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Memory constraints in adoption of productive technologies

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  • Ahmed, Haseeb
  • Giffin, Erin
  • Manian, Shanthi

Abstract

Limited adoption of productive technologies is often identified as a key reason for lagging agricultural productivity in developing countries. We hypothesize that memory limitations play a crucial role in explaining these sub-optimal levels of technology adoption. We test this hypothesis in the context of cattle disease prevention and management among smallholder farmers in east Africa. If farmers under-remember cattle health events, this will reduce their incentive to invest in preventive technologies. We implemented a field experiment in western Kenya to study if relieving memory constraints increases demand for a livestock disease prevention technology. We trained and incentivized study participants to keep simple written records of cattle disease events, health expenditures, and milk production outcomes for a period of three months. We then provided a paper template to help summarize the information in the record books. We find this intervention nearly doubled demand for the preventive technology, and evidence suggests that the record-keeping increased recall of disease events. This paper provides evidence that memory may serve as a barrier to technology adoption and our intervention can serve as a low-cost way of increasing take-up of productive technologies.

Suggested Citation

  • Ahmed, Haseeb & Giffin, Erin & Manian, Shanthi, 2025. "Memory constraints in adoption of productive technologies," Journal of Economic Behavior & Organization, Elsevier, vol. 236(C).
  • Handle: RePEc:eee:jeborg:v:236:y:2025:i:c:s0167268125002379
    DOI: 10.1016/j.jebo.2025.107118
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    1. Sok, J. & Hogeveen, H. & Elbers, A.R.W. & Oude Lansink, A.G.J.M., 2015. "Farmers’ beliefs and voluntary vaccination schemes: Bluetongue in Dutch dairy cattle," Food Policy, Elsevier, vol. 57(C), pages 40-49.
    2. David Huffman & Collin Raymond & Julia Shvets, 2022. "Persistent Overconfidence and Biased Memory: Evidence from Managers," American Economic Review, American Economic Association, vol. 112(10), pages 3141-3175, October.
    3. Lori Beaman & Ariel BenYishay & Jeremy Magruder & Ahmed Mushfiq Mobarak, 2021. "Can Network Theory-Based Targeting Increase Technology Adoption?," American Economic Review, American Economic Association, vol. 111(6), pages 1918-1943, June.
    4. Leigh Johnson & Tahira Shariff Mohamed & Ian Scoones & Masresha Taye, 2023. "Uncertainty in the drylands: Rethinking in/formal insurance from pastoral East Africa," Environment and Planning A, , vol. 55(8), pages 1928-1950, November.
    5. Pedro Bordalo & John J Conlon & Nicola Gennaioli & Spencer Y Kwon & Andrei Shleifer, 2023. "Memory and Probability," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 265-311.
    6. Soo Hong Chew & Wei Huang & Xiaojian Zhao, 2020. "Motivated False Memory," Journal of Political Economy, University of Chicago Press, vol. 128(10), pages 3913-3939.
    7. Frank Schilbach & Heather Schofield & Sendhil Mullainathan, 2016. "The Psychological Lives of the Poor," American Economic Review, American Economic Association, vol. 106(5), pages 435-440, May.
    8. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2020. "Memory, Attention, and Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(3), pages 1399-1442.
    9. Takahashi, Kazushi & Ikegami, Munenobu & Sheahan, Megan & Barrett, Christopher B., 2016. "Experimental Evidence on the Drivers of Index-Based Livestock Insurance Demand in Southern Ethiopia," World Development, Elsevier, vol. 78(C), pages 324-340.
    10. Maria Jones & Florence Kondylis & John Loeser & Jeremy Magruder, 2022. "Factor Market Failures and the Adoption of Irrigation in Rwanda," American Economic Review, American Economic Association, vol. 112(7), pages 2316-2352, July.
    11. Travis J. Lybbert & Christopher B. Barrett & Solomon Desta & D. Layne Coppock, 2004. "Stochastic wealth dynamics and risk management among a poor population," Economic Journal, Royal Economic Society, vol. 114(498), pages 750-777, October.
    12. Rawlins, Rosemary & Pimkina, Svetlana & Barrett, Christopher B. & Pedersen, Sarah & Wydick, Bruce, 2014. "Got milk? The impact of Heifer International’s livestock donation programs in Rwanda on nutritional outcomes," Food Policy, Elsevier, vol. 44(C), pages 202-213.
    13. Andrew D. Foster & Mark R. Rosenzweig, 2010. "Microeconomics of Technology Adoption," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 395-424, September.
    14. Susan Godlonton & Manuel A Hernandez & Cynthia Paz, 2024. "Can survey design reduce anchoring bias in recall data? Evidence from smallholder farmers in Malawi," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 51(4), pages 1129-1167.
    15. Alexandre Belloni & Victor Chernozhukov & Christian Hansen, 2014. "Inference on Treatment Effects after Selection among High-Dimensional Controlsâ€," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 608-650.
    16. Jesse Perla & Christopher Tonetti & Michael E. Waugh, 2021. "Equilibrium Technology Diffusion, Trade, and Growth," American Economic Review, American Economic Association, vol. 111(1), pages 73-128, January.
    17. Arthi, Vellore & Beegle, Kathleen & De Weerdt, Joachim & Palacios-López, Amparo, 2018. "Not your average job: Measuring farm labor in Tanzania," Journal of Development Economics, Elsevier, vol. 130(C), pages 160-172.
    18. Homewood, Katherine & Trench, Pippa & Randall, Sara & Lynen, Godelieve & Bishop, Beth, 2006. "Livestock health and socio-economic impacts of a veterinary intervention in Maasailand: Infection-and-treatment vaccine against East Coast fever," Agricultural Systems, Elsevier, vol. 89(2-3), pages 248-271, September.
    19. Enke, Benjamin & Schwerter, Frederik & Zimmermann, Florian, 2024. "Associative memory, beliefs and market interactions," Journal of Financial Economics, Elsevier, vol. 157(C).
    20. Joachim De Weerdt & Kathleen Beegle & Jed Friedman & John Gibson, 2016. "The Challenge of Measuring Hunger through Survey," Economic Development and Cultural Change, University of Chicago Press, vol. 64(4), pages 727-758.
    21. Dean Karlan & Margaret McConnell & Sendhil Mullainathan & Jonathan Zinman, 2016. "Getting to the Top of Mind: How Reminders Increase Saving," Management Science, INFORMS, vol. 62(12), pages 3393-3411, December.
    22. Zoë A Campbell & Thomas L Marsh & Emmanuel A Mpolya & Samuel M Thumbi & Guy H Palmer, 2018. "Newcastle disease vaccine adoption by smallholder households in Tanzania: Identifying determinants and barriers," PLOS ONE, Public Library of Science, vol. 13(10), pages 1-16, October.
    23. Barham, Bradford L. & Chavas, Jean-Paul & Fitz, Dylan & Salas, Vanessa Ríos & Schechter, Laura, 2014. "The roles of risk and ambiguity in technology adoption," Journal of Economic Behavior & Organization, Elsevier, vol. 97(C), pages 204-218.
    24. Elizabeth Waithanji & Nadhem Mtimet & Pauline Muindi, 2019. "Contagious Bovine Pleuropneumonia Vaccine Delivery and Adoption by Women and Men in North-Eastern Kenya," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 31(3), pages 364-387, July.
    25. Thomas Graeber & Christopher Roth & Florian Zimmermann, 2024. "Stories, Statistics, and Memory," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(4), pages 2181-2225.
    26. McPeak, John, 2006. "Confronting the risk of asset loss: What role do livestock transfers in northern Kenya play?," Journal of Development Economics, Elsevier, vol. 81(2), pages 415-437, December.
    27. Paul J. Ferraro & Kent D. Messer & Pallavi Shukla & Collin Weigel, 2024. "Behavioral Biases among Producers: Experimental Evidence of Anchoring in Procurement Auctions," The Review of Economics and Statistics, MIT Press, vol. 106(5), pages 1381-1392, September.
    28. Keith Marzilli Ericson, 2017. "On the Interaction of Memory and Procrastination: Implications for Reminders, Deadlines, and Empirical Estimation," Journal of the European Economic Association, European Economic Association, vol. 15(3), pages 692-719.
    29. Das, Jishnu & Hammer, Jeffrey & Sánchez-Paramo, Carolina, 2012. "The impact of recall periods on reported morbidity and health seeking behavior," Journal of Development Economics, Elsevier, vol. 98(1), pages 76-88.
    30. Hassan Afrouzi & Spencer Y Kwon & Augustin Landier & Yueran Ma & David Thesmar, 2023. "Overreaction in Expectations: Evidence and Theory," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(3), pages 1713-1764.
    31. S M Thumbi & M Kariuki Njenga & Thomas L Marsh & Susan Noh & Elkanah Otiang & Peninah Munyua & Linus Ochieng & Eric Ogola & Jonathan Yoder & Allan Audi & Joel M Montgomery & Godfrey Bigogo & Robert F , 2015. "Linking Human Health and Livestock Health: A “One-Health” Platform for Integrated Analysis of Human Health, Livestock Health, and Economic Welfare in Livestock Dependent Communities," PLOS ONE, Public Library of Science, vol. 10(3), pages 1-18, March.
    32. Emma Boswell Dean & Frank Schilbach & Heather Schofield, 2017. "Poverty and Cognitive Function," NBER Chapters, in: The Economics of Poverty Traps, pages 57-118, National Bureau of Economic Research, Inc.
    33. Jaap Sok & Joao Rossi Borges & Peter Schmidt & Icek Ajzen, 2021. "Farmer Behaviour as Reasoned Action: A Critical Review of Research with the Theory of Planned Behaviour," Journal of Agricultural Economics, Wiley Blackwell, vol. 72(2), pages 388-412, June.
    34. Meriggi, Niccolò F. & Bulte, Erwin & Mobarak, Ahmed Mushfiq, 2021. "Subsidies for technology adoption: Experimental evidence from rural Cameroon," Journal of Development Economics, Elsevier, vol. 153(C).
    35. Aina, I. & Ayinde, O.E. & Thiam, D. & Miranda, M., 2018. "Willingness to Pay for Index-Based Livestock Insurance: Perspectives from West Africa," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277383, International Association of Agricultural Economists.
    36. Réka Juhász & Mara P. Squicciarini & Nico Voigtländer, 2024. "Technology Adoption and Productivity Growth: Evidence from Industrialization in France," Journal of Political Economy, University of Chicago Press, vol. 132(10), pages 3215-3259.
    37. John Hoddinott & Derek Headey & Mekdim Dereje, 2015. "Cows, Missing Milk Markets, and Nutrition in Rural Ethiopia," Journal of Development Studies, Taylor & Francis Journals, vol. 51(8), pages 958-975, August.
    38. Zhengyang Jiang & Hongqi Liu & Cameron Peng & Hongjun Yan, 2024. "Investor Memory and Biased Beliefs: Evidence from the Field," NBER Working Papers 33226, National Bureau of Economic Research, Inc.
    39. Susanna B. Berkouwer & Joshua T. Dean, 2022. "Credit, Attention, and Externalities in the Adoption of Energy Efficient Technologies by Low-Income Households," American Economic Review, American Economic Association, vol. 112(10), pages 3291-3330, October.
    40. Sendhil Mullainathan, 2002. "A Memory-Based Model of Bounded Rationality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(3), pages 735-774.
    41. Andrea Amelio & Florian Zimmermann, 2023. "Motivated Memory in Economics—A Review," Games, MDPI, vol. 14(1), pages 1-15, January.
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    Keywords

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    JEL classification:

    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • Q12 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets

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