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Slipping through the net: Can data science approaches help target clean cooking policy interventions?

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  • Neto-Bradley, André Paul
  • Choudhary, Ruchi
  • Bazaz, Amir

Abstract

Reliance on solid biomass cooking fuels in India has negative health and socio-economic consequences for households, yet policies aimed at promoting uptake of LPG for cooking have not always been effective at promoting sustained transition to cleaner cooking amongst intended beneficiaries. This paper uses a two step approach combining predictive and descriptive analyses of the IHDS panel dataset to identify different groups of households that switched stove between 2004/5 and 2011/12. A tree-based ensemble machine learning predictive analysis identifies key determinants of a switch from biomass to non-biomass stoves. A descriptive clustering analysis is used to identify groups of stove-switching households that follow different transition pathways. There are three key findings of this study: firstly non-income determinants of stove switching do not have a linear effect on stove switching, in particular variables on time of use and appliance ownership which offer a proxy for household energy practices; secondly location specific factors including region, infrastructure availability, and dwelling quality are found to be key determinants and as a result policies must be tailored to take into account local variations; thirdly some groups of households that adopt non-biomass stoves continue using biomass and interventions should be targeted to reduce their biomass use.

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  • Neto-Bradley, André Paul & Choudhary, Ruchi & Bazaz, Amir, 2020. "Slipping through the net: Can data science approaches help target clean cooking policy interventions?," Energy Policy, Elsevier, vol. 144(C).
    • Handle: RePEc:eee:enepol:v:144:y:2020:i:c:s0301421520303815
    DOI: 10.1016/j.enpol.2020.111650
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    1. Debnath, Ramit & Bardhan, Ronita & Sunikka-Blank, Minna, 2019. "How does slum rehabilitation influence appliance ownership? A structural model of non-income drivers," Energy Policy, Elsevier, vol. 132(C), pages 418-428.
    2. Ekholm, Tommi & Krey, Volker & Pachauri, Shonali & Riahi, Keywan, 2010. "Determinants of household energy consumption in India," Energy Policy, Elsevier, vol. 38(10), pages 5696-5707, October.
    3. Abhishek Kar & Shonali Pachauri & Rob Bailis & Hisham Zerriffi, 2019. "Using sales data to assess cooking gas adoption and the impact of India’s Ujjwala programme in rural Karnataka," Nature Energy, Nature, vol. 4(9), pages 806-814, September.
    4. Khandker, Shahidur R. & Barnes, Douglas F. & Samad, Hussain A., 2012. "Are the energy poor also income poor? Evidence from India," Energy Policy, Elsevier, vol. 47(C), pages 1-12.
    5. Sowmya Dhanaraj & Vidya Mahambare & Poonam Munjal, 2018. "From Income to Household Welfare: Lessons from Refrigerator Ownership in India," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 16(2), pages 573-588, June.
    6. Sehjpal, Ritika & Ramji, Aditya & Soni, Anmol & Kumar, Atul, 2014. "Going beyond incomes: Dimensions of cooking energy transitions in rural India," Energy, Elsevier, vol. 68(C), pages 470-477.
    7. Ministry of Electricity and Energy of the Union of Myanmar & The Economic Research Institute for ASEAN and East Asia, 2019. "Myanmar Energy Statistics 2019," Books, Economic Research Institute for ASEAN and East Asia (ERIA), number 2019-myanmar-energy-stati, July.
    8. Smith, Kirk R. & Sagar, Ambuj, 2014. "Making the clean available: Escaping India’s Chulha Trap," Energy Policy, Elsevier, vol. 75(C), pages 410-414.
    9. Sadath, Anver C. & Acharya, Rajesh H., 2017. "Assessing the extent and intensity of energy poverty using Multidimensional Energy Poverty Index: Empirical evidence from households in India," Energy Policy, Elsevier, vol. 102(C), pages 540-550.
    10. Farsi, Mehdi & Filippini, Massimo & Pachauri, Shonali, 2007. "Fuel choices in urban Indian households," Environment and Development Economics, Cambridge University Press, vol. 12(6), pages 757-774, December.
    11. Simon Batchelor & Ed Brown & Nigel Scott & Jon Leary, 2019. "Two Birds, One Stone—Reframing Cooking Energy Policies in Africa and Asia," Energies, MDPI, vol. 12(9), pages 1-18, April.
    12. van der Kroon, Bianca & Brouwer, Roy & van Beukering, Pieter J.H., 2013. "The energy ladder: Theoretical myth or empirical truth? Results from a meta-analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 20(C), pages 504-513.
    13. Schmid, Gisèle, 2012. "The development of renewable energy power in India: Which policies have been effective?," Energy Policy, Elsevier, vol. 45(C), pages 317-326.
    14. Filippini, Massimo & Pachauri, Shonali, 2004. "Elasticities of electricity demand in urban Indian households," Energy Policy, Elsevier, vol. 32(3), pages 429-436, February.
    15. Sharma, Sangeeta V. & Han, Phoumin & Sharma, Vinod K., 2019. "Socio-economic determinants of energy poverty amongst Indian households: A case study of Mumbai," Energy Policy, Elsevier, vol. 132(C), pages 1184-1190.
    16. Bhatt, B.P. & Rathore, S.S. & Lemtur, Moanaro & Sarkar, Bikash, 2016. "Fuelwood energy pattern and biomass resources in Eastern Himalaya," Renewable Energy, Elsevier, vol. 94(C), pages 410-417.
    17. Rahut, Dil Bahadur & Behera, Bhagirath & Ali, Akhter, 2016. "Patterns and determinants of household use of fuels for cooking: Empirical evidence from sub-Saharan Africa," Energy, Elsevier, vol. 117(P1), pages 93-104.
    18. Kebede, Bereket & Bekele, Almaz & Kedir, Elias, 2002. "Can the urban poor afford modern energy? The case of Ethiopia," Energy Policy, Elsevier, vol. 30(11-12), pages 1029-1045, September.
    19. Gould, Carlos F. & Urpelainen, Johannes, 2018. "LPG as a clean cooking fuel: Adoption, use, and impact in rural India," Energy Policy, Elsevier, vol. 122(C), pages 395-408.
    20. van Ruijven, Bas J. & van Vuuren, Detlef P. & de Vries, Bert J.M. & Isaac, Morna & van der Sluijs, Jeroen P. & Lucas, Paul L. & Balachandra, P., 2011. "Model projections for household energy use in India," Energy Policy, Elsevier, vol. 39(12), pages 7747-7761.
    21. Pachauri, S. & Mueller, A. & Kemmler, A. & Spreng, D., 2004. "On Measuring Energy Poverty in Indian Households," World Development, Elsevier, vol. 32(12), pages 2083-2104, December.
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