IDEAS home Printed from https://ideas.repec.org/p/fpr/harvwp/7.html
   My bibliography  Save this paper

A latent class approach to investigating farmer demand for biofortified staple food crops in developing countries: The case of high-iron pearl millet in Maharashtra, India

Author

Listed:
  • Birol, Ekin
  • Asare-Marfo, Dorene
  • Karandikar,Bhushana
  • Roy, Devesh

Abstract

This study explores farmer acceptance and valuation of a biofortified staple food crop in a developing country prior to its commercialization. We focus on the hypothetical introduction of a high-iron pearl millet variety in Maharashtra, India, where pearl millet is among the most important staple crops. A choice experiment is used to investigate farmer preferences for and trade-offs among various production and consumption attributes of pearl millet. The key pearl millet attributes studied included days it takes pearl millet to mature, color of the roti (flat bread) the grain produces, the presence of high-iron content (nutritional attribute), and the price of the pearl millet seed. Choice data come from 630 pearl millet-producing households randomly selected from 3 purposefully selected districts of Maharashtra. A latent class model is used to investigate the heterogeneity in farmers' preferences for pearl millet attributes and to profile farmers who are more or less likely to choose high-iron varieties of pearl millet. Our results reveal that there are three distinct segments in the sample, and there is significant heterogeneity in farmer preferences across these segments. High-iron pearl millet is valued the most by larger households that produce mainly for household consumption and currently have lower quality diets. Households that mainly produce for market sales, on the other hand, derive lower benefits from consumption characteristics such as color and nutrition. These results have implications for the design of targeted strategies to maximize adoption and consumption of high-iron pearl millet varieties.

Suggested Citation

  • Birol, Ekin & Asare-Marfo, Dorene & Karandikar,Bhushana & Roy, Devesh, 2011. "A latent class approach to investigating farmer demand for biofortified staple food crops in developing countries: The case of high-iron pearl millet in Maharashtra, India," HarvestPlus working papers 7, International Food Policy Research Institute (IFPRI).
  • Handle: RePEc:fpr:harvwp:7
    as

    Download full text from publisher

    File URL: http://www.ifpri.org/sites/default/files/publications/harvestpluswp_7.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ferrini, Silvia & Scarpa, Riccardo, 2007. "Designs with a priori information for nonmarket valuation with choice experiments: A Monte Carlo study," Journal of Environmental Economics and Management, Elsevier, vol. 53(3), pages 342-363, May.
    2. Scarpa, Riccardo & Rose, John M., 2008. "Design efficiency for non-market valuation with choice modelling: how to measure it, what to report and why," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 52(3), pages 1-30.
    3. Carlsson, Fredrik & Frykblom, Peter & Johan Lagerkvist, Carl, 2005. "Using cheap talk as a test of validity in choice experiments," Economics Letters, Elsevier, vol. 89(2), pages 147-152, November.
    4. Louviere,Jordan J. & Hensher,David A. & Swait,Joffre D. With contributions by-Name:Adamowicz,Wiktor, 2000. "Stated Choice Methods," Cambridge Books, Cambridge University Press, number 9780521788304.
    5. Sergio Colombo & Nick Hanley & Jordan Louviere, 2009. "Modeling preference heterogeneity in stated choice data: an analysis for public goods generated by agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 40(3), pages 307-322, May.
    6. Kontoleon Andreas & Yabe Mitsuyasu, 2006. "Market Segmentation Analysis of Preferences for GM Derived Animal Foods in the UK," Journal of Agricultural & Food Industrial Organization, De Gruyter, vol. 4(1), pages 1-38, December.
    7. Eric Ruto & Guy Garrod & Riccardo Scarpa, 2008. "Valuing animal genetic resources: a choice modeling application to indigenous cattle in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 38(1), pages 89-98, January.
    8. Shyamal Chowdhury & J. V. Meenakshi & Keith I. Tomlins & Constance Owori, 2010. "Are Consumers in Developing Countries Willing to Pay More for Micronutrient-Dense Biofortified Foods? Evidence from a Field Experiment in Uganda," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 93(1), pages 83-97.
    9. Dan Rigby & Michael Burton, 2005. "Preference heterogeneity and GM food in the UK," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 32(2), pages 269-288, June.
    10. Peter Boxall & Wiktor Adamowicz, 2002. "Understanding Heterogeneous Preferences in Random Utility Models: A Latent Class Approach," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 23(4), pages 421-446, December.
    11. Scarpa, Riccardo & Drucker, Adam G. & Anderson, Simon & Ferraes-Ehuan, Nancy & Gomez, Veronica & Risopatron, Carlos R. & Rubio-Leonel, Olga, 2003. "Valuing genetic resources in peasant economies: the case of 'hairless' creole pigs in Yucatan," Ecological Economics, Elsevier, vol. 45(3), pages 427-443, July.
    12. Wuyang Hu, 2004. "Trading off health, environmental and genetic modification attributes in food," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 31(3), pages 389-408, September.
    13. Birol, Ekin & Villalba, Eric Rayn & Smale, Melinda, 2009. "Farmer preferences for milpa diversity and genetically modified maize in Mexico: a latent class approach," Environment and Development Economics, Cambridge University Press, vol. 14(4), pages 521-540, August.
    14. Greene, William H. & Hensher, David A., 2003. "A latent class model for discrete choice analysis: contrasts with mixed logit," Transportation Research Part B: Methodological, Elsevier, vol. 37(8), pages 681-698, September.
    15. Kenneth E. Train, 1998. "Recreation Demand Models with Taste Differences over People," Land Economics, University of Wisconsin Press, vol. 74(2), pages 230-239.
    16. Meenakshi, J.V. & Johnson, Nancy L. & Manyong, Victor M. & DeGroote, Hugo & Javelosa, Josyline & Yanggen, David R. & Naher, Firdousi & Gonzalez, Carolina & García, James & Meng, Erika, 2010. "How Cost-Effective is Biofortification in Combating Micronutrient Malnutrition? An Ex ante Assessment," World Development, Elsevier, vol. 38(1), pages 64-75, January.
    17. Enoch M. Kikulwe & Ekin Birol & Justus Wesseler & José Falck‐Zepeda, 2011. "A latent class approach to investigating demand for genetically modified banana in Uganda," Agricultural Economics, International Association of Agricultural Economists, vol. 42(5), pages 547-560, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chinedu, Obi & Sanou, Edouard & Tur-Cardona, Juan & Bartolini, Fabio & Gheysen, Godelieve & Speelman, Stijn, 2018. "Farmers’ valuation of transgenic biofortified sorghum for nutritional improvement in Burkina Faso: A latent class approach," Food Policy, Elsevier, vol. 79(C), pages 132-140.
    2. Kennedy Otieno Pambo & David Jakinda Otieno & Julius Juma Okello, 2017. "Analysis of Consumer Preference for Vitamin A-Fortified Sugar in Kenya," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(4), pages 745-768, August.
    3. Pambo, Kennedy & Otieno, David & Okello, Julius J., 2015. "Willingness-to-Pay for Sugar Fortification in Western Kenya," 2015 AAEA & WAEA Joint Annual Meeting, July 26-28, San Francisco, California 202970, Agricultural and Applied Economics Association.
    4. Kennedy Otieno, Pambo, 2013. "Analysis of Consumer Awareness and Preferences for Fortified Sugar in Kenya," Research Theses 243455, Collaborative Masters Program in Agricultural and Applied Economics.
    5. repec:ags:aaea15:200414 is not listed on IDEAS
    6. Pambo, Kennedy Otieno & Otieno, David Jakinda & Okello, Julius Juma, 2014. "Prospects for Biofortification Reducing Micronutrient Deficiency in Kenya: Lessons from Sugar Fortification Programmes," 18th ICABR Conference, June 17-20, 2014, Nairobi, Kenya 174531, International Consortium on Applied Bioeconomy Research (ICABR).

    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. Kikulwe, Enoch & Birol, Ekin & Wesseler, Justus & Falck-Zepeda, José, 2009. "A latent class approach to investigating consumer demand for genetically modified staple food in a developing country: The case of GM bananas in Uganda," IFPRI discussion papers 938, International Food Policy Research Institute (IFPRI).
    2. Kikulwe, Enoch M. & Birol, Ekin & Wesseler, Justus & Falck-Zepeda, Jose Benjamin, 2013. "Benefits, costs, and consumer perceptions of the potential introduction of a fungus-resistant banana in Uganda and policy implications," IFPRI book chapters, in: Falck-Zepeda, Jose Benjamin & Gruère, Guillaume P. & Sithole-Niang, Idah (ed.), Genetically modified crops in Africa: Economic and policy lessons from countries south of the Sahara, chapter 4, pages 99-141, International Food Policy Research Institute (IFPRI).
    3. Catalina M. Torres Figuerola & Nick Hanley & Sergio Colombo, 2011. "Incorrectly accounting for taste heterogeneity in choice experiments: Does it really matter for welfare measurement?," CRE Working Papers (Documents de treball del CRE) 2011/1, Centre de Recerca Econòmica (UIB ·"Sa Nostra").
    4. Kloos, Julia & Tsegai, Daniel W., 2009. "Preferences for domestic water services in the Middle Olifants sub-basin of South Africa," Discussion Papers 49970, University of Bonn, Center for Development Research (ZEF).
    5. Mohammed H. Alemu & Søren B. Olsen & Suzanne E. Vedel & Kennedy O. Pambo & Victor O. Owino, 2015. "Consumer acceptance and willingness to pay for edible insects as food in Kenya: the case of white winged termites," IFRO Working Paper 2015/10, University of Copenhagen, Department of Food and Resource Economics.
    6. Sergio Colombo & Nick Hanley & Jordan Louviere, 2009. "Modeling preference heterogeneity in stated choice data: an analysis for public goods generated by agriculture," Agricultural Economics, International Association of Agricultural Economists, vol. 40(3), pages 307-322, May.
    7. Ekin Birol & Sukanya Das, 2010. "The Value of Improved Public Services : An Application of the Choice Experiment Method to Estimate the Value of Improved Wastewater Treatment Infrastructure in India," Development Economics Working Papers 23062, East Asian Bureau of Economic Research.
    8. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
    9. Beharry-Borg, Nesha & Scarpa, Riccardo, 2010. "Valuing quality changes in Caribbean coastal waters for heterogeneous beach visitors," Ecological Economics, Elsevier, vol. 69(5), pages 1124-1139, March.
    10. Abedullah, A. & Kouser, S. & Ibrahim, M., 2018. "Consumer preferences and willingness to pay for Aflatoxin- Free Milk in Pakistan," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275957, International Association of Agricultural Economists.
    11. Maples, Joshua G. & Lusk, Jayson L. & Peel, Derrell S., 2018. "Unintended consequences of the quest for increased efficiency in beef cattle: When bigger isn’t better," Food Policy, Elsevier, vol. 74(C), pages 65-73.
    12. Eric Ruto & Guy Garrod & Riccardo Scarpa, 2008. "Valuing animal genetic resources: a choice modeling application to indigenous cattle in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 38(1), pages 89-98, January.
    13. Richard Yao & Riccardo Scarpa & John Rose & James Turner, 2015. "Experimental Design Criteria and Their Behavioural Efficiency: An Evaluation in the Field," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 62(3), pages 433-455, November.
    14. Grisolía, José M. & Longo, Alberto & Boeri, Marco & Hutchinson, George & Kee, Frank, 2013. "Trading off dietary choices, physical exercise and cardiovascular disease risks," Social Science & Medicine, Elsevier, vol. 93(C), pages 130-138.
    15. Catalina M. Torres & Sergio Colombo & Nick Hanley, 2014. "Incorrectly accounting for preference heterogeneity in choice experiments: what are the implications for welfare measurement?," DEA Working Papers 65, Universitat de les Illes Balears, Departament d'Economía Aplicada.
    16. Falck-Zepeda, José & Kilkuwe, Enoch & Wesseler, Justus, 2008. "Introducing a genetically modified banana in Uganda: Social benefits, costs, and consumer perceptions," IFPRI discussion papers 767, International Food Policy Research Institute (IFPRI).
    17. Meenakshi, J. V. & Banerji, A. & Manyong, Victor & Tomlins, Keith & Hamukwala, Priscilla & Zulu, Rodah & Mungoma, Catherine, 2010. "Consumer acceptance of provitamin A orange maize in rural Zambia:," HarvestPlus working papers 4, International Food Policy Research Institute (IFPRI).
    18. Zhou, Heng & Norman, Richard & Xia, Jianhong(Cecilia) & Hughes, Brett & Kelobonye, Keone & Nikolova, Gabi & Falkmer, Torbjorn, 2020. "Analysing travel mode and airline choice using latent class modelling: A case study in Western Australia," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 187-205.
    19. Gevrek, Z.Eylem & Uyduranoglu, Ayse, 2015. "Public preferences for carbon tax attributes," Ecological Economics, Elsevier, vol. 118(C), pages 186-197.
    20. Fewell, Jason E. & Bergtold, Jason S. & Williams, Jeffery R., 2016. "Farmers' willingness to contract switchgrass as a cellulosic bioenergy crop in Kansas," Energy Economics, Elsevier, vol. 55(C), pages 292-302.

    More about this item

    Keywords

    Biofortification; Choice experiment; latent class model; preference heterogeneity; Pearl millet;
    All these keywords.

    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:fpr:harvwp:7. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/ifprius.html .

    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.