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Confidence and information usage: Evidence from soil testing in India

Author

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  • Jared Gars
  • Ram Fishman
  • Avinash Kishore
  • Yoav Rothler
  • Patrick S. Ward

Abstract

Informational barriers are often considered to be a major constraint to the adoption of improved farming practices, inputs, and technologies by smallholder farmers. In the Indian context, it is widely believed that farmers misapply chemical fertilizers because they lack scientific information on soil conditions and corresponding fertilizer recommendations, thus resulting in imbalanced and potentially detrimental fertilizer application. Policymakers are frequently interested in providing farmers with various streams of information to overcome these informational barriers to optimize farming activities. However, such informational interventions frequently fail either because generic recommendations may be ill‐suited for decision makers in highly heterogeneous agricultural environments or because farmers' beliefs may be so entrenched as to make them unresponsive to new information. We implemented a field experiment in Bihar, India to test whether plot‐specific fertilizer recommendations affect farmers' fertilizer use. We find little evidence for sizable impacts on fertilizer use in general, though impacts are more apparent for low cost or costless recommendations such as increasing the use of highly subsidized fertilizers or shifting the timing of application. Despite modest evidence of such effects, even those fall short of their potential magnitude. We show that treated farmers who are less confident in their subjective beliefs about optimal fertilizer application rates (i.e., with more disperse priors) are more responsive to the recommendations and have a higher ex ante willingness to pay for soil testing. These results suggest that heterogeneity in beliefs may constrain the overall effectiveness of information provision, even when the information is tailored to individual farms.

Suggested Citation

  • Jared Gars & Ram Fishman & Avinash Kishore & Yoav Rothler & Patrick S. Ward, 2025. "Confidence and information usage: Evidence from soil testing in India," American Journal of Agricultural Economics, John Wiley & Sons, vol. 107(5), pages 1406-1437, October.
  • Handle: RePEc:wly:ajagec:v:107:y:2025:i:5:p:1406-1437
    DOI: 10.1111/ajae.12513
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    References listed on IDEAS

    as
    1. Luis Armona & Andreas Fuster & Basit Zafar, 2019. "Home Price Expectations and Behaviour: Evidence from a Randomized Information Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1371-1410.
    2. Jonas Hjort & Diana Moreira & Gautam Rao & Juan Francisco Santini, 2021. "How Research Affects Policy: Experimental Evidence from 2,150 Brazilian Municipalities," American Economic Review, American Economic Association, vol. 111(5), pages 1442-1480, May.
    3. Olivier Coibion & Yuriy Gorodnichenko & Saten Kumar, 2018. "How Do Firms Form Their Expectations? New Survey Evidence," American Economic Review, American Economic Association, vol. 108(9), pages 2671-2713, September.
    4. Ruth Vargas Hill, 2010. "Liberalisation and Producer Price Risk: Examining Subjective Expectations in the Ugandan Coffee Market," Journal of African Economies, Centre for the Study of African Economies, vol. 19(4), pages 433-458, August.
    5. Aminou Arouna & Jeffrey D. Michler & Wilfried G. Yergo & Kazuki Saito, 2021. "One Size Fits All? Experimental Evidence on the Digital Delivery of Personalized Extension Advice in Nigeria," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 596-619, March.
    6. Bjorn Van Campenhout & David J. Spielman & Els Lecoutere, 2021. "Information and Communication Technologies to Provide Agricultural Advice to Smallholder Farmers: Experimental Evidence from Uganda," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(1), pages 317-337, January.
    7. Tavneet Suri, 2011. "Selection and Comparative Advantage in Technology Adoption," Econometrica, Econometric Society, vol. 79(1), pages 159-209, January.
    8. Jeremy R. Magruder, 2018. "An Assessment of Experimental Evidence on Agricultural Technology Adoption in Developing Countries," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 299-316, October.
    9. Olivier Armantier & Scott Nelson & Giorgio Topa & Wilbert van der Klaauw & Basit Zafar, 2016. "The Price Is Right: Updating Inflation Expectations in a Randomized Price Information Experiment," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 503-523, July.
    10. Tessa Bold & Kayuki C. Kaizzi & Jakob Svensson & David Yanagizawa-Drott, 2017. "Lemon Technologies and Adoption: Measurement, Theory and Evidence from Agricultural Markets in Uganda," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1055-1100.
    11. Vivalt, Eva & Coville, Aidan, 2023. "How do policymakers update their beliefs?," Journal of Development Economics, Elsevier, vol. 165(C).
    12. Orazio Attanasio & Britta Augsburg, 2016. "Subjective Expectations and Income Processes in Rural India," Economica, London School of Economics and Political Science, vol. 83(331), pages 416-442, July.
    13. Girum Abebe & A Stefano Caria & Marcel Fafchamps & Paolo Falco & Simon Franklin & Simon Quinn, 2021. "Anonymity or Distance? Job Search and Labour Market Exclusion in a Growing African City [Endogenous Stratification in Randomized Experiments]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(3), pages 1279-1310.
    14. Harou, Aurélie P. & Madajewicz, Malgosia & Michelson, Hope & Palm, Cheryl A. & Amuri, Nyambilila & Magomba, Christopher & Semoka, Johnson M. & Tschirhart, Kevin & Weil, Ray, 2022. "The joint effects of information and financing constraints on technology adoption: Evidence from a field experiment in rural Tanzania," Journal of Development Economics, Elsevier, vol. 155(C).
    15. Rema Hanna & Sendhil Mullainathan & Joshua Schwartzstein, 2014. "Learning Through Noticing: Theory and Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1311-1353.
    16. 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.
    17. Christopher Roth & Johannes Wohlfart, 2020. "How Do Expectations about the Macroeconomy Affect Personal Expectations and Behavior?," The Review of Economics and Statistics, MIT Press, vol. 102(4), pages 731-748, October.
    18. McKenzie, David, 2012. "Beyond baseline and follow-up: The case for more T in experiments," Journal of Development Economics, Elsevier, vol. 99(2), pages 210-221.
    19. Annemie Maertens & Hope Michelson & Vesall Nourani, 2021. "How Do Farmers Learn from Extension Services? Evidence from Malawi," American Journal of Agricultural Economics, John Wiley & Sons, vol. 103(2), pages 569-595, March.
    20. Corral,Carolina & Gine,Xavier & Mahajan,Aprajit & Seira,Enrique, 2020. "Autonomy and Specificity in Agricultural Technology Adoption : Evidence from Mexico," Policy Research Working Paper Series 9367, The World Bank.
    21. Zoë Cullen & Ricardo Perez-Truglia, 2022. "How Much Does Your Boss Make? The Effects of Salary Comparisons," Journal of Political Economy, University of Chicago Press, vol. 130(3), pages 766-822.
    22. Xiaomeng Cui & Wei Xie, 2022. "Adapting Agriculture to Climate Change through Growing Season Adjustments: Evidence from Corn in China," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 249-272, January.
    23. Michèle Belot & Philipp Kircher & Paul Muller, 2019. "Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1411-1447.
    24. David S. Lee, 2009. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(3), pages 1071-1102.
    25. Pascaline Dupas, 2011. "Do Teenagers Respond to HIV Risk Information? Evidence from a Field Experiment in Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 3(1), pages 1-34, January.
    26. Robert Jensen, 2010. "The (Perceived) Returns to Education and the Demand for Schooling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(2), pages 515-548.
    27. Fernando M. Aragón & Francisco Oteiza & Juan Pablo Rud, 2021. "Climate Change and Agriculture: Subsistence Farmers' Response to Extreme Heat," American Economic Journal: Economic Policy, American Economic Association, vol. 13(1), pages 1-35, February.
    28. Lybbert, Travis J. & Barrett, Christopher B. & McPeak, John G. & Luseno, Winnie K., 2007. "Bayesian Herders: Updating of Rainfall Beliefs in Response to External Forecasts," World Development, Elsevier, vol. 35(3), pages 480-497, March.
    29. Kyle Emerick & Manzoor H. Dar, 2021. "Farmer Field Days and Demonstrator Selection for Increasing Technology Adoption," The Review of Economics and Statistics, MIT Press, vol. 103(4), pages 680-693, October.
    30. Maulik Jagnani & Christopher B Barrett & Yanyan Liu & Liangzhi You, 2021. "Within-Season Producer Response to Warmer Temperatures: Defensive Investments by Kenyan Farmers [Sequential decision making in production models]," The Economic Journal, Royal Economic Society, vol. 131(633), pages 392-419.
    31. Alberto Cavallo & Guillermo Cruces & Ricardo Perez-Truglia, 2017. "Inflation Expectations, Learning, and Supermarket Prices: Evidence from Survey Experiments," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(3), pages 1-35, July.
    32. Ruth Vargas Hill, 2009. "Using Stated Preferences and Beliefs to Identify the Impact of Risk on Poor Households," Journal of Development Studies, Taylor & Francis Journals, vol. 45(2), pages 151-171.
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    2. Oyakhilomen Oyinbo & Jordan Chamberlin & Miet Maertens, 2026. "Try Before You Buy: Experimental Evidence on Willingness to Pay for Tailored Agricultural Advice in Nigeria," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 48(1), pages 196-226, March.
    3. Arteaga, Julian & Deininger, Klaus, 2025. "Yield Gains from Balancing Fertilizer Use: Evidence from Eastern India," 2025 AAEA & WAEA Joint Annual Meeting, July 27-29, 2025, Denver, CO 361015, Agricultural and Applied Economics Association.

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