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What is the Value of Attention? Supply and Demand Estimation of Attention in a Mobile App Setting

Author

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  • Orrenius, Johan

    (Research Institute of Industrial Economics (IFN))

Abstract

I study the digital market for attention in a freemium mobile game where users choose between paying with money or by watching 30-second video ads. Using unique event-level data, I estimate consumers’ supply elasticity of attention. In the aggregate, a one percent higher price increases the share of users watching videos as a payment by 2.2 percent. A substantial part is due to individual heterogeneity in tastes. When accounting for individual heterogeneity, the elasticity reduces to 0.5. The individual elasticities vary throughout the day, peaking in the evening. Complementing the unique data on each play made by users, I use data on the revenue to the gaming company from showing ads. The data is on an individual and daily level, allowing me to match the individual supply elasticity with the revenue from showing ads to the same individual. I find advertisers pay more to show ads to individuals who are less likely to use ads as their payment method. The effect is stronger among Android users than iOS users.

Suggested Citation

  • Orrenius, Johan, 2026. "What is the Value of Attention? Supply and Demand Estimation of Attention in a Mobile App Setting," Working Paper Series 1550, Research Institute of Industrial Economics.
  • Handle: RePEc:hhs:iuiwop:1550
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    References listed on IDEAS

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    1. Ariel Goldszmidt & John A. List & Robert D. Metcalfe & Ian Muir & V. Kerry Smith & Jenny Wang, 2020. "The Value of Time in the United States: Estimates from Nationwide Natural Field Experiments," NBER Working Papers 28208, National Bureau of Economic Research, Inc.
    2. Nicholas Buchholz & Laura Doval & Jakub Kastl & Filip Matejka & Tobias Salz, 2025. "Personalized Pricing and the Value of Time: Evidence From Auctioned Cab Rides," Econometrica, Econometric Society, vol. 93(3), pages 929-958, May.
    3. Marc Rysman, 2009. "The Economics of Two-Sided Markets," Journal of Economic Perspectives, American Economic Association, vol. 23(3), pages 125-143, Summer.
    4. Matthew Gentzkow & Jesse M. Shapiro & Frank Yang & Ali Yurukoglu, 2024. "Pricing Power in Advertising Markets: Theory and Evidence," American Economic Review, American Economic Association, vol. 114(2), pages 500-533, February.
    5. Hunt Allcott & Luca Braghieri & Sarah Eichmeyer & Matthew Gentzkow, 2020. "The Welfare Effects of Social Media," American Economic Review, American Economic Association, vol. 110(3), pages 629-676, March.
    6. Guy Aridor, 2025. "Measuring Substitution Patterns in the Attention Economy: An Experimental Approach," RAND Journal of Economics, RAND Corporation, vol. 56(3), pages 302-324, September.
    7. Austan Goolsbee & Peter J. Klenow, 2006. "Valuing Consumer Products by the Time Spent Using Them: An Application to the Internet," American Economic Review, American Economic Association, vol. 96(2), pages 108-113, May.
    8. Enache, Andreea & Friberg, Richard & Wiklander, Magnus, 2023. "Demand for in-app purchases in mobile apps—A difference-in-difference approach," International Journal of Industrial Organization, Elsevier, vol. 88(C).
    9. Jean-Charles Rochet & Jean Tirole, 2003. "Platform Competition in Two-Sided Markets," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 990-1029, June.
    10. Ben Shiller & Joel Waldfogel, 2011. "Music for a Song: An Empirical Look at Uniform Pricing and Its Alternatives," Journal of Industrial Economics, Wiley Blackwell, vol. 59(4), pages 630-660, December.
    11. Kristina Shampanier & Nina Mazar & Dan Ariely, 2007. "Zero as a Special Price: The True Value of Free Products," Marketing Science, INFORMS, vol. 26(6), pages 742-757, 11-12.
    12. Pai-Ling Yin & Jason P. Davis & Yulia Muzyrua, 2014. "Entrepreneurial Innovation: Killer Apps in the iPhone Ecosystem," Discussion Papers 13-028, Stanford Institute for Economic Policy Research.
    13. repec:plo:pone00:0176921 is not listed on IDEAS
    14. Anindya Ghose & Sang Pil Han, 2014. "Estimating Demand for Mobile Applications in the New Economy," Management Science, INFORMS, vol. 60(6), pages 1470-1488, June.
    15. Pai-Ling Yin & Jason P. Davis & Yulia Muzyrya, 2014. "Entrepreneurial Innovation: Killer Apps in the iPhone Ecosystem," American Economic Review, American Economic Association, vol. 104(5), pages 255-259, May.
    16. Dirk Bergemann & Alessandro Bonatti, 2019. "Markets for Information: An Introduction," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 85-107, August.
    17. Susan Athey & Emilio Calvano & Joshua S. Gans, 2018. "The Impact of Consumer Multi-homing on Advertising Markets and Media Competition," Management Science, INFORMS, vol. 64(4), pages 1574-1590, April.
    18. Ali Goli & Jason Huang & David Reiley & Nickolai M. Riabov, 2025. "Measuring consumer sensitivity to audio advertising: a long-run field experiment on Pandora internet radio," Quantitative Marketing and Economics (QME), Springer, vol. 23(3), pages 347-377, September.
    19. Daniel F. Spulber, 2019. "The economics of markets and platforms," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 28(1), pages 159-172, January.
    20. Sato, Susumu, 2019. "Freemium as optimal menu pricing," International Journal of Industrial Organization, Elsevier, vol. 63(C), pages 480-510.
    21. Erik Brynjolfsson & Avinash Collis & Asad Liaqat & Daley Kutzman & Haritz Garro & Daniel Deisenroth & Nils Wernerfelt, 2024. "The Consumer Welfare Effects of Online Ads: Evidence from a 9-Year Experiment," NBER Working Papers 32846, National Bureau of Economic Research, Inc.
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    Keywords

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    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • J22 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Time Allocation and Labor Supply
    • L82 - Industrial Organization - - Industry Studies: Services - - - Entertainment; Media

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