G., 2012. "Income level and the energy consumption–GDP nexus: Evidence from Sub-Saharan Africa," Energy Economics, Elsevier, vol. 34(3), pages 739-746.
    8. Ebohon, Obas John, 1996. "Energy, economic growth and causality in developing countries : A case study of Tanzania and Nigeria," Energy Policy, Elsevier, vol. 24(5), pages 447-453, May.
    9. Suri, Vivek & Chapman, Duane, 1998. "Economic growth, trade and energy: implications for the environmental Kuznets curve," Ecological Economics, Elsevier, vol. 25(2), pages 195-208, May.
    10. 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.
    11. Sadorsky, Perry, 2012. "Energy consumption, output and trade in South America," Energy Economics, Elsevier, vol. 34(2), pages 476-488.
    12. Apergis, Nicholas & Payne, James E., 2010. "The emissions, energy consumption, and growth nexus: Evidence from the commonwealth of independent states," Energy Policy, Elsevier, vol. 38(1), pages 650-655, January.
    13. van Ruijven, Bas & Urban, Frauke & Benders, René M.J. & Moll, Henri C. & van der Sluijs, Jeroen P. & de Vries, Bert & van Vuuren, Detlef P., 2008. "Modeling Energy and Development: An Evaluation of Models and Concepts," World Development, Elsevier, vol. 36(12), pages 2801-2821, December.
    14. Zaman, Khalid & Khan, Muhammad Mushtaq & Ahmad, Mehboob & Rustam, Rabiah, 2012. "The relationship between agricultural technology and energy demand in Pakistan," Energy Policy, Elsevier, vol. 44(C), pages 268-279.
    15. Asafu-Adjaye, John, 2000. "The relationship between energy consumption, energy prices and economic growth: time series evidence from Asian developing countries," Energy Economics, Elsevier, vol. 22(6), pages 615-625, December.
    16. Dirk Pilat & Paul Schreyer, 2003. "Measuring productivity," OECD Economic Studies, OECD Publishing, vol. 2001(2), pages 127-170.
    17. Andreoni, V. & Galmarini, S., 2012. "Decoupling economic growth from carbon dioxide emissions: A decomposition analysis of Italian energy consumption," Energy, Elsevier, vol. 44(1), pages 682-691.
    18. Lee, Chien-Chiang & Chang, Chun-Ping, 2008. "Energy consumption and economic growth in Asian economies: A more comprehensive analysis using panel data," Resource and Energy Economics, Elsevier, vol. 30(1), pages 50-65, January.
    19. Vaillancourt, Kathleen & Labriet, Maryse & Loulou, Richard & Waaub, Jean-Philippe, 2008. "The role of nuclear energy in long-term climate scenarios: An analysis with the World-TIMES model," Energy Policy, Elsevier, vol. 36(7), pages 2296-2307, July.
    20. Granger, C. W. J., 1981. "Some properties of time series data and their use in econometric model specification," Journal of Econometrics, Elsevier, vol. 16(1), pages 121-130, May.
    21. Zaman, Khalid & Khan, Muhammad Mushtaq & Ahmad, Mehboob & Khilji, Bashir Ahmad, 2012. "The relationship between agricultural technologies and carbon emissions in Pakistan: Peril and promise," Economic Modelling, Elsevier, vol. 29(5), pages 1632-1639.
    22. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    23. Khalid Zaman & Waseem Ikram & Iqtidar Ali Shah, 2010. "Bivariate cointegration between poverty and environment: a case study of Pakistan (1980-2009)," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 53(8), pages 977-989.
    24. Phillips, Peter C B & Ouliaris, S, 1990. "Asymptotic Properties of Residual Based Tests for Cointegration," Econometrica, Econometric Society, vol. 58(1), pages 165-193, January.
    25. World Bank, 2012. "World Development Indicators 2012," World Bank Publications - Books, The World Bank Group, number 6014.
    26. Soytas, Ugur & Sari, Ramazan & Ewing, Bradley T., 2007. "Energy consumption, income, and carbon emissions in the United States," Ecological Economics, Elsevier, vol. 62(3-4), pages 482-489, May.
    27. Rehana Siddiqui, 2004. "Energy and Economic Growth in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 43(2), pages 175-200.
    28. Zaman, Khalid & Khan, Muhammad M. & Ahmad, Mehboob & Rustam, Rabiah, 2012. "Determinants of electricity consumption function in Pakistan: Old wine in a new bottle," Energy Policy, Elsevier, vol. 50(C), pages 623-634.
    29. Pirlogea, Corina & Cicea, Claudiu, 2012. "Econometric perspective of the energy consumption and economic growth relation in European Union," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(8), pages 5718-5726.
    30. Mirza, Umar K. & Ahmad, Nasir & Majeed, Tariq, 2008. "An overview of biomass energy utilization in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(7), pages 1988-1996, September.
    31. Hamit-Haggar, Mahamat, 2012. "Greenhouse gas emissions, energy consumption and economic growth: A panel cointegration analysis from Canadian industrial sector perspective," Energy Economics, Elsevier, vol. 34(1), pages 358-364.
    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. Wang, Liping, 2022. "Research on the dynamic relationship between China's renewable energy consumption and carbon emissions based on ARDL model," Resources Policy, Elsevier, vol. 77(C).
    2. Consolación Quintana-Rojo & Fernando-Evaristo Callejas-Albiñana & Miguel-Ángel Tarancón & Isabel Martínez-Rodríguez, 2020. "Econometric Studies on the Development of Renewable Energy Sources to Support the European Union 2020–2030 Climate and Energy Framework: A Critical Appraisal," Sustainability, MDPI, vol. 12(12), pages 1-26, June.
    3. Zeb, Raheel & Salar, Laleena & Awan, Usama & Zaman, Khalid & Shahbaz, Muhammad, 2014. "Causal links between renewable energy, environmental degradation and economic growth in selected SAARC countries: Progress towards green economy," Renewable Energy, Elsevier, vol. 71(C), pages 123-132.
    4. Arnold, Uwe & Yildiz, Özgür, 2015. "Economic risk analysis of decentralized renewable energy infrastructures – A Monte Carlo Simulation approach," Renewable Energy, Elsevier, vol. 77(C), pages 227-239.
    5. Sebri, Maamar, 2015. "Use renewables to be cleaner: Meta-analysis of the renewable energy consumption–economic growth nexus," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 657-665.
    6. Lau, Lin-Sea & Choong, Chee-Keong & Eng, Yoke-Kee, 2014. "Carbon dioxide emission, institutional quality, and economic growth: Empirical evidence in Malaysia," Renewable Energy, Elsevier, vol. 68(C), pages 276-281.
    7. Ismet Ugursal, V., 2014. "Energy consumption, associated questions and some answers," Applied Energy, Elsevier, vol. 130(C), pages 783-792.
    8. Lee, Seungtaek & Chong, Wai Oswald, 2016. "Causal relationships of energy consumption, price, and CO2 emissions in the U.S. building sector," Resources, Conservation & Recycling, Elsevier, vol. 107(C), pages 220-226.
    9. Shahbaz, Muhammad & Loganathan, Nanthakumar & Zeshan, Mohammad & Zaman, Khalid, 2015. "Does renewable energy consumption add in economic growth? An application of auto-regressive distributed lag model in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 576-585.
    10. Shumin Jiang & Jingtao Guo & Chen Yang & Zhanwen Ding & Lixin Tian, 2017. "Analysis of the Relative Price in China’s Energy Market for Reducing the Emissions from Consumption," Energies, MDPI, vol. 10(5), pages 1-13, May.
    11. Khan, Muhammad Azhar & Khan, Muhammad Zahir & Zaman, Khalid & Irfan, Danish & Khatab, Humera, 2014. "Questing the three key growth determinants: Energy consumption, foreign direct investment and financial development in South Asia," Renewable Energy, Elsevier, vol. 68(C), pages 203-215.
    12. Zeng, Ziqiang & Nasri, Ehsan & Chini, Abdol & Ries, Robert & Xu, Jiuping, 2015. "A multiple objective decision making model for energy generation portfolio under fuzzy uncertainty: Case study of large scale investor-owned utilities in Florida," Renewable Energy, Elsevier, vol. 75(C), pages 224-242.
    13. 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.
    14. Shahbaz, muhammad & Solarin, Sakiru Adebola & Sbia, Rashid & Bibi, Sadia, 2015. "Does Energy Intensity Contribute to CO2 Emissions? A Trivariate Analysis in Selected African Countries," MPRA Paper 64335, University Library of Munich, Germany, revised 19 Mar 2015.

    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. Shahbaz, Muhammad & Zakaria, Muhammad & Shahzad, Syed Jawad Hussain & Mahalik, Mantu Kumar, 2018. "The energy consumption and economic growth nexus in top ten energy-consuming countries: Fresh evidence from using the quantile-on-quantile approach," Energy Economics, Elsevier, vol. 71(C), pages 282-301.
    2. Farhani, Sahbi & Shahbaz, Muhammad & Sbia, Rashid & Chaibi, Anissa, 2014. "What does MENA region initially need: Grow output or mitigate CO2 emissions?," Economic Modelling, Elsevier, vol. 38(C), pages 270-281.
    3. Ahmad, Nisar & Aghdam, Reza FathollahZadeh & Butt, Irfan & Naveed, Amjad, 2020. "Citation-based systematic literature review of energy-growth nexus: An overview of the field and content analysis of the top 50 influential papers," Energy Economics, Elsevier, vol. 86(C).
    4. Farhani, Sahbi & Shahbaz, Muhammad & Sbia, Rashid, 2013. "What is MENA Region Initially Needed: Grow Output or Mitigate CO2 Emissions?," MPRA Paper 48859, University Library of Munich, Germany, revised 05 Aug 2013.
    5. repec:ipg:wpaper:2014-529 is not listed on IDEAS
    6. Al Mamun, Md. & Sohag, Kazi & Hannan Mia, Md. Abdul & Salah Uddin, Gazi & Ozturk, Ilhan, 2014. "Regional differences in the dynamic linkage between CO2 emissions, sectoral output and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 1-11.
    7. Belke, Ansgar & Dobnik, Frauke & Dreger, Christian, 2011. "Energy consumption and economic growth: New insights into the cointegration relationship," Energy Economics, Elsevier, vol. 33(5), pages 782-789, September.
    8. Onafowora, Olugbenga A. & Owoye, Oluwole, 2014. "Bounds testing approach to analysis of the environment Kuznets curve hypothesis," Energy Economics, Elsevier, vol. 44(C), pages 47-62.
    9. Jaruwan Chontanawat, 2020. "Dynamic Modelling of Causal Relationship between Energy Consumption, CO 2 Emission, and Economic Growth in SE Asian Countries," Energies, MDPI, vol. 13(24), pages 1-27, December.
    10. Zheng, Wei & Walsh, Patrick Paul, 2019. "Economic growth, urbanization and energy consumption — A provincial level analysis of China," Energy Economics, Elsevier, vol. 80(C), pages 153-162.
    11. Ana-Maria Bercu & Gigel Paraschiv & Dan Lupu, 2019. "Investigating the Energy–Economic Growth–Governance Nexus: Evidence from Central and Eastern European Countries," Sustainability, MDPI, vol. 11(12), pages 1-21, June.
    12. Wei Zheng & Patrick Paul Walsh, 2018. "Economic growth, urbanization and energy consumption," Working Papers 201817, Geary Institute, University College Dublin.
    13. Muhammad, Shahbaz & Lean, Hooi Hooi & Muhammad, Shahbaz Shabbir, 2011. "Environmental Kuznets Curve and the role of energy consumption in Pakistan," MPRA Paper 34929, University Library of Munich, Germany, revised 22 Nov 2011.
    14. Le Hoang Phong & Dang Thi Bach Van & Ho Hoang Gia Bao, 2018. "The Role of Globalization on CO2 Emission in Vietnam Incorporating Industrialization, Urbanization, GDP per Capita and Energy Use," International Journal of Energy Economics and Policy, Econjournals, vol. 8(6), pages 275-283.
    15. P. Srinivasan & Inder Siddanth Ravindra, 2015. "Causality among Energy Consumption, CO2 Emission, Economic Growth and Trade," Foreign Trade Review, , vol. 50(3), pages 168-189, August.
    16. Ben Jebli, Mehdi & Ben Youssef, Slim, 2015. "The environmental Kuznets curve, economic growth, renewable and non-renewable energy, and trade in Tunisia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 47(C), pages 173-185.
    17. Omri, Anis & Daly, Saida & Rault, Christophe & Chaibi, Anissa, 2015. "Financial development, environmental quality, trade and economic growth: What causes what in MENA countries," Energy Economics, Elsevier, vol. 48(C), pages 242-252.
    18. Sandip SARKER & Arifuzzaman KHAN & Rezwan MAHMOOD, 2016. "FDI, Economic Growth, Energy Consumption & Environmental Nexus in Bangladesh," Economics and Applied Informatics, "Dunarea de Jos" University of Galati, Faculty of Economics and Business Administration, issue 1, pages 33-44.
    19. Dergiades, Theologos & Martinopoulos, Georgios & Tsoulfidis, Lefteris, 2013. "Energy consumption and economic growth: Parametric and non-parametric causality testing for the case of Greece," Energy Economics, Elsevier, vol. 36(C), pages 686-697.
    20. Jean Vasile Andrei & Mihai Mieila & Mirela Panait, 2017. "The impact and determinants of the energy paradigm on economic growth in European Union," PLOS ONE, Public Library of Science, vol. 12(3), pages 1-17, March.
    21. Lee, Jung Wan, 2013. "The contribution of foreign direct investment to clean energy use, carbon emissions and economic growth," Energy Policy, Elsevier, vol. 55(C), pages 483-489.

    More about this item

    Keywords

    Energy; Trade; Education; Health; Environment; Pakistan;
    All these keywords.

    Lists

    This item is featured on the following reading lists, Wikipedia, or ReplicationWiki pages:
    1. Recognized plagiarism

    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:renene:v:63:y:2014:i:c:p:353-365. 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/renewable-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.