IDEAS home Printed from https://ideas.repec.org/p/was/dpaper/2003.html
   My bibliography  Save this paper

Subjective risk belief function in the field: Evidence from cooking fuel choices and health in India

Author

Listed:
  • Hide-Fumi Yokoo

    (Graduate School of Economics, Hitotsubashi University, Naka 2-1, Kunitachi, Tokyo 186-8601, Japan & Management (RIEEM), Waseda University, 1-6-1 Nishiwaseda, Shinjuku-ku, Tokyo, 169-8050, Japan.)

  • Toshi H. Arimura

    (Faculty of Political Science and Economics & Research Institute for Environmental Economics and Management (RIEEM), Waseda University, 1-6-1 Nishiwaseda, Shinjuku-ku, Tokyo, 169-8050, Japan.)

  • Mriduchhanda Chattopadhyay

    (Graduate School of Economics, Waseda University, 1-6-1 Nishiwaseda, Shinjuku-ku, Tokyo 169-8050, Japan.)

  • Hajime Katayama

    (Faculty of Commerce & Research Institute for Environmental Economics and Management (RIEEM), Waseda University, 1-6-1 Nishiwaseda, Shinjuku-ku, Tokyo, 169-8050, Japan.)

Abstract

We investigate the accuracy of the perceptions of health risks in India. To examine systematic risk misperception, which is relevant to policy debates, we present the concept of the subjective risk belief function (SRBF). The context of our study is the risk of developing physical symptoms related to household air pollution caused by cooking. Using field data collected from 588 respondents in 17 villages in West Bengal, we regress the probability of symptoms conditional on fuel choices to estimate the respondent-specific health risk changes. Then, we elicit the subjective probabilistic beliefs using an interactive method with visual aids. Considering the estimated risks as objective risks, we estimate the linear SRBF. Our estimated coefficient of the average SRBF is in the range of 0.58 to 0.79, which implies a slight underestimation of the change in risk when switching from cooking with firewood to cooking with liquefied petroleum gas, although the respondents have a qualitatively accurate belief. We further find that risk misperception is correlated with religion but not with age or education.

Suggested Citation

  • Hide-Fumi Yokoo & Toshi H. Arimura & Mriduchhanda Chattopadhyay & Hajime Katayama, 2020. "Subjective risk belief function in the field: Evidence from cooking fuel choices and health in India," RIEEM Discussion Paper Series 2003, Research Institute for Environmental Economics and Management, Waseda University.
  • Handle: RePEc:was:dpaper:2003
    as

    Download full text from publisher

    File URL: http://www.waseda.jp/prj-rieem/dp/dp2003.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Emily Oster & Ira Shoulson & E. Ray Dorsey, 2013. "Optimal Expectations and Limited Medical Testing: Evidence from Huntington Disease," American Economic Review, American Economic Association, vol. 103(2), pages 804-830, April.
    2. Rema Hanna & Esther Duflo & Michael Greenstone, 2016. "Up in Smoke: The Influence of Household Behavior on the Long-Run Impact of Improved Cooking Stoves," American Economic Journal: Economic Policy, American Economic Association, vol. 8(1), pages 80-114, February.
    3. Jerry Hausman, 2001. "Mismeasured Variables in Econometric Analysis: Problems from the Right and Problems from the Left," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 57-67, Fall.
    4. Chattopadhyay, Mriduchhanda & Arimura, Toshi H. & Katayama, Hajime & Sakudo, Mari & Yokoo, Hide-Fumi, 2021. "Subjective probabilistic expectations, household air pollution, and health: Evidence from cooking fuel use patterns in West Bengal, India," Resource and Energy Economics, Elsevier, vol. 66(C).
    5. Michael Baker & Mark Stabile & Catherine Deri, 2004. "What Do Self-Reported, Objective, Measures of Health Measure?," Journal of Human Resources, University of Wisconsin Press, vol. 39(4).
    6. Levon Barseghyan & Francesca Molinari & Ted O'Donoghue & Joshua C. Teitelbaum, 2013. "The Nature of Risk Preferences: Evidence from Insurance Choices," American Economic Review, American Economic Association, vol. 103(6), pages 2499-2529, October.
    7. Botond Kőszegi & Matthew Rabin, 2006. "A Model of Reference-Dependent Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1133-1165.
    8. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    9. Johnston, David W. & Propper, Carol & Shields, Michael A., 2009. "Comparing subjective and objective measures of health: Evidence from hypertension for the income/health gradient," Journal of Health Economics, Elsevier, vol. 28(3), pages 540-552, May.
    10. Oliver Stoner & Jessica Lewis & Itzel Lucio Martínez & Sophie Gumy & Theo Economou & Heather Adair-Rohani, 2021. "Household cooking fuel estimates at global and country level for 1990 to 2030," Nature Communications, Nature, vol. 12(1), pages 1-8, December.
    11. Marc Jeuland & Subhrendu K. Pattanayak & Randall Bluffstone, 2015. "The Economics of Household Air Pollution," Annual Review of Resource Economics, Annual Reviews, vol. 7(1), pages 81-108, October.
    12. Levon Barseghyan & Francesca Molinari & Ted O'Donoghue & Joshua C. Teitelbaum, 2018. "Estimating Risk Preferences in the Field," Journal of Economic Literature, American Economic Association, vol. 56(2), pages 501-564, June.
    13. Marc Jeuland & Subhrendu K. Pattanayak & Jie-Sheng Tan Soo & Faraz Usmani, 2020. "Preferences and the Effectiveness of Behavior-Change Interventions: Evidence from Adoption of Improved Cookstoves in India," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 7(2), pages 305-343.
    14. Meyer, Bruce D. & Mittag, Nikolas, 2017. "Misclassification in binary choice models," Journal of Econometrics, Elsevier, vol. 200(2), pages 295-311.
    15. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, September.
    16. Edwards, John H. Y. & Langpap, Christian, 2012. "Fuel choice, indoor air pollution and children's health," Environment and Development Economics, Cambridge University Press, vol. 17(4), pages 379-406, August.
    17. Rema Hanna & Paulina Oliva, 2015. "Moving Up the Energy Ladder: The Effect of an Increase in Economic Well-Being on the Fuel Consumption Choices of the Poor in India," American Economic Review, American Economic Association, vol. 105(5), pages 242-246, May.
    18. Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
    19. Johansson-Stenman, Olof, 2008. "Mad cows, terrorism and junk food: Should public policy reflect perceived or objective risks?," Journal of Health Economics, Elsevier, vol. 27(2), pages 234-248, March.
    20. Adeline Delavande, 2014. "Probabilistic Expectations in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 1-20, August.
    21. Quiggin, John, 1982. "A theory of anticipated utility," Journal of Economic Behavior & Organization, Elsevier, vol. 3(4), pages 323-343, December.
    22. 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.
    23. Gupta, Gautam & Kohlin, Gunnar, 2006. "Preferences for domestic fuel: Analysis with socio-economic factors and rankings in Kolkata, India," Ecological Economics, Elsevier, vol. 57(1), pages 107-121, April.
    24. Bruce Meyer & Nikolas Mittag, 2013. "Misclassification In Binary Choice Models," Working Papers 13-27, Center for Economic Studies, U.S. Census Bureau.
    25. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    26. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    27. Heltberg, Rasmus, 2005. "Factors determining household fuel choice in Guatemala," Environment and Development Economics, Cambridge University Press, vol. 10(3), pages 337-361, June.
    28. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    29. Adeline Delavande & Xavier Giné & David McKenzie, 2011. "Eliciting probabilistic expectations with visual aids in developing countries: how sensitive are answers to variations in elicitation design?," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 479-497, April.
    30. Ilke Onur & Malathi Velamuri, 2018. "The gap between self-reported and objective measures of disease status in India," PLOS ONE, Public Library of Science, vol. 13(8), pages 1-18, August.
    31. W. Kip Viscusi & Jahn Hakes, 2003. "Risk ratings that do not measure probabilities," Journal of Risk Research, Taylor & Francis Journals, vol. 6(1), pages 23-43, January.
    32. Levon Barseghyan & Francesca Molinari & Ted O'Donoghue & Joshua C. Teitelbaum, 2013. "Distinguishing Probability Weighting from Risk Misperceptions in Field Data," American Economic Review, American Economic Association, vol. 103(3), pages 580-585, May.
    33. Gul, Faruk, 1991. "A Theory of Disappointment Aversion," Econometrica, Econometric Society, vol. 59(3), pages 667-686, May.
    34. Khwaja, Ahmed & Silverman, Dan & Sloan, Frank & Wang, Yang, 2009. "Are mature smokers misinformed?," Journal of Health Economics, Elsevier, vol. 28(2), pages 385-397, March.
    35. Viscusi, W Kip, 1990. "Do Smokers Underestimate Risks?," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1253-1269, December.
    36. Adeline Delavande & Hans-Peter Kohler, 2016. "HIV/AIDS-related Expectations and Risky Sexual Behaviour in Malawi," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 118-164.
    37. Gupta, Gautam & Mahmud, Minhaj & Maitra, Pushkar & Mitra, Santanu & Neelim, Ananta, 2018. "Religion, minority status, and trust: Evidence from a field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 146(C), pages 180-205.
    38. Pascaline Dupas, 2011. "Health Behavior in Developing Countries," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 425-449, September.
    39. Viscusi, W Kip & O'Connor, Charles J, 1984. "Adaptive Responses to Chemical Labeling: Are Workers Bayesian Decision Makers?," American Economic Review, American Economic Association, vol. 74(5), pages 942-956, December.
    40. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    41. Delavande, Adeline & Giné, Xavier & McKenzie, David, 2011. "Measuring subjective expectations in developing countries: A critical review and new evidence," Journal of Development Economics, Elsevier, vol. 94(2), pages 151-163, March.
    42. 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.
    43. Okeke, Edward N. & Adepiti, Clement A. & Ajenifuja, Kayode O., 2013. "What is the price of prevention? New evidence from a field experiment," Journal of Health Economics, Elsevier, vol. 32(1), pages 207-218.
    44. Katherine Carman & Peter Kooreman, 2014. "Probability perceptions and preventive health care," Journal of Risk and Uncertainty, Springer, vol. 49(1), pages 43-71, August.
    45. Craig R. Fox & Amos Tversky, 1998. "A Belief-Based Account of Decision Under Uncertainty," Management Science, INFORMS, vol. 44(7), pages 879-895, July.
    46. Jeuland, Marc & Fetter, T. Robert & Li, Yating & Pattanayak, Subhrendu K. & Usmani, Faraz & Bluffstone, Randall A. & Chávez, Carlos & Girardeau, Hannah & Hassen, Sied & Jagger, Pamela & Jaime, Mónica , 2021. "Is energy the golden thread? A systematic review of the impacts of modern and traditional energy use in low- and middle-income countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    47. Michael D. Hurd, 2009. "Subjective Probabilities in Household Surveys," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 543-564, May.
    48. Brown, Joe & Hamoudi, Amar & Jeuland, Marc & Turrini, Gina, 2017. "Seeing, believing, and behaving: Heterogeneous effects of an information intervention on household water treatment," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 141-159.
    49. Nicholas Barberis, 2013. "The Psychology of Tail Events: Progress and Challenges," American Economic Review, American Economic Association, vol. 103(3), pages 611-616, May.
    50. Michael Greenstone & B. Kelsey Jack, 2015. "Envirodevonomics: A Research Agenda for an Emerging Field," Journal of Economic Literature, American Economic Association, vol. 53(1), pages 5-42, March.
    51. Ahmed Khwaja & Frank Sloan & Sukyung Chung, 2007. "The relationship between individual expectations and behaviors: Mortality expectations and smoking decisions," Journal of Risk and Uncertainty, Springer, vol. 35(2), pages 179-201, October.
    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. Chattopadhyay, Mriduchhanda & Arimura, Toshi H. & Katayama, Hajime & Sakudo, Mari & Yokoo, Hide-Fumi, 2021. "Subjective probabilistic expectations, household air pollution, and health: Evidence from cooking fuel use patterns in West Bengal, India," Resource and Energy Economics, Elsevier, vol. 66(C).
    2. Nils Grevenbrock & Max Groneck & Alexander Ludwig & Alexander Zimper, 2021. "Cognition, Optimism, And The Formation Of Age‐Dependent Survival Beliefs," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(2), pages 887-918, May.
    3. Aurélien Baillon & Aleli Kraft & Owen O’Donnell & Kim Wilgenburg, 2022. "A behavioral decomposition of willingness to pay for health insurance," Journal of Risk and Uncertainty, Springer, vol. 64(1), pages 43-87, February.
    4. Adeline Delavande & Jinkook Lee & Seetha Menon, 2017. "Eliciting Survival Expectations of the Elderly in Low-Income Countries: Evidence From India," Demography, Springer;Population Association of America (PAA), vol. 54(2), pages 673-699, April.
    5. Kai Barron, 2021. "Belief updating: does the ‘good-news, bad-news’ asymmetry extend to purely financial domains?," Experimental Economics, Springer;Economic Science Association, vol. 24(1), pages 31-58, March.
    6. Rablen, Matthew D., 2019. "Foundations of the Rank-Dependent Probability Weighting Function," IZA Discussion Papers 12701, Institute of Labor Economics (IZA).
    7. Foster, Gigi & Frijters, Paul & Schaffner, Markus & Torgler, Benno, 2018. "Expectation formation in an evolving game of uncertainty: New experimental evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 154(C), pages 379-405.
    8. Kettlewell, Nathan, 2020. "Subjective Expectations for Health Service Use and Consequences for Health Insurance Behavior," IZA Discussion Papers 13445, Institute of Labor Economics (IZA).
    9. Ariane Charpin, 2018. "Tests des modèles de décision en situation de risque. Le cas des parieurs hippiques en France," Revue économique, Presses de Sciences-Po, vol. 69(5), pages 779-803.
    10. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2013. "Salience and Consumer Choice," Journal of Political Economy, University of Chicago Press, vol. 121(5), pages 803-843.
    11. Matthew D. Rablen, 2023. "Loss Aversion, Risk Aversion, and the Shape of the Probability Weighting Function," Working Papers 2023013, The University of Sheffield, Department of Economics.
    12. Alexander Zimper, 2011. "Do Bayesians Learn Their Way Out of Ambiguity?," Decision Analysis, INFORMS, vol. 8(4), pages 269-285, December.
    13. Aurélien Baillon & Han Bleichrodt & Vitalie Spinu, 2020. "Searching for the Reference Point," Management Science, INFORMS, vol. 66(1), pages 93-112, January.
    14. Hanna Freudenreich & Sindu W. Kebede, 2022. "Experience of shocks, household wealth and expectation formation: Evidence from smallholder farmers in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 53(5), pages 756-774, September.
    15. Wuppermann, Amelie Catherine, 2011. "Empirical Essays in Health and Education Economics," Munich Dissertations in Economics 13187, University of Munich, Department of Economics.
    16. Katarzyna M. Werner & Horst Zank, 2019. "A revealed reference point for prospect theory," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 67(4), pages 731-773, June.
    17. Wei-Hsiang Lin & Justin L Gardner & Shih-Wei Wu, 2020. "Context effects on probability estimation," PLOS Biology, Public Library of Science, vol. 18(3), pages 1-45, March.
    18. Benjamin L. Collier & Daniel Schwartz & Howard C. Kunreuther & Erwann O. Michel-Kerjan, 2017. "Risk Preferences in Small and Large Stakes: Evidence from Insurance Contract Decisions," NBER Working Papers 23579, National Bureau of Economic Research, Inc.
    19. Frank Sloan & Alyssa Platt, 2011. "Information, risk perceptions, and smoking choices of youth," Journal of Risk and Uncertainty, Springer, vol. 42(2), pages 161-193, April.
    20. Laurent Denant-Boemont & Olivier L’Haridon, 2013. "La rationalité à l'épreuve de l'économie comportementale," Revue française d'économie, Presses de Sciences-Po, vol. 0(2), pages 35-89.

    More about this item

    Keywords

    Belief; Cooking fuel choice; Health risk; India; Risk misperception; Subjective probabilistic expectation;
    All these keywords.

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • O13 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Agriculture; Natural Resources; Environment; Other Primary Products
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:was:dpaper:2003. 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: Takuro Miyamoto (email available below). General contact details of provider: http://www.waseda.jp/prj-rieem/en .

    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.