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Data-driven value extraction and human well-being under EU law

Abstract

In this article, we explore the intersection between data protection law and consumer protection law in their application to data-driven business models that monetise attention and personal data. We approach European Union law from a constitutional perspective, as in addition to economic harms some aspects of predatory business models also pose a risk for human dignity, human well-being, social welfare and democracy. From a three-tiered model of information asymmetry, it is argued that there is a need to rethink consumer protection in order to restore some sense of equity in commercial interactions online. In that vein Social welfare computing can play an important role in combating superficiality and strengthening social cohesion.

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References

  • Akerlof, G. A. (1970). The market for “lemons”: Quality uncertainty and the market mechanism. The Quarterly Journal of Economics, 84(3), 488–500.

    Article  Google Scholar 

  • Bakos, J. Y. (1997). Reducing buyer search costs: Implications for electronic marketplaces. Management Science, 43(12), 1676–1692.

    Article  Google Scholar 

  • Bartlett, J. (2018). The People vs Tech: How the Internet is killing democracy (and how we save it). Random House.

    Google Scholar 

  • Baumeister, R. F., & Tierney, J. M. (2011). Willpower: Rediscovering the greatest human strength. Penguin.

  • Bernays, E. (1928). Propaganda. Horace Liveright.

  • Bond, R. M., Fariss, C. J., Jones, J. J., Kramer, A. D., Marlow, C., Settle, J. E., & Fowler, J. H. (2012). A 61- million-person experiment in social influence and political mobilization. Nature, 489(7415), 295–298.

    Article  Google Scholar 

  • Brynjolfsson, E., Hu, Y., & Simester, D. (2011). Goodbye pareto principle, hello long tail: The effect of search costs on the concentration of product sales. Management Science, 57(8), 1373–1386.

    Article  Google Scholar 

  • Brynjolfsson, E., Hu, Y. J., & Smith, M. D. (2006). From niches to riches: Anatomy of the long tail. Sloan Management Review, 47(4), 67–71.

    Google Scholar 

  • Calkins, M. M. (2001). My reputation always had more fun than me: The failure of ebay’s feedback model to effectively prevent online auction fraud. Richmond Journal of Law & Technology, 7(4), 33.

    Google Scholar 

  • Calo, R. (2014). Digital Market Manipulation. 82 George Washington Law Review. 995

  • Clemons, E. K. (2019). New patterns of power and profit: A strategist’s guide to competitive advantage in the age of digital transformation. Springer.

  • Clemons, E. K., & Gao, G. G. (2008). Consumer informedness and diverse consumer purchasing behaviors: Traditional mass-market, trading down, and trading out into the long tail. Electronic Commerce Research and Applications, 7(1), 3–17.

    Article  Google Scholar 

  • Clemons, E. K., Gao, G. G., & Hitt, L. M. (2006). When online reviews meet hyperdifferentiation: A study of the craft beer industry. Journal of Management Information Systems, 23(2), 149–171.

  • Clemons, E. K., Jin, F., Wilson, J., Ren, F., Matt, C., Hess, T., & Koh, N. (2013). The role of trust in successful ecommerce websites in china: Field observations and experimental studies. 2013 46th Hawaii International Conference on System Sciences.

  • Clemons, E. K., Spitler, R., Gu, B., & Markopoulos, P. (2005). Information, hyperdifferentiation, and delight: The value of being different. The Broadband Explosion.

    Google Scholar 

  • Clemons, E. K., Waran, R. V., Li, V., Hermes, S., & Schreieck, M. (2021). Computing and social welfare: Minimizing the societal harm from digital transfor-mation while preserving the benefits of innovation. Proceedings of the 54th Hawaii International Conference on System Sciences.

  • Clemons, E. K., Wilson, J., Matt, C., Hess, T., Ren, F., & Jin, F. (2016). Online trust: An international study of subjects' willingness to shop at online merchants, including the effects of promises and of third party guarantees. 2016 49th Hawaii International Conference on System Sciences (HICSS).

  • Di Domenico, G., Sit, J., Ishizaka, A., & Nunan, D. (2021). Fake news, social media and marketing: A systematic review. Journal of Business Research, 124, 329–341.

    Article  Google Scholar 

  • Di Domenico, G., & Visentin, M. (2020). Fake news or true lies? Reflections about problematic contents in marketing. International Journal of Market Research, 62(4), 409–417.

    Article  Google Scholar 

  • Downs, A. (1957). An economic theory of democracy. Harper and Row.

    Google Scholar 

  • Edwards, F. R. (1983). The clearing association in futures markets: guarantor and regulator. The Journal of Futures Markets (pre-1986), 3(4), 369.

    Article  Google Scholar 

  • Einhorn, B., Wei, D., & Day, M. (2021). Amazon Hits Chinese Sellers With Crackdown on Fake Reviews. Bloomberg. https://www.bloomberg.com/news/articles/2021-08-18/amazon-amzn-cracks-down-on-fake-reviews-hitting-chinese-retailers, accessed on October 14, 2021.

  • Elster, J. (2016). Sour grapes (Vol. first published in 1983). Cambridge University Press.

  • Emons, W. (1989). The theory of warranty contracts. Journal of Economic Surveys, 3(1), 43–57.

  • Etzion, D., & Pe’Er, A. (2014). Mixed signals: A dynamic analysis of warranty provision in the automotive industry, 1960–2008. Strategic Management Journal, 35(11), 1605–1625.

    Article  Google Scholar 

  • European Commission. (2020a). Communication from the Commission, ‘Shaping Europe’s Digital Future’ (COM(2020a) 67 final).

  • European Commission. (2020b). Report on the safety and liability implications of Artificial Intelligence, the Internet of Things and robotics (COM(2020b) 64 final).

  • Fogg, B. J. (2003). Persuasive technology: Using computers to change what we think and do. Morgan Kaufmann.

  • Fogg, B. J. (2020). Tiny Habits. Houghton Mifflin.

    Google Scholar 

  • Ghose, A., & Todri-Adamopoulos, V. (2016). Towards a digital attribution model: Measuring the impact of display advertising on online consumer behavior. MIS Quarterly, 40(4), 889–910.

  • Gleason, A. P. (2020). Copyright owners’ love/hate relationship with TikTok and Instagram raises legal issues. The National Law Review.

  • Godin, S. (2009). All marketers are liars: The underground classic that explains how marketing really works– and why authenticity is the best marketing of all. Penguin.

    Google Scholar 

  • Harari, Y. N. (2015). Sapiens: A brief history of humankind. Harper.

    Google Scholar 

  • Harris, T. (2021). Written statement of tristan harris (center for humane technology) to united states senate committee on the judiciary subcommittee on privacy, technology, and the law, ‘algorithms and amplification: How social media platforms’ design choices shape our discourse and our minds’, 27 April 2021.

  • Helberger, N., Borgesius, F. Z., & Reyna, A. (2017). The perfect match? A closer look at the relationship between EU consumer law and data protection law. Common Market Law Review, 54(5), 1427–1465.

  • Hertz, N. (2020). The lonely century: Coming together in a world that’s pulling apart. Sceptre.

  • Huang, Y. (2021). In China, food safety is threatened by an increasingly opaque political system. South China Morning Post. https://www.scmp.com/magazines/post-magazine/long-reads/article/3116884/china-food-safety-threatened-increasingly-opaque, accessed on

  • Jacoby, J. (1984). Perspectives on information overload. Journal of consumer research, 10(4), 432–435.

  • Jones, A., Sufrin, B. & Dunne, N. (2019). Jones & Sufrin’s EU Competition Law, 7th edition. Oxford University Press.

  • Kahneman, D. (2011). Thinking, Fast and Slow. Farrar, Straus and Giroux.

  • Kennedy, J. F. (1962). Special Message to the Congress on Protecting the Consumer Interest. https://www.jfklibrary.org/asset-viewer/archives/JFKPOF/037/JFKPOF-037-028.  Accessed Jan 2022.

  • Klug, K., & Strang, C. (2019). The filter bubble in social media communication: How users evaluate personalized information in the facebook newsfeed. In T. Osburg & S. Heinecke (Eds.), media trust in a digital world: communication at crossroads. Springer Nature.

  • Kranzberg, M. (1986). Kranzberg, M. (1986). Technology and history: “Kranzberg’s Laws”. Technology and Culture, 27(3), 544–560.

  • Laird, D. A. (1935). What makes people buy. McGraw-Hill book Company Incorporated.

    Google Scholar 

  • Lakoff, G. (2014). [The all new] don’t think of an elephant!: Know your values and frame the debate. Chelsea Green Publishing.

  • Lanier, J. (2013). Who owns the future? Allen Lane.

  • Luntz, F. (2007). Words that work: It's not what you say, it's what people hear. Hachette UK. 

  • Markopoulos, P. M., & Clemons, E. K. (2013). Reducing buyers’ uncertainty about taste-related product attributes. Journal of Management Information Systems, 30(2), 269–299.

    Article  Google Scholar 

  • McNamee, R. (2020). Zucked: Waking up to the Facebook catastrophe. Penguin Books.

  • Mik, E. (2016). The erosion of autonomy in online consumer transactions. Law, Innovation and Technology, 8(1), 1–38.

    Article  Google Scholar 

  • Miller, G. P. (2011). Unmanifested harm in business-to-consumer transactions. Journal of Institutional and Theoretical Economics (JITE)/Zeitschrift für die gesamte Staatswissenschaft, 80–93.

  • Neumeier, M. (2005). The brand gap: Revised edition. Peachpit Press.

  • Pariser, E. (2011). The filter bubble: What the Internet is hiding from you. Penguin UK. 

  • Postman, N. (1995). The end of education: Redefining the value of school New York: Vintage.

  • Reich, N., Micklitz, H.-W., Rott, P., & Tonner, K. (2014). European consumer law. Intersentia.

  • Rushkoff, D. (1999). Why we listen to what ‘they’ say. Riverhead.

  • Sagarin, B. J., Cialdini, R. B., Rice, W. E., & Serna, S. B. (2002). Dispelling the illusion of invulnerability: The motivations and mechanisms of resistance to persuasion. Journal of Personality and Social Psychology, 83(3), 526.

    Article  Google Scholar 

  • Selz, D. (2020). From electronic markets to data driven insights. Electronic Markets, 30(1), 57–59.

  • Shiller, B. R. (2013). First degree price discrimination using big data. Brandeis Univ., Department of Economics.

  • Simon, H. A. (1956). Rational choice and the structure of the environment. Psychological review, 63(2), 129.

  • Simon, H. A. (1971). Designing organizationsfor an information-rich world. In M. Greenberger (Ed.), Computers, Communications, and the Public Interest. The Johns Hopkins Press.

  • Spiekermann, S., Acquisti, A., Böhme, R., & Hui, K.-L. (2015). The challenges of personal data markets and privacy. Electronic Markets, 25(2), 161–167. https://doi.org/10.1007/s12525-015-0191-0

    Article  Google Scholar 

  • Sunstein, C. R. (2016). Fifty Shades of Manipulation, 1. J. Journal of Marketing Behavior, 1(3–4), 213–244.

    Google Scholar 

  • Svantesson, D. J. B. (2018). Enter the quagmire–the complicated relationship between data protection law and consumer protection law. Computer Law & Security Review, 34(1), 25–36.

    Article  Google Scholar 

  • Taleb, N. N. (2012). Antifragile: Things that gain from disorder (Vol. 3). Random House Incorporated.

    Google Scholar 

  • Trzaskowski, J. (2016). Lawful distortion of consumers’ economic behaviour–collateral damage under the Unfair Commercial Practices Directive. European Business Law Review, 27(1), 25–49.

  • Trzaskowski, J. (2018). Behavioural innovations in marketing law. In Micklitz, H., Sibony, A.-L. & Esposito, F. (Eds.), Handbook of Research Methods in Consumer Law. Edward Elgar Publishing.

  • Trzaskowski, J. (2021). Data-driven business models. In E. Kosta & R. Leenes (Eds.), Research Handbook on EU Data Protection Law. Edward Elgar Publishing.

  • Trzaskowski, J. (2021). GDPR compliant processing of big data in small business. In A. Lindgreen, T. Ritter, C. L. Pedersen, & T. Ringberg (Eds.), Big Data in Small Business. Edward Elgar Publishing.

  • Trzaskowski, J. (2021). Your privacy is important to us! – Restoring human dignity in data-driven marketing. Ex Tuto Publishing.

  • Underhill, P. (2005). Call of the mall: The geography of shopping by the author of why we buy. Simon and Schuster.

    Google Scholar 

  • Vaidhyanathan, S. (2018). Antisocial media: How Facebook disconnects us and undermines democracy. Oxford University Press.

    Google Scholar 

  • Weatherill, S. (2016). Empowerment is not the only fruit. In D. Leczykiewicz & S. Weatherill (Eds.), The Images of the Consumer in EU Law. Hart.

    Google Scholar 

  • Westin, A. F. (1967). Privacy and freedom Atheneum. New York, 7, 431–453.

  • Wikipedia. (2021). Reinheitsgebot. https://en.wikipedia.org/wiki/Reinheitsgebot, accessed on October 14, 2021. Wu, T. (2017). The attention merchants: The epic scramble to get inside our heads. Vintage.

  • Wu, T. (2017). The Attention Merchants. Alfred A. Knopf.

  • Zuboff, S. (2019). The age of surveillance capitalism: The fight for a human future at the new frontier of power. Profile books.

    Google Scholar 

  • Yeung, K. (2017). Hypernudge: Big Data as a mode of regulation by design. Information, Communication & Society, 118–136.

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Acknowledgements

The article is largely based on Jan Trzaskowski, Your Privacy Is Important to Us! – Restoring Human Dignity in Data-Driven Marketing (Ex Tuto 2021). The author wishes to thank Eric K. Clemons and Maximilian Schreieck for valuable comments and suggestions.

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Correspondence to Jan Trzaskowski.

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This article is part of the Topical Collection on Social Welfare Computing: understanding the complex societal impacts of online platforms, minimizing harm, maximizing benefits, and continuing innovation

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Trzaskowski, J. Data-driven value extraction and human well-being under EU law. Electron Markets (2022). https://doi.org/10.1007/s12525-022-00528-0

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Keywords

  • Data-driven business models
  • Social welfare computing
  • Human well-being
  • Privacy
  • Data protection law
  • Consumer protection law