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The role of shadow economy to determine CO2 emission in Pakistan: evidence from novel dynamic simulated ARDL model and wavelet coherence analysis

Author

Listed:
  • Muhammad Ahad

    (Beijing Institute of Technology
    The University of Lahore)

  • Zulfiqar Ali Imran

    (The University of Lahore)

Abstract

In the race of economic development, the environment is compromising, especially in developing countries. Literature has highlighted many factors that have been causing CO2 emissions. The identification of factors behind environmental degradation is important to control them for a sustainable environment. In this regard, this study also identifies the role of the shadow economy for CO2 emission in the case of Pakistan. Furthermore, the impact of official/formal, GDP and true/actual GDP are also checked on CO2 emission function along with energy consumption and urbanization in Pakistan. The annual time series data from 1972 to 2018 is utilized. A novel dynamic autoregressive distributed lag simulation is employed to confirm the existence of cointegration. Moreover, this novel approach also estimates, stimulates, and plots to show a positive and negative change in variables on graphs. The estimated results confirm the long-run association between CO2 emission and its determinants in the case of Pakistan. A positive and significant impact of shadow, official and true GDP along with energy consumption and urbanization illustrate that shadow economy is contributing toward urbanization via huge investment in real estate that leads to higher urbanization which further increases the energy consumption particularly nonrenewable energy, natural gas, and coal consumption. Government and policymakers should introduce new controls and strengthen the existing ones to control CO2 emission via a decrease in the size of the shadow economy. Moreover, unplanned and irregular urbanization should be regular and documented to control illegal/shadow activities, hence, decreasing the nonrenewable energy consumption.

Suggested Citation

  • Muhammad Ahad & Zulfiqar Ali Imran, 2023. "The role of shadow economy to determine CO2 emission in Pakistan: evidence from novel dynamic simulated ARDL model and wavelet coherence analysis," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(4), pages 3043-3071, April.
  • Handle: RePEc:spr:endesu:v:25:y:2023:i:4:d:10.1007_s10668-022-02164-2
    DOI: 10.1007/s10668-022-02164-2
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    as
    1. Dasgupta, Susmita & Hong, Jong Ho & Laplante, Benoit & Mamingi, Nlandu, 2006. "Disclosure of environmental violations and stock market in the Republic of Korea," Ecological Economics, Elsevier, vol. 58(4), pages 759-777, July.
    2. Pao, Hsiao-Tien & Yu, Hsiao-Cheng & Yang, Yeou-Herng, 2011. "Modeling the CO2 emissions, energy use, and economic growth in Russia," Energy, Elsevier, vol. 36(8), pages 5094-5100.
    3. Karanfil, Fatih, 2008. "Energy consumption and economic growth revisited: Does the size of unrecorded economy matter?," Energy Policy, Elsevier, vol. 36(8), pages 3019-3025, August.
    4. Soren Jordan & Andrew Q. Philips, 2018. "Cointegration testing and dynamic simulations of autoregressive distributed lag modelsJournal: Stata Journal," Stata Journal, StataCorp LP, vol. 18(4), pages 902-923, December.
    5. Feige,Edgar L. (ed.), 2007. "The Underground Economies," Cambridge Books, Cambridge University Press, number 9780521032841.
    6. Simplice A. Asongu & Rexon T. Nting & Joseph Nnanna, 2020. "Linkages between Globalisation, Carbon Dioxide Emissions and Governance in Sub-Saharan Africa," International Journal of Public Administration, Taylor & Francis Journals, vol. 43(11), pages 949-963, August.
    7. Farhani, Sahbi & Chaibi, Anissa & Rault, Christophe, 2014. "CO2 emissions, output, energy consumption, and trade in Tunisia," Economic Modelling, Elsevier, vol. 38(C), pages 426-434.
    8. Awosusi Abraham Ayobamiji & Demet Beton Kalmaz, 2020. "Reinvestigating the determinants of environmental degradation in Nigeria," International Journal of Economic Policy in Emerging Economies, Inderscience Enterprises Ltd, vol. 13(1), pages 52-71.
    9. Schneider, Friedrich, 2005. "Shadow economies around the world: what do we really know?," European Journal of Political Economy, Elsevier, vol. 21(3), pages 598-642, September.
    10. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    11. Shahbaz, Muhammad & Mutascu, Mihai & Tiwari, Aviral Kumar, 2012. "Revisiting the Relationship between Electricity Consumption, Capital and Economic Growth: Cointegration and Causality Analysis in Romania," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 97-120, September.
    12. 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.
    13. 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.
    14. repec:ipg:wpaper:2014-582 is not listed on IDEAS
    15. Sharma, Susan Sunila, 2011. "Determinants of carbon dioxide emissions: Empirical evidence from 69 countries," Applied Energy, Elsevier, vol. 88(1), pages 376-382, January.
    16. Friedrich Schneider & Dominik Enste, 1999. "Shadow Economies Around the World - Size, Causes, and Consequences," CESifo Working Paper Series 196, CESifo.
    17. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    18. William Brock & M. Taylor, 2010. "The Green Solow model," Journal of Economic Growth, Springer, vol. 15(2), pages 127-153, June.
    19. Leandro Medina & Mr. Friedrich Schneider, 2018. "Shadow Economies Around the World: What Did We Learn Over the Last 20 Years?," IMF Working Papers 2018/017, International Monetary Fund.
    20. Phillip Cagan, 1958. "The Demand for Currency Relative to the Total Money Supply," Journal of Political Economy, University of Chicago Press, vol. 66, pages 303-303.
    21. Karanfil, Fatih & Ozkaya, Ata, 2007. "Estimation of real GDP and unrecorded economy in Turkey based on environmental data," Energy Policy, Elsevier, vol. 35(10), pages 4902-4908, October.
    22. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    23. Liu, Xuyi & Zhang, Shun & Bae, Junghan, 2017. "The nexus of renewable energy-agriculture-environment in BRICS," Applied Energy, Elsevier, vol. 204(C), pages 489-496.
    24. Cosimo Magazzino, 2016. "The relationship between real GDP, CO2 emissions, and energy use in the GCC countries: A time series approach," Cogent Economics & Finance, Taylor & Francis Journals, vol. 4(1), pages 1152729-115, December.
    25. 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.
    26. Shahbaz, Muhammad & Sinha, Avik, 2019. "Environmental Kuznets Curve for CO2 emission: A survey of empirical literature," MPRA Paper 100257, University Library of Munich, Germany, revised 2019.
    27. Al-Mulali, Usama & Ozturk, Ilhan, 2015. "The effect of energy consumption, urbanization, trade openness, industrial output, and the political stability on the environmental degradation in the MENA (Middle East and North African) region," Energy, Elsevier, vol. 84(C), pages 382-389.
    28. Hassan, Mai & Schneider, Friedrich, 2016. "Size and Development of the Shadow Economies of 157 Countries Worldwide: Updated and New Measures from 1999 to 2013," IZA Discussion Papers 10281, Institute of Labor Economics (IZA).
    29. Marcel Kohler, 2013. "CO2 Emissions, Energy Consumption, Income and Foreign Trade: A South African Perspective," Working Papers 356, Economic Research Southern Africa.
    30. Husam Rjoub & Jamiu Adetola Odugbesan & Tomiwa Sunday Adebayo & Wing-Keung Wong, 2021. "Sustainability of the Moderating Role of Financial Development in the Determinants of Environmental Degradation: Evidence from Turkey," Sustainability, MDPI, vol. 13(4), pages 1-18, February.
    31. Ahad, Muhammad & Khan, Wali, 2016. "Does Globalization Impede Environmental Quality in Bangladesh? The Role of Real Economic Activities and Energy Use," MPRA Paper 76278, University Library of Munich, Germany, revised Jul 2016.
    32. Cemalettin Kalayci & P nar Hayaloglu, 2019. "The Impact of Economic Globalization on CO2 Emissions: The Case of NAFTA Countries," International Journal of Energy Economics and Policy, Econjournals, vol. 9(1), pages 356-360.
    33. repec:ipg:wpaper:201415 is not listed on IDEAS
    34. Rehman, Haseeb ur & Zeb, Sikandar, 2020. "Determinants of Environmental Degradation in Economy of Pakistan," Empirical Economic Review, Department of Economics and Statistics, Dr Hassan Murad School of Management, University of Management and Technology, Lahore, vol. 3(1), pages 83-105.
    35. 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.
    36. Ren, Shenggang & Yuan, Baolong & Ma, Xie & Chen, Xiaohong, 2014. "International trade, FDI (foreign direct investment) and embodied CO2 emissions: A case study of Chinas industrial sectors," China Economic Review, Elsevier, vol. 28(C), pages 123-134.
    37. Friedrich Schneider, 2005. "Shadow Economies of 145 Countries all over the World: What Do We Really Know?," CREMA Working Paper Series 2005-13, Center for Research in Economics, Management and the Arts (CREMA).
    38. Kohler, Marcel, 2013. "CO2 emissions, energy consumption, income and foreign trade: A South African perspective," Energy Policy, Elsevier, vol. 63(C), pages 1042-1050.
    39. Sadorsky, Perry, 2010. "The impact of financial development on energy consumption in emerging economies," Energy Policy, Elsevier, vol. 38(5), pages 2528-2535, May.
    40. Susmita Dasgupta & Ashoka Mody & Subhendu Roy & David Wheeler, 2001. "Environmental Regulation and Development: A Cross-country Empirical Analysis," Oxford Development Studies, Taylor & Francis Journals, vol. 29(2), pages 173-187.
    41. Sahbi Farhani & Anissa Chaibi & Christophe Rault, 2014. "A study of CO2 emissions, output,energy consumption, and trade," Working Papers 2014-56, Department of Research, Ipag Business School.
    42. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2011. "Modeling and forecasting the CO2 emissions, energy consumption, and economic growth in Brazil," Energy, Elsevier, vol. 36(5), pages 2450-2458.
    43. Peter Boswijk, H., 1994. "Testing for an unstable root in conditional and structural error correction models," Journal of Econometrics, Elsevier, vol. 63(1), pages 37-60, July.
    44. Lau, Lin-Sea & Choong, Chee-Keong & Eng, Yoke-Kee, 2014. "Investigation of the environmental Kuznets curve for carbon emissions in Malaysia: Do foreign direct investment and trade matter?," Energy Policy, Elsevier, vol. 68(C), pages 490-497.
    45. Muhammad Shahbaz & Saleheen Khan & Amjad Ali & Mita Bhattacharya, 2017. "The Impact Of Globalization On Co2 Emissions In China," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 62(04), pages 929-957, September.
    46. Hamilton, Clive & Turton, Hal, 2002. "Determinants of emissions growth in OECD countries," Energy Policy, Elsevier, vol. 30(1), pages 63-71, January.
    47. Jayanthakumaran, Kankesu & Verma, Reetu & Liu, Ying, 2012. "CO2 emissions, energy consumption, trade and income: A comparative analysis of China and India," Energy Policy, Elsevier, vol. 42(C), pages 450-460.
    48. 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.
    49. Jarque, Carlos M. & Bera, Anil K., 1980. "Efficient tests for normality, homoscedasticity and serial independence of regression residuals," Economics Letters, Elsevier, vol. 6(3), pages 255-259.
    50. Dominik H. Enste & Friedrich Schneider, 2000. "Shadow Economies: Size, Causes, and Consequences," Journal of Economic Literature, American Economic Association, vol. 38(1), pages 77-114, March.
    51. 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.
    52. repec:ipg:wpaper:2014-056 is not listed on IDEAS
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    More about this item

    Keywords

    Underground economy; Formal economy; CO2 emission; Urbanization; Energy consumption; Pakistan;
    All these keywords.

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes

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