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Relationship between economic growth, renewable energy use, technological innovation, and carbon emission toward achieving Malaysia’s Paris agreement

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  • Asif Raihan

    (Universiti Kebangsaan Malaysia)

  • Rawshan Ara Begum

    (Centre for Corporate Sustainability and Environmental Finance, Macquarie University)

  • Mohd Nizam Mohd Said

    (Universiti Kebangsaan Malaysia
    Universiti Kebangsaan Malaysia)

  • Joy Jacqueline Pereira

    (Universiti Kebangsaan Malaysia)

Abstract

Global climate change caused by greenhouse gases (GHGs), particularly carbon dioxide (CO2) emissions, poses incomparable threats to the environment, development, and sustainability. This research investigates the potential of economic growth, renewable energy use, and technological innovation to achieve Malaysia’s Paris Agreement by reducing CO2 emissions. Time-series data from 1990 to 2019 were utilized applying the Dynamic Ordinary Least Squares (DOLS) method. The empirical findings show that the coefficient of economic growth is positive and significant with CO2 emissions, indicating a 1% increase in economic growth is related to a 0.9% rise in CO2 emissions. Furthermore, the coefficient of renewable energy use is negative and significant, which indicates that increasing renewable energy use by 1% is associated with CO2 emissions reduction by 0.3% in the long run. In addition, increasing technological innovation lowers CO2 emissions, implying that a 1% increase in the number of patent applications is linked to a 0.05% reduction of CO2 emissions. The empirical findings reveal that increased renewable energy use and technological innovation can reduce Malaysia’s carbon emission while economic growth deteriorates the environmental quality. Thus, effective implementation of policy measures to a low-carbon economy, promoting renewable energy use, and financing technological innovation could help to achieve Malaysia’s Paris Agreement by reducing CO2 emissions.

Suggested Citation

  • Asif Raihan & Rawshan Ara Begum & Mohd Nizam Mohd Said & Joy Jacqueline Pereira, 2022. "Relationship between economic growth, renewable energy use, technological innovation, and carbon emission toward achieving Malaysia’s Paris agreement," Environment Systems and Decisions, Springer, vol. 42(4), pages 586-607, December.
  • Handle: RePEc:spr:envsyd:v:42:y:2022:i:4:d:10.1007_s10669-022-09848-0
    DOI: 10.1007/s10669-022-09848-0
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    as
    1. Vedant Singh, 2016. "Perceptions of emission reduction potential in air transport: a structural equation modeling approach," Environment Systems and Decisions, Springer, vol. 36(4), pages 377-403, December.
    2. Park, Joon Y, 1992. "Canonical Cointegrating Regressions," Econometrica, Econometric Society, vol. 60(1), pages 119-143, January.
    3. Bosetti, Valentina & Carraro, Carlo & Massetti, Emanuele & Tavoni, Massimo, 2008. "International energy R&D spillovers and the economics of greenhouse gas atmospheric stabilization," Energy Economics, Elsevier, vol. 30(6), pages 2912-2929, November.
    4. Pao, Hsiao-Tien & Tsai, Chung-Ming, 2010. "CO2 emissions, energy consumption and economic growth in BRIC countries," Energy Policy, Elsevier, vol. 38(12), pages 7850-7860, December.
    5. Pesaran, M.H. & Shin, Y., 1995. "An Autoregressive Distributed Lag Modelling Approach to Cointegration Analysis," Cambridge Working Papers in Economics 9514, Faculty of Economics, University of Cambridge.
    6. Vo, D.H. & Nguyen, H.M. & Vo, A.T. & McAleer, M.J., 2019. "CO2 Emissions, Energy Consumption and Economic Growth," Econometric Institute Research Papers EI2019-11, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    7. 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.
    8. Amantay Akbota & Jungho Baek, 2018. "The Environmental Consequences of Growth: Empirical Evidence from the Republic of Kazakhstan," Economies, MDPI, vol. 6(1), pages 1-11, March.
    9. Sohag, Kazi & Begum, Rawshan Ara & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia," Energy, Elsevier, vol. 90(P2), pages 1497-1507.
    10. Cosimo Magazzino, 2017. "The relationship among economic growth, CO2 emissions, and energy use in the APEC countries: a panel VAR approach," Environment Systems and Decisions, Springer, vol. 37(3), pages 353-366, September.
    11. Zhang, Shun & Liu, Xuyi, 2019. "The roles of international tourism and renewable energy in environment: New evidence from Asian countries," Renewable Energy, Elsevier, vol. 139(C), pages 385-394.
    12. Sharif, Arshian & Mishra, Shekhar & Sinha, Avik & Jiao, Zhilun & Shahbaz, Muhammad & Afshan, Sahar, 2020. "The renewable energy consumption-environmental degradation nexus in Top-10 polluted countries: Fresh insights from quantile-on-quantile regression approach," Renewable Energy, Elsevier, vol. 150(C), pages 670-690.
    13. Milton Friedman, 1949. "The Marshallian Demand Curve," Journal of Political Economy, University of Chicago Press, vol. 57, pages 463-463.
    14. Dong, Kangyin & Sun, Renjin & Hochman, Gal, 2017. "Do natural gas and renewable energy consumption lead to less CO2 emission? Empirical evidence from a panel of BRICS countries," Energy, Elsevier, vol. 141(C), pages 1466-1478.
    15. Theodore Panayotou, 2000. "Environmental Sustainability and Services in Developing Global City Regions," CID Working Papers 55, Center for International Development at Harvard University.
    16. Wang, Kuan-Min, 2012. "Modelling the nonlinear relationship between CO2 emissions from oil and economic growth," Economic Modelling, Elsevier, vol. 29(5), pages 1537-1547.
    17. Bhattacharya, Mita & Awaworyi Churchill, Sefa & Paramati, Sudharshan Reddy, 2017. "The dynamic impact of renewable energy and institutions on economic output and CO2 emissions across regions," Renewable Energy, Elsevier, vol. 111(C), pages 157-167.
    18. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    19. Yang, Lisha & Li, Zhi, 2017. "Technology advance and the carbon dioxide emission in China – Empirical research based on the rebound effect," Energy Policy, Elsevier, vol. 101(C), pages 150-161.
    20. 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.
    21. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    22. Bölük, Gülden & Mert, Mehmet, 2015. "The renewable energy, growth and environmental Kuznets curve in Turkey: An ARDL approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 587-595.
    23. Theodore Panayotou, 2000. "Environmental Sustainability and Services in Developing Global City Regions," CID Working Papers 55A, Center for International Development at Harvard University.
    24. Shahbaz, Muhammad & Raghutla, Chandrashekar & Song, Malin & Zameer, Hashim & Jiao, Zhilun, 2020. "Public-private partnerships investment in energy as new determinant of CO2 emissions: The role of technological innovations in China," Energy Economics, Elsevier, vol. 86(C).
    25. Sebri, Maamar & Ben-Salha, Ousama, 2014. "On the causal dynamics between economic growth, renewable energy consumption, CO2 emissions and trade openness: Fresh evidence from BRICS countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 14-23.
    26. Mohd Chachuli, Fairuz Suzana & Ahmad Ludin, Norasikin & Md Jedi, Muhamad Alias & Hamid, Norul Hisham, 2021. "Transition of renewable energy policies in Malaysia: Benchmarking with data envelopment analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    27. Jakob Madsen & James Ang & Rajabrata Banerjee, 2010. "Four centuries of British economic growth: the roles of technology and population," Journal of Economic Growth, Springer, vol. 15(4), pages 263-290, December.
    28. Rawshan Ara Begum & Asif Raihan & Mohd Nizam Mohd Said, 2020. "Dynamic Impacts of Economic Growth and Forested Area on Carbon Dioxide Emissions in Malaysia," Sustainability, MDPI, vol. 12(22), pages 1-15, November.
    29. Ito, Katsuya, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, Elsevier, vol. 151(C), pages 1-6.
    30. Bilgili, Faik & Koçak, Emrah & Bulut, Ümit, 2016. "The dynamic impact of renewable energy consumption on CO2 emissions: A revisited Environmental Kuznets Curve approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 838-845.
    31. Sugiawan, Yogi & Managi, Shunsuke, 2016. "The environmental Kuznets curve in Indonesia: Exploring the potential of renewable energy," Energy Policy, Elsevier, vol. 98(C), pages 187-198.
    32. Hongzhong Fan & Md Ismail Hossain, 2018. "Technological Innovation, Trade Openness, CO2 Emission and Economic Growth: Comparative Analysis between China and India," International Journal of Energy Economics and Policy, Econjournals, vol. 8(6), pages 240-257.
    33. Azlina, A.A. & Law, Siong Hook & Nik Mustapha, Nik Hashim, 2014. "Dynamic linkages among transport energy consumption, income and CO2 emission in Malaysia," Energy Policy, Elsevier, vol. 73(C), pages 598-606.
    34. Wajahat Ali & Azrai Abdullah & Muhammad Azam, 2016. "The Dynamic Linkage between Technological Innovation and carbon dioxide emissions in Malaysia: An Autoregressive Distributed Lagged Bound Approach," International Journal of Energy Economics and Policy, Econjournals, vol. 6(3), pages 389-400.
    35. Mansor H. Ibrahim, 2018. "Trade–finance complementarity and carbon emission intensity: panel evidence from middle-income countries," Environment Systems and Decisions, Springer, vol. 38(4), pages 489-500, December.
    36. Mui-Yin Chin & Chin-Hong Puah & Cia-Ling Teo & Justina Joseph, 2018. "The Determinants of CO2 Emissions in Malaysia: A New Aspect," International Journal of Energy Economics and Policy, Econjournals, vol. 8(1), pages 190-194.
    37. Lavan Mahadeva and Paul Robinson, 2004. "Unit Root Testing in a Central Bank," Handbooks, Centre for Central Banking Studies, Bank of England, number 22, April.
    38. Ang, James B., 2008. "Economic development, pollutant emissions and energy consumption in Malaysia," Journal of Policy Modeling, Elsevier, vol. 30(2), pages 271-278.
    39. Paramati, Sudharshan Reddy & Mo, Di & Gupta, Rakesh, 2017. "The effects of stock market growth and renewable energy use on CO2 emissions: Evidence from G20 countries," Energy Economics, Elsevier, vol. 66(C), pages 360-371.
    40. Wu, Ya & Zhu, Qianwen & Zhu, Bangzhu, 2018. "Comparisons of decoupling trends of global economic growth and energy consumption between developed and developing countries," Energy Policy, Elsevier, vol. 116(C), pages 30-38.
    41. Usama Al-Mulali & Sakiru Solarin & Ilhan Ozturk, 2016. "Investigating the presence of the environmental Kuznets curve (EKC) hypothesis in Kenya: an autoregressive distributed lag (ARDL) approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 80(3), pages 1729-1747, February.
    42. Gan, Peck Yean & Li, ZhiDong, 2008. "An econometric study on long-term energy outlook and the implications of renewable energy utilization in Malaysia," Energy Policy, Elsevier, vol. 36(2), pages 890-899, February.
    43. Bouznit, Mohammed & Pablo-Romero, María del P., 2016. "CO2 emission and economic growth in Algeria," Energy Policy, Elsevier, vol. 96(C), pages 93-104.
    44. Al-mulali, Usama, 2011. "Oil consumption, CO2 emission and economic growth in MENA countries," Energy, Elsevier, vol. 36(10), pages 6165-6171.
    45. Liu, Xuyi & Kong, Hao & Zhang, Shun, 2021. "Can urbanization, renewable energy, and economic growth make environment more eco-friendly in Northeast Asia?," Renewable Energy, Elsevier, vol. 169(C), pages 23-33.
    46. 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.
    47. 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.
    48. Abdullah, A.Z. & Salamatinia, B. & Mootabadi, H. & Bhatia, S., 2009. "Current status and policies on biodiesel industry in Malaysia as the world's leading producer of palm oil," Energy Policy, Elsevier, vol. 37(12), pages 5440-5448, December.
    49. Katsuya Ito, 2017. "CO2 emissions, renewable and non-renewable energy consumption, and economic growth: Evidence from panel data for developing countries," International Economics, CEPII research center, issue 151, pages 1-6.
    50. Shafiei, Sahar & Salim, Ruhul A., 2014. "Non-renewable and renewable energy consumption and CO2 emissions in OECD countries: A comparative analysis," Energy Policy, Elsevier, vol. 66(C), pages 547-556.
    51. Alcántara, Vicent & Padilla, Emilio, 2009. "Input-output subsystems and pollution: An application to the service sector and CO2 emissions in Spain," Ecological Economics, Elsevier, vol. 68(3), pages 905-914, January.
    52. Muhammad Azmi & Akihiro Tokai, 2016. "System dynamic modeling of CO2 emissions and pollutants from passenger cars in Malaysia, 2040," Environment Systems and Decisions, Springer, vol. 36(4), pages 335-350, December.
    53. Saboori, Behnaz & Sulaiman, Jamalludin & Mohd, Saidatulakmal, 2012. "Economic growth and CO2 emissions in Malaysia: A cointegration analysis of the Environmental Kuznets Curve," Energy Policy, Elsevier, vol. 51(C), pages 184-191.
    54. Kumar, Surender & Managi, Shunsuke, 2009. "Energy price-induced and exogenous technological change: Assessing the economic and environmental outcomes," Resource and Energy Economics, Elsevier, vol. 31(4), pages 334-353, November.
    55. Qin Fei & Rajah Rasiah & Leow Jia Shen, 2014. "The Clean Energy-Growth Nexus with CO2 Emissions and Technological Innovation in Norway and New Zealand," Energy & Environment, , vol. 25(8), pages 1323-1344, December.
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