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Effects of the Paris Agreement on new energy investments: Do energy risks play a role? Evidence from (multivariate) time-varying quantile regression

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  • Ozkan, Oktay
  • Olasehinde‐Williams, Godwin
  • Olanipekun, Ifedolapo Olabisi

Abstract

In this study, we examine the dynamic and heterogeneous impact of the Paris Agreement on new energy investments across four key sectors: clean energy, clean technology, smart grids, and electric vehicles while controlling for the effect of energy risks. Utilizing advanced time-varying quantile regression (TVQR) and multivariate time-varying quantile regression (m-TVQR) techniques, the analysis captures how the influence of global climate policy has evolved overtime and across the distribution of investment outcomes between December 30, 2016 and November 8, 2024. Results reveal that the Paris Agreement's effect is far from uniform; it varies significantly across time, investment scale, and sectoral focus. Notably, the influence intensified in the post-2020 period, coinciding with the COVID-19 green recovery push, but also displayed volatility in response to geopolitical shocks such as the Russo-Ukraine war. The m-TVQR model, which accounts for exogenous energy risks, outperforms the standard TVQR by offering sharper and more policy-relevant insights. Overall, while the Paris Agreement significantly influenced all the measures of new investment, clean energy and technology investments were not as responsive to policy signals as smart grids and electric vehicles. These findings underscore the Paris Agreement's critical role as both a regulatory and market-shaping force in the global energy transition. The study contributes to the growing empirical literature on climate policy effectiveness and offers practical recommendations for policymakers seeking to align national investment flows with international climate commitments.

Suggested Citation

  • Ozkan, Oktay & Olasehinde‐Williams, Godwin & Olanipekun, Ifedolapo Olabisi, 2025. "Effects of the Paris Agreement on new energy investments: Do energy risks play a role? Evidence from (multivariate) time-varying quantile regression," Energy, Elsevier, vol. 340(C).
  • Handle: RePEc:eee:energy:v:340:y:2025:i:c:s0360544225049722
    DOI: 10.1016/j.energy.2025.139330
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    as
    1. Dutta, Anupam, 2018. "Oil and energy sector stock markets: An analysis of implied volatility indexes," Journal of Multinational Financial Management, Elsevier, vol. 44(C), pages 61-68.
    2. Masini, Andrea & Menichetti, Emanuela, 2012. "The impact of behavioural factors in the renewable energy investment decision making process: Conceptual framework and empirical findings," Energy Policy, Elsevier, vol. 40(C), pages 28-38.
    3. Özkan, Oktay & Destek, Mehmet Akif & Balsalobre-Lorente, Daniel & Esmaeili, Parisa, 2024. "Unlocking the impact of international financial support to infrastructure, energy efficiency, and ICT on CO2 emissions in India," Energy Policy, Elsevier, vol. 194(C).
    4. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    5. Salm, Sarah & Hille, Stefanie Lena & Wüstenhagen, Rolf, 2016. "What are retail investors' risk-return preferences towards renewable energy projects? A choice experiment in Germany," Energy Policy, Elsevier, vol. 97(C), pages 310-320.
    6. Managi, Shunsuke & Okimoto, Tatsuyoshi, 2013. "Does the price of oil interact with clean energy prices in the stock market?," Japan and the World Economy, Elsevier, vol. 27(C), pages 1-9.
    7. Dutta, Anupam & Bouri, Elie & Saeed, Tareq & Vo, Xuan Vinh, 2020. "Impact of energy sector volatility on clean energy assets," Energy, Elsevier, vol. 212(C).
    8. Bersalli, Germán & Menanteau, Philippe & El-Methni, Jonathan, 2020. "Renewable energy policy effectiveness: A panel data analysis across Europe and Latin America," Renewable and Sustainable Energy Reviews, Elsevier, vol. 133(C).
    9. Strantzali, Eleni & Aravossis, Konstantinos, 2016. "Decision making in renewable energy investments: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 55(C), pages 885-898.
    10. Elie, Bouri & Naji, Jalkh & Dutta, Anupam & Uddin, Gazi Salah, 2019. "Gold and crude oil as safe-haven assets for clean energy stock indices: Blended copulas approach," Energy, Elsevier, vol. 178(C), pages 544-553.
    11. Sisodia, Gyanendra Singh & Soares, Isabel & Ferreira, Paula, 2016. "Modeling business risk: The effect of regulatory revision on renewable energy investment - The Iberian case," Renewable Energy, Elsevier, vol. 95(C), pages 303-313.
    12. Reboredo, Juan C. & Rivera-Castro, Miguel A. & Ugolini, Andrea, 2017. "Wavelet-based test of co-movement and causality between oil and renewable energy stock prices," Energy Economics, Elsevier, vol. 61(C), pages 241-252.
    13. Ozkan, Oktay & Olanipekun, Ifedolapo Olabisi & Olasehinde-Williams, Godwin, 2024. "Dynamic correlation among renewable energy, technology, and carbon markets: Evidence from a novel nonparametric time-frequency approach," Renewable Energy, Elsevier, vol. 237(PB).
    14. Sadorsky, Perry, 2009. "Renewable energy consumption and income in emerging economies," Energy Policy, Elsevier, vol. 37(10), pages 4021-4028, October.
    15. Ahmad, Wasim, 2017. "On the dynamic dependence and investment performance of crude oil and clean energy stocks," Research in International Business and Finance, Elsevier, vol. 42(C), pages 376-389.
    16. Kocaarslan, Baris & Soytas, Ugur, 2019. "Dynamic correlations between oil prices and the stock prices of clean energy and technology firms: The role of reserve currency (US dollar)," Energy Economics, Elsevier, vol. 84(C).
    17. Chien-Chiang Lee & Godwin Olasehinde-Williams & Ifedola Olanipekun, 2022. "Stock Markets Reaction to COVID-19: Evidence from Time-Varying Cointegration, Leveraged Bootstrap Causality and Event Analysis," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 72(4), pages 328-355, December.
    18. Kocaarslan, Baris & Soytas, Ugur, 2021. "Reserve currency and the volatility of clean energy stocks: The role of uncertainty," Energy Economics, Elsevier, vol. 104(C).
    19. Shahid, Muhammad Naeem & Azmi, Wajahat & Ali, Mohsin & Islam, Muhammad Umar & Rizvi, Syed Aun R., 2023. "Uncovering risk transmission between socially responsible investments, alternative energy investments and the implied volatility of major commodities," Energy Economics, Elsevier, vol. 120(C).
    20. Fahmy, Hany, 2022. "The rise in investors’ awareness of climate risks after the Paris Agreement and the clean energy-oil-technology prices nexus," Energy Economics, Elsevier, vol. 106(C).
    21. 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.
    22. Zhu, Fan & Jin, Faqi & Wu, Haiquan & Wen, Fenghua, 2019. "The impact of oil price changes on stock returns of new energy industry in China: A firm-level analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 532(C).
    23. Reboredo, Juan C. & Ugolini, Andrea, 2018. "The impact of energy prices on clean energy stock prices. A multivariate quantile dependence approach," Energy Economics, Elsevier, vol. 76(C), pages 136-152.
    24. Reboredo, Juan C., 2015. "Is there dependence and systemic risk between oil and renewable energy stock prices?," Energy Economics, Elsevier, vol. 48(C), pages 32-45.
    25. Pham, Linh, 2019. "Do all clean energy stocks respond homogeneously to oil price?," Energy Economics, Elsevier, vol. 81(C), pages 355-379.
    26. Sinha, Avik & Ghosh, Vinit & Hussain, Nazim & Nguyen, Duc Khuong & Das, Narasingha, 2023. "Green financing of renewable energy generation: Capturing the role of exogenous moderation for ensuring sustainable development," Energy Economics, Elsevier, vol. 126(C).
    27. 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.
    28. Zhou, Pengfei & Luo, Jie & Cheng, Fei & Yüksel, Serhat & Dinçer, Hasan, 2021. "Analysis of risk priorities for renewable energy investment projects using a hybrid IT2 hesitant fuzzy decision-making approach with alpha cuts," Energy, Elsevier, vol. 224(C).
    29. Egli, Florian, 2020. "Renewable energy investment risk: An investigation of changes over time and the underlying drivers," Energy Policy, Elsevier, vol. 140(C).
    30. Zhang, Hua & Chen, Jinyu & Shao, Liuguo, 2021. "Dynamic spillovers between energy and stock markets and their implications in the context of COVID-19," International Review of Financial Analysis, Elsevier, vol. 77(C).
    31. Naeem, Muhammad Abubakr & Peng, Zhe & Suleman, Mouhammed Tahir & Nepal, Rabindra & Shahzad, Syed Jawad Hussain, 2020. "Time and frequency connectedness among oil shocks, electricity and clean energy markets," Energy Economics, Elsevier, vol. 91(C).
    32. Wu, Yunna & Wang, Jing & Ji, Shaoyu & Song, Zixin, 2020. "Renewable energy investment risk assessment for nations along China’s Belt & Road Initiative: An ANP-cloud model method," Energy, Elsevier, vol. 190(C).
    33. Maghyereh, Aktham & Abdoh, Hussein, 2021. "The impact of extreme structural oil-price shocks on clean energy and oil stocks," Energy, Elsevier, vol. 225(C).
    34. Ozorhon, Beliz & Batmaz, Arda & Caglayan, Semih, 2018. "Generating a framework to facilitate decision making in renewable energy investments," Renewable and Sustainable Energy Reviews, Elsevier, vol. 95(C), pages 217-226.
    35. Andrea Masini & E. Menichetti, 2012. "The impact of behavioural factors in the renewable energy investment decision making process: Conceptual framework and empirical findings," Post-Print hal-00651706, HAL.
    36. Kuang, Wei, 2021. "Which clean energy sectors are attractive? A portfolio diversification perspective," Energy Economics, Elsevier, vol. 104(C).
    37. Xia, Xiqiang & Chishti, Muhammad Zubair & Dogan, Eyup, 2024. "Transition towards the sustainable development: unraveling the effects of mineral markets, Belt & Road Initiative, and the Paris Agreement on green economic growth," Resources Policy, Elsevier, vol. 91(C).
    38. Gatzert, Nadine & Vogl, Nikolai, 2016. "Evaluating investments in renewable energy under policy risks," Energy Policy, Elsevier, vol. 95(C), pages 238-252.
    39. Cao, Hong & Guo, Litian & Zhang, Lin, 2020. "Does oil price uncertainty affect renewable energy firms’ investment? Evidence from listed firms in China," Finance Research Letters, Elsevier, vol. 33(C).
    40. Ferrer, Román & Shahzad, Syed Jawad Hussain & López, Raquel & Jareño, Francisco, 2018. "Time and frequency dynamics of connectedness between renewable energy stocks and crude oil prices," Energy Economics, Elsevier, vol. 76(C), pages 1-20.
    41. 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.
    42. Bondia, Ripsy & Ghosh, Sajal & Kanjilal, Kakali, 2016. "International crude oil prices and the stock prices of clean energy and technology companies: Evidence from non-linear cointegration tests with unknown structural breaks," Energy, Elsevier, vol. 101(C), pages 558-565.
    43. Dawar, Ishaan & Dutta, Anupam & Bouri, Elie & Saeed, Tareq, 2021. "Crude oil prices and clean energy stock indices: Lagged and asymmetric effects with quantile regression," Renewable Energy, Elsevier, vol. 163(C), pages 288-299.
    44. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    45. Umar, Muhammad & Farid, Saqib & Naeem, Muhammad Abubakr, 2022. "Time-frequency connectedness among clean-energy stocks and fossil fuel markets: Comparison between financial, oil and pandemic crisis," Energy, Elsevier, vol. 240(C).
    46. Oktay Özkan & Godwin Olasehinde-Williams & Ifedola Olanipekun, 2022. "Predicting Stock Returns and Volatility in BRICS Countries during a Pandemic: Evidence from the Novel Wild Bootstrap Likelihood Ratio Approach," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 72(2), pages 124-149, June.
    47. Hille, Erik & Althammer, Wilhelm & Diederich, Henning, 2020. "Environmental regulation and innovation in renewable energy technologies: Does the policy instrument matter?," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    48. Song, Yingjie & Ji, Qiang & Du, Ya-Juan & Geng, Jiang-Bo, 2019. "The dynamic dependence of fossil energy, investor sentiment and renewable energy stock markets," Energy Economics, Elsevier, vol. 84(C).
    49. Wüstenhagen, Rolf & Menichetti, Emanuela, 2012. "Strategic choices for renewable energy investment: Conceptual framework and opportunities for further research," Energy Policy, Elsevier, vol. 40(C), pages 1-10.
    50. Bae, Hyunhoe & Yu, Sanguk, 2018. "Information and coercive regulation: The impact of fuel mix information disclosure on states’ adoption of renewable energy policy," Energy Policy, Elsevier, vol. 117(C), pages 151-159.
    51. Sendstad, Lars Hegnes & Chronopoulos, Michail, 2020. "Sequential investment in renewable energy technologies under policy uncertainty," Energy Policy, Elsevier, vol. 137(C).
    52. Bhattacharya, Anindya & Kojima, Satoshi, 2012. "Power sector investment risk and renewable energy: A Japanese case study using portfolio risk optimization method," Energy Policy, Elsevier, vol. 40(C), pages 69-80.
    53. Ilbahar, Esra & Kahraman, Cengiz & Cebi, Selcuk, 2022. "Risk assessment of renewable energy investments: A modified failure mode and effect analysis based on prospect theory and intuitionistic fuzzy AHP," Energy, Elsevier, vol. 239(PA).
    54. Henriques, Irene & Sadorsky, Perry, 2008. "Oil prices and the stock prices of alternative energy companies," Energy Economics, Elsevier, vol. 30(3), pages 998-1010, May.
    55. Angelopoulos, Dimitrios & Doukas, Haris & Psarras, John & Stamtsis, Giorgos, 2017. "Risk-based analysis and policy implications for renewable energy investments in Greece," Energy Policy, Elsevier, vol. 105(C), pages 512-523.
    56. Matthew S Clancy & GianCarlo Moschini, 2018. "Mandates and the Incentive for Environmental Innovation," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 100(1), pages 198-219.
    57. Behboodi, Sahand & Chassin, David P. & Crawford, Curran & Djilali, Ned, 2016. "Renewable resources portfolio optimization in the presence of demand response," Applied Energy, Elsevier, vol. 162(C), pages 139-148.
    58. Tietjen, Oliver & Pahle, Michael & Fuss, Sabine, 2016. "Investment risks in power generation: A comparison of fossil fuel and renewable energy dominated markets," Energy Economics, Elsevier, vol. 58(C), pages 174-185.
    59. Zhang, Hao & Cai, Guixin & Yang, Dongxiao, 2020. "The impact of oil price shocks on clean energy stocks: Fresh evidence from multi-scale perspective," Energy, Elsevier, vol. 196(C).
    60. Abbas, Shujaat & Sinha, Avik & Saha, Tanaya & Shah, Muhammad Ibrahim, 2023. "Response of mineral market to renewable energy production in the USA: Where lies the sustainable energy future," Energy Policy, Elsevier, vol. 182(C).
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    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G4 - Financial Economics - - Behavioral Finance
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy
    • C5 - Mathematical and Quantitative Methods - - Econometric Modeling

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