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Foreign Direct Investment in the Power and Energy Sector, Energy Consumption, and Economic Growth: Empirical Evidence from Pakistan

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  • Rashid Latief

    (College of Finance, Nanjing Agricultural University, Nanjing 210095, China)

  • Lin Lefen

    (College of Finance, Nanjing Agricultural University, Nanjing 210095, China)

Abstract

Pakistan significantly contributes to the overall economy of South Asia, but, for many years, it has been facing a severe energy crisis. Despite the robust economic growth and a sharp increase in energy demand, no deliberate efforts have been made to meet the energy demand of the country. Similar to other developing countries, foreign direct investment (FDI) plays a key role in the economic development of this country. Pakistan receives FDI from many countries in various sectors of the economy. This paper aims to highlight the present situation of the power and energy sector of Pakistan (PESP), and empirically analyze the causality among the FDI in the power and energy sector, the energy consumption, and the economic growth of Pakistan for the period 1990–2017. The Johansen co-integration and Granger causality tests were employed to find the causal relationships among the variables of interest in the short-run and the long-run. The sector-wise flow of FDI reveals that the power and energy sector of Pakistan (PESP) has comparatively received a higher amount of FDI than other sectors of the economy in recent years. Furthermore, trends of energy production and energy usage reveal a substantial gap in previous years. The results confirm a positive bi-directional short-run causal relationship between economic growth and energy consumption. The results also reveal the presence of long-run causality in the equation of energy consumption. Considering the current situation of PESP, policy-makers should formulate policies to attain the minimum debt level and discourage loan-based investment. Such policies would be helpful to control the severe energy crisis and increase economic growth.

Suggested Citation

  • Rashid Latief & Lin Lefen, 2019. "Foreign Direct Investment in the Power and Energy Sector, Energy Consumption, and Economic Growth: Empirical Evidence from Pakistan," Sustainability, MDPI, vol. 11(1), pages 1-21, January.
    • Handle: RePEc:gam:jsusta:v:11:y:2019:i:1:p:192-:d:194431
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    as
    1. Hao, Yu & Wang, Ling'ou & Zhu, Lingyun & Ye, Minjie, 2018. "The dynamic relationship between energy consumption, investment and economic growth in China's rural area: New evidence based on provincial panel data," Energy, Elsevier, vol. 154(C), pages 374-382.
    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. Balasubramanyam, V N & Salisu, M & Sapsford, David, 1996. "Foreign Direct Investment and Growth in EP and IS Countries," Economic Journal, Royal Economic Society, vol. 106(434), pages 92-105, January.
    4. Zhang, Xing-Ping & Cheng, Xiao-Mei, 2009. "Energy consumption, carbon emissions, and economic growth in China," Ecological Economics, Elsevier, vol. 68(10), pages 2706-2712, August.
    5. Chandran Govindaraju, V.G.R. & Tang, Chor Foon, 2013. "The dynamic links between CO2 emissions, economic growth and coal consumption in China and India," Applied Energy, Elsevier, vol. 104(C), pages 310-318.
    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. Paul, Shyamal & Bhattacharya, Rabindra N., 2004. "Causality between energy consumption and economic growth in India: a note on conflicting results," Energy Economics, Elsevier, vol. 26(6), pages 977-983, November.
    8. Belloumi, Mounir, 2014. "The relationship between trade, FDI and economic growth in Tunisia: An application of the autoregressive distributed lag model," Economic Systems, Elsevier, vol. 38(2), pages 269-287.
    9. Iamsiraroj, Sasi, 2016. "The foreign direct investment–economic growth nexus," International Review of Economics & Finance, Elsevier, vol. 42(C), pages 116-133.
    10. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    11. 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.
    12. Shahbaz, Muhammad & Zeshan, Muhammad & Afza, Talat, 2012. "Is energy consumption effective to spur economic growth in Pakistan? New evidence from bounds test to level relationships and Granger causality tests," Economic Modelling, Elsevier, vol. 29(6), pages 2310-2319.
    13. Huang, Bwo-Nung & Hwang, M.J. & Yang, C.W., 2008. "Causal relationship between energy consumption and GDP growth revisited: A dynamic panel data approach," Ecological Economics, Elsevier, vol. 67(1), pages 41-54, August.
    14. Dierk Herzer, 2012. "How Does Foreign Direct Investment Really Affect Developing Countries' Growth?," Review of International Economics, Wiley Blackwell, vol. 20(2), pages 396-414, May.
    15. Stoneman, Colin, 1975. "Foreign capital and economic growth," World Development, Elsevier, vol. 3(1), pages 11-26, January.
    16. Erdal, Gülistan & Erdal, Hilmi & Esengün, Kemal, 2008. "The causality between energy consumption and economic growth in Turkey," Energy Policy, Elsevier, vol. 36(10), pages 3838-3842, October.
    17. 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).
    18. Sang-Do Park, 2018. "The Nexus of FDI, R&D, and Human Capital on Chinese Sustainable Development: Evidence from a Two-Step Approach," Sustainability, MDPI, vol. 10(6), pages 1-23, June.
    19. Mah, Jai S., 2010. "Foreign direct investment inflows and economic growth of China," Journal of Policy Modeling, Elsevier, vol. 32(1), pages 155-158, January.
    20. Syed Sajid Ali & Sadia Badar, 2010. "Dynamics of Circular Debt in Pakistan and Its Resolution," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 15(Special E), pages 61-74, September.
    21. Adams, Samuel, 2009. "Foreign Direct investment, domestic investment, and economic growth in Sub-Saharan Africa," Journal of Policy Modeling, Elsevier, vol. 31(6), pages 939-949, November.
    22. Lee, Chien-Chiang & Chang, Chun-Ping & Chen, Pei-Fen, 2008. "Energy-income causality in OECD countries revisited: The key role of capital stock," Energy Economics, Elsevier, vol. 30(5), pages 2359-2373, September.
    23. Bornschier, Volker, 1980. "Multinational corporations and economic growth : A cross-national test of the decapitalization thesis," Journal of Development Economics, Elsevier, vol. 7(2), pages 191-210, April.
    24. Yoo, S.-H., 2006. "The causal relationship between electricity consumption and economic growth in the ASEAN countries," Energy Policy, Elsevier, vol. 34(18), pages 3573-3582, December.
    25. Omri, Anis & Kahouli, Bassem, 2014. "Causal relationships between energy consumption, foreign direct investment and economic growth: Fresh evidence from dynamic simultaneous-equations models," Energy Policy, Elsevier, vol. 67(C), pages 913-922.
    26. Changwen Zhao & Jiang Du, 2007. "Causality Between FDI and Economic Growth in China," Chinese Economy, Taylor & Francis Journals, vol. 40(6), pages 68-82, November.
    27. Priya Gupta & Archana Singh, 2016. "Causal nexus between foreign direct investment and economic growth," Journal of Advances in Management Research, Emerald Group Publishing Limited, vol. 13(2), pages 179-202, August.
    28. Rafique, M. Mujahid & Rehman, S., 2017. "National energy scenario of Pakistan – Current status, future alternatives, and institutional infrastructure: An overview," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 156-167.
    29. Gui-Diby, Steve Loris, 2014. "Impact of foreign direct investments on economic growth in Africa: Evidence from three decades of panel data analyses," Research in Economics, Elsevier, vol. 68(3), pages 248-256.
    30. 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.
    31. Lise, Wietze & Van Montfort, Kees, 2007. "Energy consumption and GDP in Turkey: Is there a co[hyphen (true graphic)]integration relationship?," Energy Economics, Elsevier, vol. 29(6), pages 1166-1178, November.
    32. Khatun, Fahmida & Ahamad, Mazbahul, 2015. "Foreign direct investment in the energy and power sector in Bangladesh: Implications for economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1369-1377.
    33. Komal, Rabia & Abbas, Faisal, 2015. "Linking financial development, economic growth and energy consumption in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 44(C), pages 211-220.
    34. Khuda Bakhsh & Sobia Rose & Muhammad Faisal Ali & Najid Ahmad & Muhammad Shahbaz, 2017. "Economic growth, CO2 emissions, renewable waste and FDI relation in Pakistan: New evidences from 3SLS," Post-Print hal-02000433, HAL.
    35. Stern, David I., 1997. "Limits to substitution and irreversibility in production and consumption: A neoclassical interpretation of ecological economics," Ecological Economics, Elsevier, vol. 21(3), pages 197-215, June.
    36. Jai Sheen Mah, 2010. "Foreign Direct Investment Inflows and Economic Growth: The Case of Korea," Review of Development Economics, Wiley Blackwell, vol. 14(4), pages 726-735, November.
    37. Mahmood, Anzar & Javaid, Nadeem & Zafar, Adnan & Ali Riaz, Raja & Ahmed, Saeed & Razzaq, Sohail, 2014. "Pakistan's overall energy potential assessment, comparison of LNG, TAPI and IPI gas projects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 31(C), pages 182-193.
    38. Lee, Chien-Chiang & Chang, Chun-Ping, 2007. "Energy consumption and GDP revisited: A panel analysis of developed and developing countries," Energy Economics, Elsevier, vol. 29(6), pages 1206-1223, November.
    39. Masih, Abul M. M. & Masih, Rumi, 1996. "Energy consumption, real income and temporal causality: results from a multi-country study based on cointegration and error-correction modelling techniques," Energy Economics, Elsevier, vol. 18(3), pages 165-183, July.
    40. Chakraborty, Chandana & Nunnenkamp, Peter, 2008. "Economic Reforms, FDI, and Economic Growth in India: A Sector Level Analysis," World Development, Elsevier, vol. 36(7), pages 1192-1212, July.
    41. Anwar, Sajid & Sun, Sizhong, 2011. "Financial development, foreign investment and economic growth in Malaysia," Journal of Asian Economics, Elsevier, vol. 22(4), pages 335-342, August.
    42. Bowden, Nicholas & Payne, James E., 2009. "The causal relationship between U.S. energy consumption and real output: A disaggregated analysis," Journal of Policy Modeling, Elsevier, vol. 31(2), pages 180-188.
    43. Rashid Latief & Lin Lefen, 2018. "The Effect of Exchange Rate Volatility on International Trade and Foreign Direct Investment (FDI) in Developing Countries along “One Belt and One Road”," IJFS, MDPI, vol. 6(4), pages 1-22, October.
    44. Belloumi, Mounir, 2009. "Energy consumption and GDP in Tunisia: Cointegration and causality analysis," Energy Policy, Elsevier, vol. 37(7), pages 2745-2753, July.
    45. Oh, Wankeun & Lee, Kihoon, 2004. "Causal relationship between energy consumption and GDP revisited: the case of Korea 1970-1999," Energy Economics, Elsevier, vol. 26(1), pages 51-59, January.
    46. Alshehry, Atef Saad & Belloumi, Mounir, 2015. "Energy consumption, carbon dioxide emissions and economic growth: The case of Saudi Arabia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 237-247.
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