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Assessing the Local Developmental Impact of Hydrocarbon Exploitation in a Mature Region: A Random Forest Approach

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  • HOROBEȚ Alexandra
  • BULAI Vlad Cosmin

Abstract

The impact of natural resource exploitation has been a controversial topic, subject to intense debate. The literature has traditionally focused on its consequences on national socioeconomic development. More recently, scholars concentrated on local effects following greater availability of data at the subnational and project level. We add to the literature by concentrating on Romanian oil and gas operations, a mature region with a long history of hydrocarbon activities. Such regions have seldom been studied and we argue that in light of the ongoing energy transition these should garner greater interest, particularly those located within the European Union where environmental pressure is significant. Our methodology consists of testing the ability of the random forest classification algorithm to distinguish between local communities with oil and gas operations present and those without on a number of indicators which could be broadly considered developmental. The algorithm fails to accurately classify hydrocarbon-intensive communities, indicating that there are no significant differences between these and the rest. We argue that this is likely due to the limited tax collection powers of local governments, with royalties going directly to the central government with no specific distribution provision at the local level. Another potential explanation may be the diversification of local economies and existing related manufacturing and services activities.

Suggested Citation

  • HOROBEȚ Alexandra & BULAI Vlad Cosmin, 2019. "Assessing the Local Developmental Impact of Hydrocarbon Exploitation in a Mature Region: A Random Forest Approach," European Journal of Interdisciplinary Studies, Bucharest Economic Academy, issue 02, June.
  • Handle: RePEc:jis:ejistu:y:2019:i:02:id:430
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    References listed on IDEAS

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    1. Brunnschweiler, Christa N. & Bulte, Erwin H., 2008. "The resource curse revisited and revised: A tale of paradoxes and red herrings," Journal of Environmental Economics and Management, Elsevier, vol. 55(3), pages 248-264, May.
    2. Francesco Caselli & Guy Michaels, 2013. "Do Oil Windfalls Improve Living Standards? Evidence from Brazil," American Economic Journal: Applied Economics, American Economic Association, vol. 5(1), pages 208-238, January.
    3. Loayza, Norman & Rigolini, Jamele, 2016. "The Local Impact of Mining on Poverty and Inequality: Evidence from the Commodity Boom in Peru," World Development, Elsevier, vol. 84(C), pages 219-234.
    4. Justin Ritchie & Hadi Dowlatabadi, 2015. "Divest from the Carbon Bubble? Reviewing the Implications and Limitations of Fossil Fuel Divestment for Institutional Investors," Review of Economics & Finance, Better Advances Press, Canada, vol. 5, pages 59-80, May.
    5. James Cust & Steven Poelhekke, 2015. "The Local Economic Impacts of Natural Resource Extraction," Annual Review of Resource Economics, Annual Reviews, vol. 7(1), pages 251-268, October.
    6. Drew, Joseph & Dollery, Brian Edward & Blackwell, Boyd Dirk, 2018. "A square deal? Mining costs, mining royalties and local government in New South Wales, Australia," Resources Policy, Elsevier, vol. 55(C), pages 113-122.
    7. Elissaios Papyrakis & Ohad Raveh, 2014. "An Empirical Analysis of a Regional Dutch Disease: The Case of Canada," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 58(2), pages 179-198, June.
    8. Kirsten Hardy & Timothy W. Kelsey, 2015. "Local income related to Marcellus shale activity in Pennsylvania," Community Development, Taylor & Francis Journals, vol. 46(4), pages 329-340, October.
    9. Wei-Yin Loh, 2014. "Fifty Years of Classification and Regression Trees," International Statistical Review, International Statistical Institute, vol. 82(3), pages 329-348, December.
    10. Aroca, Patricio, 2001. "Impacts and development in local economies based on mining: : the case of the Chilean II region," Resources Policy, Elsevier, vol. 27(2), pages 119-134, June.
    11. Sachs, Jeffrey D & Warner, Andrew M, 1997. "Fundamental Sources of Long-Run Growth," American Economic Review, American Economic Association, vol. 87(2), pages 184-188, May.
    12. Corden, W Max & Neary, J Peter, 1982. "Booming Sector and De-Industrialisation in a Small Open Economy," Economic Journal, Royal Economic Society, vol. 92(368), pages 825-848, December.
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    More about this item

    Keywords

    random forest; resource curse; hydrocarbon; extractive industry; local development;
    All these keywords.

    JEL classification:

    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • Q32 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Nonrenewable Resources and Conservation - - - Exhaustible Resources and Economic Development
    • Q35 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Nonrenewable Resources and Conservation - - - Hydrocarbon Resources

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