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High-frequency analytics and residential water consumption: Estimating heterogeneous effects

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  • Nemati, Mehdi
  • Buck, Steven
  • Soldati, Hilary

Abstract

This paper estimates how high-frequency online Home Water Use Reports (HWURs) affect household-level water consumption. The HWURs under the study share social comparisons, consumption analytics, leak alerts, and conservation information to residential accounts, primarily through digital communications. The data utilized in this paper is a daily panel dataset that tracks single-family residential households from January 2013 to September 2019. We found a 6.2 % reduction in average daily household water consumption for a typical household enrolled in the program. We estimate heterogeneous treatment effects by the day of the week, the content of push notifications, and baseline consumption quintile. For the latter, we provide an illustrative test to emphasize how mean reversion can severely bias a naïve panel data estimator for heterogeneous treatment effects when the source of heterogeneity is the outcome variable. We also find evidence that leak alerts effectively reduce water consumption immediately following the alert.

Suggested Citation

  • Nemati, Mehdi & Buck, Steven & Soldati, Hilary, 2025. "High-frequency analytics and residential water consumption: Estimating heterogeneous effects," Resource and Energy Economics, Elsevier, vol. 83(C).
    • Handle: RePEc:eee:resene:v:83:y:2025:i:c:s0928765525000247
    DOI: 10.1016/j.reseneeco.2025.101500
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    as
    1. Clee, Mona A & Wicklund, Robert A, 1980. "Consumer Behavior and Psychological Reactance," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 6(4), pages 389-405, March.
    2. Alexander Maas & Roshan Puri & Christopher Goemans, 2024. "A review of residential water conservation policies and attempts to measure their effectiveness," PLOS Water, Public Library of Science, vol. 3(8), pages 1-13, August.
    3. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    4. Fredrik Carlsson & Christina Gravert & Olof Johansson-Stenman & Verena Kurz, 2021. "The Use of Green Nudges as an Environmental Policy Instrument," Review of Environmental Economics and Policy, University of Chicago Press, vol. 15(2), pages 216-237.
    5. Brick, Kerri & De Martino, Samantha & Visser, Martine, 2023. "Behavioural nudges for water conservation in unequal settings: Experimental evidence from Cape Town," Journal of Environmental Economics and Management, Elsevier, vol. 121(C).
    6. Delmas, Magali A. & Fischlein, Miriam & Asensio, Omar I., 2013. "Information strategies and energy conservation behavior: A meta-analysis of experimental studies from 1975 to 2012," Energy Policy, Elsevier, vol. 61(C), pages 729-739.
    7. Renwick, Mary E. & Green, Richard D., 2000. "Do Residential Water Demand Side Management Policies Measure Up? An Analysis of Eight California Water Agencies," Journal of Environmental Economics and Management, Elsevier, vol. 40(1), pages 37-55, July.
    8. Kennedy, Peter E, 1981. "Estimation with Correctly Interpreted Dummy Variables in Semilogarithmic Equations [The Interpretation of Dummy Variables in Semilogarithmic Equations]," American Economic Review, American Economic Association, vol. 71(4), pages 801-801, September.
    9. Allcott, Hunt & Rogers, Todd, 2012. "How Long Do Treatment Effects Last? Persistence and Durability of a Descriptive Norms Intervention's Effect on Energy Conservation," Working Paper Series rwp12-045, Harvard University, John F. Kennedy School of Government.
    10. Bennear, Lori & Tarozzi, Alessandro & Pfaff, Alexander & Balasubramanya, Soumya & Matin Ahmed, Kazi & van Geen, Alexander, 2013. "Impact of a randomized controlled trial in arsenic risk communication on household water-source choices in Bangladesh," Journal of Environmental Economics and Management, Elsevier, vol. 65(2), pages 225-240.
    11. Allcott, Hunt, 2011. "Social norms and energy conservation," Journal of Public Economics, Elsevier, vol. 95(9-10), pages 1082-1095, October.
    12. Djebbari, Habiba & Smith, Jeffrey, 2008. "Heterogeneous impacts in PROGRESA," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 64-80, July.
    13. Ferraro, Paul J. & Miranda, Juan José, 2013. "Heterogeneous treatment effects and mechanisms in information-based environmental policies: Evidence from a large-scale field experiment," Resource and Energy Economics, Elsevier, vol. 35(3), pages 356-379.
    14. Hunt Allcott & Todd Rogers, 2014. "The Short-Run and Long-Run Effects of Behavioral Interventions: Experimental Evidence from Energy Conservation," American Economic Review, American Economic Association, vol. 104(10), pages 3003-3037, October.
    15. Penelope Buckley, 2020. "Prices, information and nudges for residential electricity conservation : A meta-analysis," Post-Print hal-02500507, HAL.
    16. Oliver R. Browne & Ludovica Gazze & Michael Greenstone, 2021. "Do Conservation Policies Work? Evidence from Residential Water Use," Environmental and Energy Policy and the Economy, University of Chicago Press, vol. 2(1), pages 190-225.
    17. David P. Byrne & Andrea La Nauze & Leslie A. Martin, 2018. "Tell Me Something I Don’t Already Know: Informedness and the Impact of Information Programs," The Review of Economics and Statistics, MIT Press, vol. 100(3), pages 510-527, July.
    18. Jasper M. Dalhuisen & Raymond J. G. M. Florax & JHenri L. F. de Groot & Peter Nijkamp, 2003. "Price and Income Elasticities of Residential Water Demand: A Meta-Analysis," Land Economics, University of Wisconsin Press, vol. 79(2), pages 292-308.
    19. Allcott, Hunt, 2011. "Social norms and energy conservation," Journal of Public Economics, Elsevier, vol. 95(9), pages 1082-1095.
    20. Ian Ayres & Sophie Raseman & Alice Shih, 2013. "Evidence from Two Large Field Experiments that Peer Comparison Feedback Can Reduce Residential Energy Usage," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 29(5), pages 992-1022, October.
    21. Jeremy West & Robert W. Fairlie & Bryan Pratt & Liam Rose, 2021. "Automated Enforcement of Irrigation Regulations and Social Pressure for Water Conservation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(6), pages 1179-1207.
    22. Nemati, Mehdi & Penn, Jerrod, 2020. "The impact of information-based interventions on conservation behavior: A meta-analysis," Resource and Energy Economics, Elsevier, vol. 62(C).
    23. Brelsford, Christa & Abbott, Joshua K., 2017. "Growing into Water Conservation? Decomposing the Drivers of Reduced Water Consumption in Las Vegas, NV," Ecological Economics, Elsevier, vol. 133(C), pages 99-110.
    24. Steven Buck & Mehdi Nemati & David Sunding, 2023. "Consumer welfare consequences of the California drought conservation mandate," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 45(1), pages 510-533, March.
    25. Paul J. Ferraro & Michael K. Price, 2013. "Using Nonpecuniary Strategies to Influence Behavior: Evidence from a Large-Scale Field Experiment," The Review of Economics and Statistics, MIT Press, vol. 95(1), pages 64-73, March.
    26. Jonathan E. Baker, 2021. "Subsidies for Succulents: Evaluating the Las Vegas Cash-for-Grass Rebate Program," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 8(3), pages 475-508.
    27. Kenneth A. Baerenklau & Kurt A. Schwabe & Ariel Dinar, 2014. "The Residential Water Demand Effect of Increasing Block Rate Water Budgets," Land Economics, University of Wisconsin Press, vol. 90(4), pages 683-699.
    28. Giles, David E. A., 1982. "The interpretation of dummy variables in semilogarithmic equations : Unbiased estimation," Economics Letters, Elsevier, vol. 10(1-2), pages 77-79.
    29. Hunt Allcott, 2015. "Site Selection Bias in Program Evaluation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(3), pages 1117-1165.
    30. Halvorsen, Robert & Palmquist, Raymond, 1980. "The Interpretation of Dummy Variables in Semilogarithmic Equations," American Economic Review, American Economic Association, vol. 70(3), pages 474-475, June.
    31. Jaime Torres, Mónica M. & Carlsson, Fredrik, 2018. "Direct and spillover effects of a social information campaign on residential water-savings," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 222-243.
    32. Wichman, Casey J. & Ferraro, Paul J., 2017. "A cautionary tale on using panel data estimators to measure program impacts," Economics Letters, Elsevier, vol. 151(C), pages 82-90.
    33. Andor, Mark A. & Gerster, Andreas & Peters, Jörg & Schmidt, Christoph M., 2020. "Social Norms and Energy Conservation Beyond the US," Journal of Environmental Economics and Management, Elsevier, vol. 103(C).
    34. Buckley, Penelope, 2020. "Prices, information and nudges for residential electricity conservation: A meta-analysis," Ecological Economics, Elsevier, vol. 172(C).
    35. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    36. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    37. Daniel A. Brent & Corey Lott & Michael Taylor & Joseph Cook & Kimberly Rollins & Shawn Stoddard, 2020. "What Causes Heterogeneous Responses to Social Comparison Messages for Water Conservation?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 77(3), pages 503-537, November.
    38. Jessoe, Katrina & Lade, Gabriel E. & Loge, Frank & Spang, Edward, 2021. "Residential water conservation during drought: Experimental evidence from three behavioral interventions," Journal of Environmental Economics and Management, Elsevier, vol. 110(C).
    39. Olmstead, Sheila M. & Michael Hanemann, W. & Stavins, Robert N., 2007. "Water demand under alternative price structures," Journal of Environmental Economics and Management, Elsevier, vol. 54(2), pages 181-198, September.
    40. Nataraj, Shanthi & Hanemann, W. Michael, 2011. "Does marginal price matter? A regression discontinuity approach to estimating water demand," Journal of Environmental Economics and Management, Elsevier, vol. 61(2), pages 198-212, March.
    41. Allcott, Hunt & Rogers, Todd T, 2012. "How Long Do Treatment Effects Last? Persistence and Durability of a Descriptive Norms Intervention's Effect on Energy Conservation," Scholarly Articles 9804492, Harvard Kennedy School of Government.
    42. Lori S. Bennear & Jonathan M. Lee & Laura O. Taylor, 2013. "Municipal Rebate Programs for Environmental Retrofits: An Evaluation of Additionality and Cost‐Effectiveness," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(2), pages 350-372, March.
    43. Stefano Clò & Tommaso Reggiani & Sabrina Ruberto, 2024. "Consumption Feedback and Water Saving: A Field Intervention Evaluation in the Metropolitan Area of Milan," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 87(9), pages 2259-2308, September.
    44. Paul J. Ferraro & Juan José Miranda, 2017. "Panel Data Designs and Estimators as Substitutes for Randomized Controlled Trials in the Evaluation of Public Programs," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(1), pages 281-317.
    45. Daniel A. Brent & Joseph H. Cook & Skylar Olsen, 2015. "Social Comparisons, Household Water Use, and Participation in Utility Conservation Programs: Evidence from Three Randomized Trials," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 2(4), pages 597-627.
    46. Flannery Dolan & Jonathan Lamontagne & Robert Link & Mohamad Hejazi & Patrick Reed & Jae Edmonds, 2021. "Evaluating the economic impact of water scarcity in a changing world," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
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    JEL classification:

    • Q25 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Renewable Resources and Conservation - - - Water
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis

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