IDEAS home Printed from https://ideas.repec.org/p/ces/ceswps/_10190.html
   My bibliography  Save this paper

Measuring Substitution Patterns in the Attention Economy: An Experimental Approach

Author

Listed:
  • Guy Aridor

Abstract

Substitution patterns are a crucial input to antitrust analysis, but measuring them for free digital products has proved difficult due to lack of price variation. I measure substitution patterns by installing software on experimental participants’ Android phones that restricts access to Instagram or YouTube – generating variation in choice sets – and monitoring how participants reallocate their time. I find that participants substitute to multiple product categories in both restrictions, but also substantially to nondigital activities. These results imply that using product characteristics as proxy for relevant markets may incorrectly specify the relevant set of substitutes in these contexts.

Suggested Citation

  • Guy Aridor, 2022. "Measuring Substitution Patterns in the Attention Economy: An Experimental Approach," CESifo Working Paper Series 10190, CESifo.
  • Handle: RePEc:ces:ceswps:_10190
    as

    Download full text from publisher

    File URL: https://www.cesifo.org/DocDL/cesifo1_wp10190.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Steven Berry & Philip Haile, 2016. "Identification in Differentiated Products Markets," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 27-52, October.
    2. Attila Ambrus & Emilio Calvano & Markus Reisinger, 2016. "Either or Both Competition: A "Two-Sided" Theory of Advertising with Overlapping Viewerships," American Economic Journal: Microeconomics, American Economic Association, vol. 8(3), pages 189-222, August.
    3. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
    4. Bart J. Bronnenberg & Jean-Pierre H. Dube & Matthew Gentzkow, 2012. "The Evolution of Brand Preferences: Evidence from Consumer Migration," American Economic Review, American Economic Association, vol. 102(6), pages 2472-2508, October.
    5. Luca Braghieri & Ro'ee Levy & Alexey Makarin, 2022. "Social Media and Mental Health," American Economic Review, American Economic Association, vol. 112(11), pages 3660-3693, November.
    6. Simon P. Anderson & Stephen Coate, 2005. "Market Provision of Broadcasting: A Welfare Analysis," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(4), pages 947-972.
    7. Stéphane Bonhomme & Thibaut Lamadon & Elena Manresa, 2022. "Discretizing Unobserved Heterogeneity," Econometrica, Econometric Society, vol. 90(2), pages 625-643, March.
    8. 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.
    9. Avi Goldfarb, 2006. "The medium-term effects of unavailability," Quantitative Marketing and Economics (QME), Springer, vol. 4(2), pages 143-171, June.
    10. Erik Brynjolfsson & Avinash Collis & Felix Eggers, 2019. "Using massive online choice experiments to measure changes in well-being," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(15), pages 7250-7255, April.
    11. Han Yuan, 2020. "Competing for Time: A Study of Mobile Applications," 2020 Papers pyu309, Job Market Papers.
    12. Christopher T. Conlon & Julie Holland Mortimer, 2013. "Demand Estimation under Incomplete Product Availability," American Economic Journal: Microeconomics, American Economic Association, vol. 5(4), pages 1-30, November.
    13. 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.
    14. Graeme Reynolds & Chris Walters, 2008. "The Use Of Customer Surveys For Market Definition And The Competitive Assessment Of Horizontal Mergers," Journal of Competition Law and Economics, Oxford University Press, vol. 4(2), pages 411-431.
    15. Hoong, Ruru, 2021. "Self control and smartphone use: An experimental study of soft commitment devices," European Economic Review, Elsevier, vol. 140(C).
    16. Ro'ee Levy, 2021. "Social Media, News Consumption, and Polarization: Evidence from a Field Experiment," American Economic Review, American Economic Association, vol. 111(3), pages 831-870, March.
    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. Ruben Enikolopov & Alexey Makarin & Maria Petrova, 2020. "Social Media and Protest Participation: Evidence From Russia," Econometrica, Econometric Society, vol. 88(4), pages 1479-1514, July.
    19. Jean‐Pierre Dubé & Günter J. Hitsch & Peter E. Rossi, 2010. "State dependence and alternative explanations for consumer inertia," RAND Journal of Economics, RAND Corporation, vol. 41(3), pages 417-445, September.
    20. Becker, Gary S & Murphy, Kevin M, 1988. "A Theory of Rational Addiction," Journal of Political Economy, University of Chicago Press, vol. 96(4), pages 675-700, August.
    21. Steffen Andersen & Glenn Harrison & Morten Lau & E. Rutström, 2009. "Elicitation using multiple price list formats," Experimental Economics, Springer;Economic Science Association, vol. 12(3), pages 365-366, September.
    22. Erica R. Bailey & Sandra C. Matz & Wu Youyou & Sheena S. Iyengar, 2020. "Authentic self-expression on social media is associated with greater subjective well-being," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    23. Simon P. Anderson & Øystein Foros & Hans Jarle Kind, 2018. "Competition for Advertisers and for Viewers in Media Markets," Economic Journal, Royal Economic Society, vol. 128(608), pages 34-54, February.
    24. Brett R. Gordon & Baohong Sun, 2015. "A Dynamic Model of Rational Addiction: Evaluating Cigarette Taxes," Marketing Science, INFORMS, vol. 34(3), pages 452-470, May.
    25. Jay R Corrigan & Saleem Alhabash & Matthew Rousu & Sean B Cash, 2018. "How much is social media worth? Estimating the value of Facebook by paying users to stop using it," PLOS ONE, Public Library of Science, vol. 13(12), pages 1-11, December.
    26. Matthew Shum, 2004. "Does Advertising Overcome Brand Loyalty? Evidence from the Breakfast‐Cereals Market," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 13(2), pages 241-272, June.
    27. Bhat, Chandra R., 2008. "The multiple discrete-continuous extreme value (MDCEV) model: Role of utility function parameters, identification considerations, and model extensions," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 274-303, March.
    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. Leonardo Bursztyn, 2023. "When Product Markets Become Collective Traps: The Case of Social Media," ECONtribute Discussion Papers Series 260, University of Bonn and University of Cologne, Germany.
    2. Jiménez-Durán, Rafael, 2022. "The economics of content moderation: Theory and experimental evidence from hate speech on Twitter," Working Papers 324, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.

    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. Guy Aridor & Rafael Jiménez-Durán & Ro'ee Levy & Lena Song, 2024. "The Economics of Social Media," Journal of Economic Literature, American Economic Association, vol. 62(4), pages 1422-1474, December.
    2. Andranik Tumasjan, 2024. "The many faces of social media in business and economics research: Taking stock of the literature and looking into the future," Journal of Economic Surveys, Wiley Blackwell, vol. 38(2), pages 389-426, April.
    3. Roberto Mosquera & Mofioluwasademi Odunowo & Trent McNamara & Xiongfei Guo & Ragan Petrie, 2020. "The economic effects of Facebook," Experimental Economics, Springer;Economic Science Association, vol. 23(2), pages 575-602, June.
    4. Simon P. Anderson & Øystein Foros & Hans Jarle Kind, 2019. "The importance of consumer multihoming (joint purchases) for market performance: Mergers and entry in media markets," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 28(1), pages 125-137, January.
    5. Anderson, Simon P. & Peitz, Martin, 2020. "Media see-saws: Winners and losers in platform markets," Journal of Economic Theory, Elsevier, vol. 186(C).
    6. Simon P. Anderson & Martin Peitz, 2023. "Ad Clutter, Time Use, and Media Diversity," American Economic Journal: Microeconomics, American Economic Association, vol. 15(2), pages 227-270, May.
    7. Bruno Jullien & Alessandro Pavan & Marc Rysman, 2021. "Two-sided markets, pricing, and network effects," Post-Print hal-03828345, HAL.
    8. Maurizio Pugno, 2024. "Social media effects on well‐being: The hypothesis of addiction of a new variety," Kyklos, Wiley Blackwell, vol. 77(3), pages 690-704, August.
    9. Ek, Claes & Samahita, Margaret, 2023. "Too much commitment? An online experiment with tempting YouTube content," Journal of Economic Behavior & Organization, Elsevier, vol. 208(C), pages 21-38.
    10. Calvano, Emilio & Polo, Michele, 2021. "Market power, competition and innovation in digital markets: A survey," Information Economics and Policy, Elsevier, vol. 54(C).
    11. Zennyo, Yusuke, 2020. "Freemium competition among ad-sponsored platforms," Information Economics and Policy, Elsevier, vol. 50(C).
    12. Martin Peitz, 2024. "Digital Attention Intermediaries," CRC TR 224 Discussion Paper Series crctr224_2024_520, University of Bonn and University of Mannheim, Germany.
    13. Nicolás Ajzenman & Bruno Ferman & Pedro C. Sant’Anna, 2023. "Rooting for the Same Team: On the Interplay between Political and Social Identities in the Formation of Social Ties," Working Papers 231, Red Nacional de Investigadores en Economía (RedNIE).
    14. Affeldt, P. & Argentesi, E. & Filistrucchi, Lapo, 2021. "Estimating Demand with Multi-Homing in Two-Sided Markets," Other publications TiSEM 1317bf39-d02e-4f61-a34f-e, Tilburg University, School of Economics and Management.
    15. Luca Sandrini & Robert Somogyi, 2022. "News Media Bargaining Codes," Working Papers 22-06, NET Institute.
    16. van den Bijgaart, I.M., 2017. "Too slow a change? Deep habits, consumption shifts and transitory tax," Working Papers in Economics 701, University of Gothenburg, Department of Economics.
    17. Andrea Tesei & Filipe Campante & Ruben Durante, 2022. "Media and Social Capital," Annual Review of Economics, Annual Reviews, vol. 14(1), pages 69-91, August.
    18. Luca Braghieri & Ro'ee Levy & Alexey Makarin, 2022. "Social Media and Mental Health," American Economic Review, American Economic Association, vol. 112(11), pages 3660-3693, November.
    19. Geraci, Andrea & Nardotto, Mattia & Reggiani, Tommaso & Sabatini, Fabio, 2022. "Broadband Internet and social capital," Journal of Public Economics, Elsevier, vol. 206(C).
    20. 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.

    More about this item

    Keywords

    social media; substitution patterns; attention markets; field experiment;
    All these keywords.

    JEL classification:

    • L00 - Industrial Organization - - General - - - General
    • L40 - Industrial Organization - - Antitrust Issues and Policies - - - General
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software

    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:ces:ceswps:_10190. 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: Klaus Wohlrabe (email available below). General contact details of provider: https://edirc.repec.org/data/cesifde.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.