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Re‐estimating the pollution haven–halo hypotheses for Brazil via a machine learning procedure

Author

Listed:
  • Emmanuel Uche
  • Philip Chimobi Omoke
  • Charles Silva‐Opuala
  • Mamdouh Abdulaziz Saleh Al‐Faryan

Abstract

In this study, we re‐examined the pollution haven and halo hypotheses in Brazil for approximately five decades (1970–2019) while controlling for the effects of income, renewable energy and natural resource depletion. For clearer insights, the study employed both the conventional autoregressive distributed lag (ARDL) and the enhanced kernel regularized least squares (KRLS) techniques. Notably, the KRLS is a flexible machine learning nonlinear analytical technique that explains the interactions of the regressand and the regressors both at the average and across a range of quantiles. After ascertaining cointegration through the bounds tests and the Bayer–Hanck procedures, the following empirical outcomes emerged: The ARDL result suggests the acceptance of the pollution haven hypothesis in Brazil in both the short and long runs. However, the KRLS technique reveals that foreign direct investment (FDI) could enhance environmental quality (pollution halo) within the 25th quantile of the distributions of CO2 emissions. However, at the 50th and 70th quantiles, the pollution haven hypothesis is rectified. This suggests the adoption of varying policy options to ensure continuous inflows of FDI without compromising environmental quality. Additionally, among the control variables, a U‐shaped environmental Kuznets curve (EKC) structure is revealed from the influence of gross domestic product (GDP); renewable energy ensures a clean environment at all times, while resource rent ensures a clean environment only at the 25th and 50th quantiles of the distributions. Policies that could lead to clean environments in Brazil have been provided.

Suggested Citation

  • Emmanuel Uche & Philip Chimobi Omoke & Charles Silva‐Opuala & Mamdouh Abdulaziz Saleh Al‐Faryan, 2024. "Re‐estimating the pollution haven–halo hypotheses for Brazil via a machine learning procedure," Journal of International Development, John Wiley & Sons, Ltd., vol. 36(2), pages 1274-1292, March.
    • Handle: RePEc:wly:jintdv:v:36:y:2024:i:2:p:1274-1292
    DOI: 10.1002/jid.3868
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    References listed on IDEAS

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    1. Rashid Latief & Yusheng Kong & Sohail Ahmad Javeed & Usman Sattar, 2021. "Carbon Emissions in the SAARC Countries with Causal Effects of FDI, Economic Growth and Other Economic Factors: Evidence from Dynamic Simultaneous Equation Models," IJERPH, MDPI, vol. 18(9), pages 1-22, April.
    2. Matthew A. Cole & Robert J.R. Elliott & Jing Zhang, 2011. "Growth, Foreign Direct Investment, And The Environment: Evidence From Chinese Cities," Journal of Regional Science, Wiley Blackwell, vol. 51(1), pages 121-138, February.
    3. 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.
    4. Uche, Emmanuel & Ihezukwu, Veronica Adaku & Osunkwo, Folusho Olufunke Chinyere & Okoronkwo, Chijioke, 2021. "Does Oil Consumption Respond Asymmetrically to Oil Price, Exchange Rate and Income Differentials?," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 55(2), pages 51-63.
    5. Yuping Deng & Helian Xu, 2015. "International Direct Investment and Transboundary Pollution: An Empirical Analysis of Complex Networks," Sustainability, MDPI, vol. 7(4), pages 1-25, April.
    6. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    7. Al-mulali, Usama & Foon Tang, Chor, 2013. "Investigating the validity of pollution haven hypothesis in the gulf cooperation council (GCC) countries," Energy Policy, Elsevier, vol. 60(C), pages 813-819.
    8. Udemba, Edmund Ntom & Yalçıntaş, Selin, 2021. "Interacting force of foreign direct invest (FDI), natural resource and economic growth in determining environmental performance: A nonlinear autoregressive distributed lag (NARDL) approach," Resources Policy, Elsevier, vol. 73(C).
    9. Emmanuel Uche & Lionel Efom, 2021. "Correction to: Fighting capital flight in Nigeria: have we considered global uncertainties and exchange rate volatilities? Fresh insights via quantile ARDL model," SN Business & Economics, Springer, vol. 1(8), pages 1-1, August.
    10. Emmanuel Uche & Lionel Effiom, 2021. "Fighting capital flight in Nigeria: have we considered global uncertainties and exchange rate volatilities? Fresh insights via quantile ARDL model," SN Business & Economics, Springer, vol. 1(6), pages 1-22, June.
    11. Choi, Yeri & Lee, Sugie, 2020. "The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model," Renewable Energy, Elsevier, vol. 149(C), pages 523-534.
    12. Cole, Matthew A., 2004. "Trade, the pollution haven hypothesis and the environmental Kuznets curve: examining the linkages," Ecological Economics, Elsevier, vol. 48(1), pages 71-81, January.
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