IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v214y2021ics0360544220320417.html
   My bibliography  Save this article

Energy-environment-economy causal nexus in Pakistan: A graph theoretic approach

Author

Listed:
  • Fazal, Rizwan
  • Rehman, Syed Aziz Ur
  • Rehman, Atiq Ur
  • Bhatti, Muhammad Ishaq
  • Hussain, Anwar

Abstract

Planning process focusing on Energy-Environment-Economy nexus heavily relies upon the results of causality studies for policy and decision guidance. These studies are mostly aimed to determine the true direction of the causal-path among key variables such as energy consumption, economic growth and GHGs emissions. However, there are some weak points attached to already available methods and their variants such as Granger type causality tests and Peter and Clark (PC) algorithms based on Graph theoretic approach. Swanson and Granger (1997) [89] used the vector autoregressive (VAR) residuals in the PC algorithms to find the causal ordering in time series. However, these residuals carry only contemporaneous information about cross-variable effect and remove the past information. This study modified the original PC algorithms based on modified R-residuals test to analyze the causal relationship between energy consumption, economic growth and GHGs emissions in Pakistan. The results reveal that, unidirectional causality is running from economic growth towards CO2 emissions. However, no causality is running from energy consumption towards economic growth and vice-versa. This is due to the fact that, a significant portion of energy is consumed in residential and transportation sectors, both of which does not contribute to economic growth in long-run.

Suggested Citation

  • Fazal, Rizwan & Rehman, Syed Aziz Ur & Rehman, Atiq Ur & Bhatti, Muhammad Ishaq & Hussain, Anwar, 2021. "Energy-environment-economy causal nexus in Pakistan: A graph theoretic approach," Energy, Elsevier, vol. 214(C).
  • Handle: RePEc:eee:energy:v:214:y:2021:i:c:s0360544220320417
    DOI: 10.1016/j.energy.2020.118934
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544220320417
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2020.118934?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. Muhammad Arshad Khan & Usman Ahmad, 2008. "Energy Demand in Pakistan: A Disaggregate Analysis," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 47(4), pages 437-455.
    2. Shahbaz, Muhammad & Lean, Hooi Hooi, 2012. "The dynamics of electricity consumption and economic growth: A revisit study of their causality in Pakistan," Energy, Elsevier, vol. 39(1), pages 146-153.
    3. 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.
    4. Shahbaz, Muhammad & Lean, Hooi Hooi & Farooq, Abdul, 2013. "Natural gas consumption and economic growth in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 87-94.
    5. Zamani, Mehrzad, 2007. "Energy consumption and economic activities in Iran," Energy Economics, Elsevier, vol. 29(6), pages 1135-1140, November.
    6. Selva Demiralp & Kevin D. Hoover & Stephen J. Perez, 2008. "A Bootstrap Method for Identifying and Evaluating a Structural Vector Autoregression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(4), pages 509-533, August.
    7. 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.
    8. Zellner, Arnold, 1979. "Causality and econometrics," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 10(1), pages 9-54, January.
    9. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    10. 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.
    11. Selva Demiralp & Kevin D. Hoover, 2003. "Searching for the Causal Structure of a Vector Autoregression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(s1), pages 745-767, December.
    12. Qazi Muhammad Adnan Hye & Sana Riaz, 2008. "Causality between Energy Consumption and Economic Growth: The Case of Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 13(2), pages 45-58, Jul-Dec.
    13. Arouri, Mohamed El Hedi & Ben Youssef, Adel & M'henni, Hatem & Rault, Christophe, 2012. "Energy consumption, economic growth and CO2 emissions in Middle East and North African countries," Energy Policy, Elsevier, vol. 45(C), pages 342-349.
    14. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    15. Ziad Alahdad, 2012. "Pakistan’s Energy Sector: From Crisis to Crisis-Breaking the Chain," PIDE Monograph Series 2012:6, Pakistan Institute of Development Economics.
    16. Piero Mazzarisi & Silvia Zaoli & Carlo Campajola & Fabrizio Lillo, 2020. "Tail Granger causalities and where to find them: extreme risk spillovers vs. spurious linkages," Papers 2005.01160, arXiv.org, revised May 2021.
    17. Raza, Syed Ali & Shahbaz, Muhammad & Nguyen, Duc Khuong, 2015. "Energy conservation policies, growth and trade performance: Evidence of feedback hypothesis in Pakistan," Energy Policy, Elsevier, vol. 80(C), pages 1-10.
    18. Rehman, Atiq-ur- & Malik, Muhammad Irfan, 2014. "The modified R a robust measure of association for time series," MPRA Paper 60025, University Library of Munich, Germany.
    19. Mazzarisi, Piero & Zaoli, Silvia & Campajola, Carlo & Lillo, Fabrizio, 2020. "Tail Granger causalities and where to find them: Extreme risk spillovers vs spurious linkages," Journal of Economic Dynamics and Control, Elsevier, vol. 121(C).
    20. Alam, Shaista & Fatima, Ambreen & Butt, Muhammad S., 2007. "Sustainable development in Pakistan in the context of energy consumption demand and environmental degradation," Journal of Asian Economics, Elsevier, vol. 18(5), pages 825-837, October.
    21. 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.
    22. Ahmed, Mumtaz & Riaz, Khalid & Maqbool Khan, Atif & Bibi, Salma, 2015. "Energy consumption–economic growth nexus for Pakistan: Taming the untamed," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 890-896.
    23. ASGHAR, Zahid, 2008. "Energy–Gdp Relationship: A Causal Analysis For The Five Countries Of South Asia," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 8(1), pages 167-180.
    24. Selva Demiralp & Kevin D. Hoover, 2003. "Searching for the Causal Structure of a Vector Autoregression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(s1), pages 745-767, December.
    25. Nunung Nuryartono & Muhamad Amin Rifai, 2017. "Analysis of Causality Between Economic Growth, Energy Consumption and Carbon Dioxide Emissions in 4 ASEAN Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 7(6), pages 141-152.
    26. Zahid Asghar & Nighat Jahandad, 2010. "Causal order between money, income and price through graph theoretic approach for Pakistan," Economics Bulletin, AccessEcon, vol. 30(3), pages 2515-2523.
    27. Nasir, Muhammad & Ur Rehman, Faiz, 2011. "Environmental Kuznets Curve for carbon emissions in Pakistan: An empirical investigation," Energy Policy, Elsevier, vol. 39(3), pages 1857-1864, March.
    28. Sims, Christopher A, 1972. "Money, Income, and Causality," American Economic Review, American Economic Association, vol. 62(4), pages 540-552, September.
    29. Hoover, Kevin D., 2005. "Automatic Inference Of The Contemporaneous Causal Order Of A System Of Equations," Econometric Theory, Cambridge University Press, vol. 21(1), pages 69-77, February.
    30. Rehana Siddiqui, 2004. "Energy and Economic Growth in Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 43(2), pages 175-200.
    31. Arshad, Ameena & Zakaria, Muhammad & Junyang, Xi, 2016. "Energy prices and economic growth in Pakistan: A macro-econometric analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 25-33.
    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. Peng, Honggang & Xiao, Zhi & Wang, Jianqiang & Li, Jian, 2021. "A decision support framework for new energy selection in rural areas from the perspectives of information reliability and criterion non-compensation," Energy, Elsevier, vol. 235(C).
    2. Fazal, Rizwan & Bhatti, M. Ishaq & Rehman, Atiq Ur, 2022. "Causality Analysis: The study of Size and Power based on riz-PC Algorithm of Graph Theoretic Approach," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    3. A. S. M. Sohel Azad & Aziz Hayat & Huson Joher Ali Ahmed, 2024. "Does the energy sector serve as a hedge and safe haven?," Annals of Operations Research, Springer, vol. 339(1), pages 369-395, August.
    4. Elyas Abdulahi Mohamued & Masood Ahmed & Paula Pypłacz & Katarzyna Liczmańska-Kopcewicz & Muhammad Asif Khan, 2021. "Global Oil Price and Innovation for Sustainability: The Impact of R&D Spending, Oil Price and Oil Price Volatility on GHG Emissions," Energies, MDPI, vol. 14(6), pages 1-18, March.
    5. Seemab Ahmad & Dilawar Khan & Róbert Magda, 2022. "Assessing the Influence of Financial Inclusion on Environmental Degradation in the ASEAN Region through the Panel PMG-ARDL Approach," Sustainability, MDPI, vol. 14(12), pages 1-17, June.
    6. Xaviery N. Penisa & Michael T. Castro & Jethro Daniel A. Pascasio & Eugene A. Esparcia & Oliver Schmidt & Joey D. Ocon, 2020. "Projecting the Price of Lithium-Ion NMC Battery Packs Using a Multifactor Learning Curve Model," Energies, MDPI, vol. 13(20), pages 1-18, October.
    7. Muhammad Ishaq Bhatti & Jae H. Kim, 2020. "Towards a New Paradigm for Statistical Evidence in the Use of p -Value," Econometrics, MDPI, vol. 9(1), pages 1-3, December.
    8. Rizwan Fazal & Syed Aziz Ur Rehman & Muhammad Ishaq Bhatti & Atiq Ur Rehman & Fariha Arooj & Umar Hayat, 2021. "A Cross-Sectoral Investigation of the Energy–Environment–Economy Causal Nexus in Pakistan: Policy Suggestions for Improved Energy Management," Energies, MDPI, vol. 14(17), pages 1-22, September.

    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. Fazal, Rizwan & Rehman, Syed Aziz Ur & Bhatti, M. Ishaq, 2022. "Graph theoretic approach to expose the energy-induced crisis in Pakistan," Energy Policy, Elsevier, vol. 169(C).
    2. Rizwan Fazal & Syed Aziz Ur Rehman & Muhammad Ishaq Bhatti & Atiq Ur Rehman & Fariha Arooj & Umar Hayat, 2021. "A Cross-Sectoral Investigation of the Energy–Environment–Economy Causal Nexus in Pakistan: Policy Suggestions for Improved Energy Management," Energies, MDPI, vol. 14(17), pages 1-22, September.
    3. Syed Aziz Ur Rehman & Yanpeng Cai & Rizwan Fazal & Gordhan Das Walasai & Nayyar Hussain Mirjat, 2017. "An Integrated Modeling Approach for Forecasting Long-Term Energy Demand in Pakistan," Energies, MDPI, vol. 10(11), pages 1-23, November.
    4. Ur Rehman, Syed Aziz & Cai, Yanpeng & Mirjat, Nayyar Hussain & Walasai, Gordhan Das & Nafees, Mohammad, 2019. "Energy-environment-economy nexus in Pakistan: Lessons from a PAK-TIMES model," Energy Policy, Elsevier, vol. 126(C), pages 200-211.
    5. Sana Bashir & Iftikhar Ahmad & Sajid Rashid Ahmad, 2018. "Low-Emission Modeling for Energy Demand in the Household Sector: A Study of Pakistan as a Developing Economy," Sustainability, MDPI, vol. 10(11), pages 1-17, October.
    6. Solarin, Sakiru Adebola & Shahbaz, Muhammad, 2015. "Natural gas consumption and economic growth: The role of foreign direct investment, capital formation and trade openness in Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 835-845.
    7. Fazal, Rizwan & Bhatti, M. Ishaq & Rehman, Atiq Ur, 2022. "Causality Analysis: The study of Size and Power based on riz-PC Algorithm of Graph Theoretic Approach," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    8. Destek, Mehmet Akif, 2016. "Natural gas consumption and economic growth: Panel evidence from OECD countries," Energy, Elsevier, vol. 114(C), pages 1007-1015.
    9. Shahbaz, Muhammad & Lean, Hooi Hooi & Farooq, Abdul, 2013. "Natural gas consumption and economic growth in Pakistan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 87-94.
    10. repec:ipg:wpaper:2014-289 is not listed on IDEAS
    11. Nawaz, Kishwar & Lahiani, Amine & Roubaud, David, 2023. "Do natural resources determine energy consumption in Pakistan? The importance of quantile asymmetries," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 200-211.
    12. Yıldırım, Ertugrul & Sukruoglu, Deniz & Aslan, Alper, 2014. "Energy consumption and economic growth in the next 11 countries: The bootstrapped autoregressive metric causality approach," Energy Economics, Elsevier, vol. 44(C), pages 14-21.
    13. Shahbaz, Muhammad & Arouri, Mohamed & Teulon, Frédéric, 2014. "Short- and long-run relationships between natural gas consumption and economic growth: Evidence from Pakistan," Economic Modelling, Elsevier, vol. 41(C), pages 219-226.
    14. Ahmed, Mumtaz & Riaz, Khalid & Maqbool Khan, Atif & Bibi, Salma, 2015. "Energy consumption–economic growth nexus for Pakistan: Taming the untamed," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 890-896.
    15. Roubaud, David & Shahbaz, Muhammad, 2018. "Financial Development, Economic Growth, and Electricity Demand: A Sector Analysis of an Emerging Economy," MPRA Paper 87212, University Library of Munich, Germany, revised 06 Jun 2018.
    16. Muhammad, Shahbaz & V G R, Chandran & Pervaiz, Azeem, 2011. "Natural gas consumption and economic growth: cointegration, causality and forecast error variance decomposition tests for Pakistan," MPRA Paper 35103, University Library of Munich, Germany, revised 30 Nov 2011.
    17. Tiba, Sofien & Omri, Anis, 2017. "Literature survey on the relationships between energy, environment and economic growth," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1129-1146.
    18. Sofien, Tiba & Omri, Anis, 2016. "Literature survey on the relationships between energy variables, environment and economic growth," MPRA Paper 82555, University Library of Munich, Germany, revised 14 Sep 2016.
    19. Zahid ASGHAR & Tayyaba RAHAT, 2011. "Energy-Gdp Causal Relationship For Pakistan: A Graph Theoretic Approach," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 11(1).
    20. Solarin, Sakiru Adebola & Ozturk, Ilhan, 2016. "The relationship between natural gas consumption and economic growth in OPEC members," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1348-1356.
    21. Muhammad Yousaf Raza & Muhammad Tauqir Sultan Shah, 2020. "Analysis of coal-related energy consumption in Pakistan: an alternative energy resource to fuel economic development," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(7), pages 6149-6170, October.

    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:214:y:2021:i:c:s0360544220320417. 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.