IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v13y2020i15p3857-d390908.html
   My bibliography  Save this article

Understanding Household Fuel Choice Behaviour in the Amazonas State, Brazil: Effects of Validation and Feature Selection

Author

Listed:
  • Kojo Sarfo Gyamfi

    (Centre for Data Science, Coventry University, Coventry CV1 5FB, UK)

  • Elena Gaura

    (Centre for Data Science, Coventry University, Coventry CV1 5FB, UK)

  • James Brusey

    (Centre for Data Science, Coventry University, Coventry CV1 5FB, UK)

  • Alessandro Bezerra Trindade

    (Department of Electricity, Federal University of Amazonas (UFAM), AM 69067-005 Manaus, Brazil)

  • Nandor Verba

    (Centre for Data Science, Coventry University, Coventry CV1 5FB, UK)

Abstract

Since 2003, Brazil has striven to provide energy access to all, in rural areas, in an effort to economically empower the communities. Unpacking fuel stacking behaviour can shed light onto the speed of transition toward the exclusive use of advanced fuel types. This paper presents findings from surveys that were carried out with 14 non-electrified communities in a rural area of Rio Negro, Amazonas State, Brazil. We identify the fuel choice determinants in these communities using a multinomial logistic regression model and more generally discuss the validity and robustness of such models in the context of statistical validation and evaluation metrics. Specifically for the Amazonas communities considered in this study, the research showed that the fuel choice determinants are the age of household, the number of people at meals each day, the number of meals daily, the community, education of the household head, and the income level of the household. Moreover, given the Brazilian policies related to energy and sustainability, this region is not likely to reach the Sustainable Development Goals proposed by United Nations for 2030.

Suggested Citation

  • Kojo Sarfo Gyamfi & Elena Gaura & James Brusey & Alessandro Bezerra Trindade & Nandor Verba, 2020. "Understanding Household Fuel Choice Behaviour in the Amazonas State, Brazil: Effects of Validation and Feature Selection," Energies, MDPI, vol. 13(15), pages 1-21, July.
    • Handle: RePEc:gam:jeners:v:13:y:2020:i:15:p:3857-:d:390908
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/13/15/3857/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/13/15/3857/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Narasimha Rao, M. & Reddy, B. Sudhakara, 2007. "Variations in energy use by Indian households: An analysis of micro level data," Energy, Elsevier, vol. 32(2), pages 143-153.
    2. Paudel, Uttam & Khatri, Umesh & Pant, Krishna Prasad, 2018. "Understanding the determinants of household cooking fuel choice in Afghanistan: A multinomial logit estimation," Energy, Elsevier, vol. 156(C), pages 55-62.
    3. 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.
    4. Muller, Christophe & Yan, Huijie, 2018. "Household fuel use in developing countries: Review of theory and evidence," Energy Economics, Elsevier, vol. 70(C), pages 429-439.
    5. Ouedraogo, Boukary, 2006. "Household energy preferences for cooking in urban Ouagadougou, Burkina Faso," Energy Policy, Elsevier, vol. 34(18), pages 3787-3795, December.
    6. Hosier, Richard H. & Dowd, Jeffrey, 1987. "Household fuel choice in Zimbabwe : An empirical test of the energy ladder hypothesis," Resources and Energy, Elsevier, vol. 9(4), pages 347-361, December.
    7. Paul Glewwe & Margaret Grosh, 2000. "Designing Household Survey Questionnaires for Developing Countries : Lessons from 15 Years of the Living Standards Measurement Study, Volume 3," World Bank Publications - Books, The World Bank Group, number 15195.
    8. Hiemstra-van der Horst, Greg & Hovorka, Alice J., 2008. "Reassessing the "energy ladder": Household energy use in Maun, Botswana," Energy Policy, Elsevier, vol. 36(9), pages 3333-3344, September.
    9. Alem, Yonas & Beyene, Abebe D. & Köhlin, Gunnar & Mekonnen, Alemu, 2016. "Modeling household cooking fuel choice: A panel multinomial logit approach," Energy Economics, Elsevier, vol. 59(C), pages 129-137.
    10. Lay, Jann & Ondraczek, Janosch & Stoever, Jana, 2013. "Renewables in the energy transition: Evidence on solar home systems and lighting fuel choice in Kenya," Energy Economics, Elsevier, vol. 40(C), pages 350-359.
    11. Yao, Chunsheng & Chen, Chongying & Li, Ming, 2012. "Analysis of rural residential energy consumption and corresponding carbon emissions in China," Energy Policy, Elsevier, vol. 41(C), pages 445-450.
    12. Elisha R. Frederiks & Karen Stenner & Elizabeth V. Hobman, 2015. "The Socio-Demographic and Psychological Predictors of Residential Energy Consumption: A Comprehensive Review," Energies, MDPI, vol. 8(1), pages 1-37, January.
    13. Kowsari, Reza & Zerriffi, Hisham, 2011. "Three dimensional energy profile:," Energy Policy, Elsevier, vol. 39(12), pages 7505-7517.
    14. 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.
    15. Paul Glewwe & Margaret Grosh, 2000. "Designing Household Survey Questionnaires for Developing Countries," World Bank Publications - Books, The World Bank Group, number 25338.
    16. Heltberg, Rasmus, 2005. "Factors determining household fuel choice in Guatemala," Environment and Development Economics, Cambridge University Press, vol. 10(3), pages 337-361, June.
    17. 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.
    18. Mensah, Justice Tei & Adu, George, 2015. "An empirical analysis of household energy choice in Ghana," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 1402-1411.
    19. Min He & Pei Liu & Linwei Ma & Chinhao Chong & Xu Li & Shizhong Song & Zheng Li & Weidou Ni, 2018. "A Systems Analysis of the Development Status and Trends of Rural Household Energy in China," Energies, MDPI, vol. 11(7), pages 1-23, July.
    20. Paul Glewwe & Margaret Grosh, 2000. "Designing Household Survey Questionnaires for Developing Countries : Lessons from 15 Years of the Living Standards Measurement Study, Volume 2," World Bank Publications - Books, The World Bank Group, number 15194.
    21. Rahut, Dil Bahadur & Das, Sukanya & De Groote, Hugo & Behera, Bhagirath, 2014. "Determinants of household energy use in Bhutan," Energy, Elsevier, vol. 69(C), pages 661-672.
    22. Masera, Omar R. & Saatkamp, Barbara D. & Kammen, Daniel M., 2000. "From Linear Fuel Switching to Multiple Cooking Strategies: A Critique and Alternative to the Energy Ladder Model," World Development, Elsevier, vol. 28(12), pages 2083-2103, December.
    23. Misbah Aslam & Eatzaz Ahmad, 2018. "Impact of Ageing and Generational Effects on Household Energy Consumption Behavior: Evidence from Pakistan," Energies, MDPI, vol. 11(8), pages 1-20, August.
    24. Sony Baral & Bijendra Basnyat & Kalyan Gauli & Ambika Paudel & Rachana Upadhyaya & Yajna Prasad Timilsina & Harald Vacik, 2019. "Factors Affecting Fuelwood Consumption and CO 2 Emissions: An Example from a Community-Managed Forest of Nepal," Energies, MDPI, vol. 12(23), pages 1-12, November.
    25. Heltberg, Rasmus, 2004. "Fuel switching: evidence from eight developing countries," Energy Economics, Elsevier, vol. 26(5), pages 869-887, September.
    26. Oscar S. Santillán & Karla G. Cedano & Manuel Martínez, 2020. "Analysis of Energy Poverty in 7 Latin American Countries Using Multidimensional Energy Poverty Index," Energies, MDPI, vol. 13(7), pages 1-19, April.
    27. Pundo, Moses O. & Fraser, Gavin C.G., 2006. "Multinominal logit analysis of household cooking fuel choice in rural Kenya: The case of Kisumu district," Agrekon, Agricultural Economics Association of South Africa (AEASA), vol. 45(01), pages 1-14, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Muller, Christophe & Yan, Huijie, 2018. "Household fuel use in developing countries: Review of theory and evidence," Energy Economics, Elsevier, vol. 70(C), pages 429-439.
    2. Wassie, Yibeltal T. & Rannestad, Meley M. & Adaramola, Muyiwa S., 2021. "Determinants of household energy choices in rural sub-Saharan Africa: An example from southern Ethiopia," Energy, Elsevier, vol. 221(C).
    3. Christophe Muller & Huijie Yan, 2018. "Household Fuel Use in Rural China," AMSE Working Papers 1808, Aix-Marseille School of Economics, France.
    4. Kuo, Ying-Min & Azam, Mehtabul, 2019. "Household Cooking Fuel Choice in India, 2004-2012: A Panel Multinomial Analysis," IZA Discussion Papers 12682, Institute of Labor Economics (IZA).
    5. Klege, Rebecca A. & Amuakwa-Mensah, Franklin & Visser, Martine, 2022. "Tenancy and energy choices in Rwanda. A replication and extension study," World Development Perspectives, Elsevier, vol. 26(C).
    6. 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.
    7. Andadari, Roos Kities & Mulder, Peter & Rietveld, Piet, 2014. "Energy poverty reduction by fuel switching. Impact evaluation of the LPG conversion program in Indonesia," Energy Policy, Elsevier, vol. 66(C), pages 436-449.
    8. Khalid Waleed & Faisal Mehmood Mirza, 2023. "Examining fuel choice patterns through household energy transition index: an alternative to traditional energy ladder and stacking models," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6449-6501, July.
    9. Akhter Ali & Dil Bahadur Rahut & Khondoker Abdul Mottaleb & Jeetendra Prakash Aryal, 2019. "Alternate energy sources for lighting among rural households in the Himalayan region of Pakistan: Access and impact," Energy & Environment, , vol. 30(7), pages 1291-1312, November.
    10. Takama, Takeshi & Tsephel, Stanzin & Johnson, Francis X., 2012. "Evaluating the relative strength of product-specific factors in fuel switching and stove choice decisions in Ethiopia. A discrete choice model of household preferences for clean cooking alternatives," Energy Economics, Elsevier, vol. 34(6), pages 1763-1773.
    11. Wang, Menghan & Liu, Zhong & Xu, Aiyan & Yang, Dan, 2022. "Fuel choice for rural Tibetan households: Impacts of access to credit," Energy Economics, Elsevier, vol. 115(C).
    12. Rahul Ranjan & Sudershan Singh, 2023. "Switching Towards LPG: Indian Household Perspectives," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 417-435, June.
    13. Koirala, Dhiroj Prasad & Acharya, Bikram, 2022. "Households’ fuel choices in the context of a decade-long load-shedding problem in Nepal," Energy Policy, Elsevier, vol. 162(C).
    14. Abedullah & Muhammad Tanvir, 2020. "Unveiling the Effects of Indoor Air Pollution on Health of Rural Women in Pakistan," PIDE-Working Papers 2020:12, Pakistan Institute of Development Economics.
    15. Gelo, Dambala & Kollamparambil, Umakrishnan & Jeuland, Marc, 2023. "The causal effect of income on household energy transition: Evidence from old age pension eligibility in South Africa," Energy Economics, Elsevier, vol. 119(C).
    16. Kapsalyamova, Zhanna & Mishra, Ranjeeta & Kerimray, Aiymgul & Karymshakov, Kamalbek & Azhgaliyeva, Dina, 2021. "Why Is Energy Access Not Enough for Choosing Clean Cooking Fuels? Sustainable Development Goals and Beyond," ADBI Working Papers 1234, Asian Development Bank Institute.
    17. Maheshwar Giri & Binoy Goswami, 2017. "Determinants of households’ choice of energy for lighting in Nepal," Economics and Business Letters, Oviedo University Press, vol. 6(2), pages 42-47.
    18. Rahut, Dil Bahadur & Behera, Bhagirath & Ali, Akhter, 2017. "Factors determining household use of clean and renewable energy sources for lighting in Sub-Saharan Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 72(C), pages 661-672.
    19. Poblete-Cazenave, Miguel & Pachauri, Shonali, 2018. "A structural model of cooking fuel choices in developing countries," Energy Economics, Elsevier, vol. 75(C), pages 449-463.
    20. Muhammad Irfan & Michael P. Cameron & Gazi Hassan, 2021. "Can income growth alone increase household consumption of cleaner fuels? Evidence from Pakistan," ECONOMICS AND POLICY OF ENERGY AND THE ENVIRONMENT, FrancoAngeli Editore, vol. 2021(2), pages 121-146.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:13:y:2020:i:15:p:3857-:d:390908. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.