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In a world of Open Finance, are customers willing to share data? An analysis of the data-driven insurance business

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  • Laura Grassi

    (Politecnico di Milano)

Abstract

In the financial system, the customers’ willingness to share their data is pivotal, because otherwise, banks and insurance companies are powerless to build on customer data. The key step now is to understand whether there is such willingness and what form it takes. In this study, we investigate how willing customers are to share various kinds of data (on physical health, home, driving style, travel, family, social networks) with their insurance company, in return for different rewards (customised products and services, reduced insurance claims risk and insurance premiums adjusted to personal habits and behaviour). Applying the privacy calculus framework to 1501 responses in a web-based survey, we found that rewards, especially when financial, such as insurance premium benefits, play a pivotal role in driving customer decisions about sharing data. Furthermore, customers associate the data they are asked to share with different levels of privacy, influencing their willingness to share. We also found that, when customers are asked to share various kinds of data in return for different rewards, their own personal innovativeness comes into play. Our findings suggest that, in the data-driven insurance business, different rewards offered in return for specific types of data could help companies minimise the “data acquisition cost” and maximise the data collected. In the era of open data, insurers can explore the many opportunities for segmentation, but new kinds of financial exclusion could emerge, resulting in potential biases and thus misinterpretations should analytics and artificial intelligence models be built upon these premises.

Suggested Citation

  • Laura Grassi, 2024. "In a world of Open Finance, are customers willing to share data? An analysis of the data-driven insurance business," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 14(3), pages 727-753, September.
  • Handle: RePEc:spr:eurasi:v:14:y:2024:i:3:d:10.1007_s40821-024-00263-w
    DOI: 10.1007/s40821-024-00263-w
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    1. Roel Verbelen & Katrien Antonio & Gerda Claeskens, 2018. "Unravelling the predictive power of telematics data in car insurance pricing," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 67(5), pages 1275-1304, November.
    2. Grace Fox & Lisa van der Werff & Pierangelo Rosati & Patricia Takako Endo & Theo Lynn, 2022. "Examining the determinants of acceptance and use of mobile contact tracing applications in Brazil: An extended privacy calculus perspective," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 73(7), pages 944-967, July.
    3. Ritu Agarwal & Jayesh Prasad, 1998. "A Conceptual and Operational Definition of Personal Innovativeness in the Domain of Information Technology," Information Systems Research, INFORMS, vol. 9(2), pages 204-215, June.
    4. Emanuel Stoeckli & Christian Dremel & Falk Uebernickel, 2018. "Exploring characteristics and transformational capabilities of InsurTech innovations to understand insurance value creation in a digital world," Electronic Markets, Springer;IIM University of St. Gallen, vol. 28(3), pages 287-305, August.
    5. Standaert, Willem & Muylle, Steve & Cumps, Bjorn, 2020. "Opening the gates: A framework for an open banking strategy," Journal of Digital Banking, Henry Stewart Publications, vol. 4(4), pages 364-376, March.
    6. Anita Ciunova-Shuleska & Nikolina Palamidovska-Sterjadovska, 2019. "Model of satisfaction involving affect and personality traits," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 9(4), pages 485-500, December.
    7. Brown, Jeffrey R. & Finkelstein, Amy, 2007. "Why is the market for long-term care insurance so small?," Journal of Public Economics, Elsevier, vol. 91(10), pages 1967-1991, November.
    8. Michiel Bijlsma & Carin van der Cruijsen & Nicole Jonker, 2024. "Not all data are created equal - Data sharing and privacy," Applied Economics, Taylor & Francis Journals, vol. 56(11), pages 1250-1267, March.
    9. Charles I. Jones & Christopher Tonetti, 2020. "Nonrivalry and the Economics of Data," American Economic Review, American Economic Association, vol. 110(9), pages 2819-2858, September.
    10. He, Zhiguo & Huang, Jing & Zhou, Jidong, 2023. "Open banking: Credit market competition when borrowers own the data," Journal of Financial Economics, Elsevier, vol. 147(2), pages 449-474.
    11. Laura Grassi & Nicolas Figini & Lorenzo Fedeli, 2022. "How does a data strategy enable customer value? The case of FinTechs and traditional banks under the open finance framework," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-34, December.
    12. Richard Dratva, 2020. "Is open banking driving the financial industry towards a true electronic market?," Electronic Markets, Springer;IIM University of St. Gallen, vol. 30(1), pages 65-67, March.
    13. Tran, Cong Duc & Nguyen, Tin Trung, 2021. "Health vs. privacy? The risk-risk tradeoff in using COVID-19 contact-tracing apps," Technology in Society, Elsevier, vol. 67(C).
    14. Briones De Araluze, Gorka K., 2022. "Why are open banking models in Europe underperforming?," Journal of Payments Strategy & Systems, Henry Stewart Publications, vol. 16(4), pages 347-357, December.
    15. Yang, Qianwen & Gong, Xiang & Zhang, Kem Z.K. & Liu, Hefu & Lee, Matthew K.O., 2020. "Self-disclosure in mobile payment applications: Common and differential effects of personal and proxy control enhancing mechanisms," International Journal of Information Management, Elsevier, vol. 52(C).
    16. Chen, S. & Doerr, S. & Frost, J. & Gambacorta, L. & Shin, H.S., 2023. "The fintech gender gap," Journal of Financial Intermediation, Elsevier, vol. 54(C).
    17. Mercedes Ayuso & Montserrat Guillen & Jens Perch Nielsen, 2019. "Improving automobile insurance ratemaking using telematics: incorporating mileage and driver behaviour data," Transportation, Springer, vol. 46(3), pages 735-752, June.
    18. Ravula, Prashanth, 2022. "Monetary and hassle savings as strategic variables in the ride-sharing market," Research in Transportation Economics, Elsevier, vol. 94(C).
    19. Avi Goldfarb & Catherine Tucker, 2012. "Shifts in Privacy Concerns," American Economic Review, American Economic Association, vol. 102(3), pages 349-353, May.
    20. Dirk Bergemann & Alessandro Bonatti, 2019. "Markets for Information: An Introduction," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 85-107, August.
    21. Grace Fox, 2020. "“To protect my health or to protect my health privacy?” A mixed‐methods investigation of the privacy paradox," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 71(9), pages 1015-1029, September.
    22. Beke, Frank T. & Eggers, Felix & Verhoef, Peter C. & Wieringa, Jaap E., 2022. "Consumers’ privacy calculus: The PRICAL index development and validation," International Journal of Research in Marketing, Elsevier, vol. 39(1), pages 20-41.
    23. Hongjun Lv & Yinghong Wan, 2019. "Contracting for online personalisation services: An economic analysis," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 70(7), pages 1149-1163, July.
    24. Noemi Festic & Michael Latzer & Svetlana Smirnova, 2021. "Algorithmic Self-Tracking for Health: User Perspectives on Risk Awareness and Coping Strategies," Media and Communication, Cogitatio Press, vol. 9(4), pages 145-157.
    25. Boumediene Ramdani & Ben Rothwell & Elias Boukrami, 2020. "Open Banking: The Emergence of New Digital Business Models," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 17(05), pages 1-19, August.
    26. Juan Carlos Urueña-Mejía & Luis H. Gutierrez & Paul Rodríguez-Lesmes, 2023. "Financial inclusion and business practices of microbusiness in Colombia," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(2), pages 465-494, June.
    27. Michele Loi & Christian Hauser & Markus Christen, 2022. "Highway to (Digital) Surveillance: When Are Clients Coerced to Share Their Data with Insurers?," Journal of Business Ethics, Springer, vol. 175(1), pages 7-19, January.
    28. Anokye M. Adam & Mavis Opoku Boadu & Siaw Frimpong, 2018. "Does gender disparity in financial literacy still persist after retirement? Evidence from Ghana," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 45(1), pages 18-28, January.
    29. Catherine L. Anderson & Ritu Agarwal, 2011. "The Digitization of Healthcare: Boundary Risks, Emotion, and Consumer Willingness to Disclose Personal Health Information," Information Systems Research, INFORMS, vol. 22(3), pages 469-490, September.
    30. Emanuele Giovannetti & Mohsen Hamoudia, 2022. "The interaction between direct and indirect network externalities in the early diffusion of mobile social networking," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(4), pages 617-642, December.
    31. Davide Lanfranchi & Laura Grassi, 2021. "Translating technological innovation into efficiency: the case of US public P&C insurance companies," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(4), pages 565-585, December.
    32. Sheng-Yen Chang & Virginia Bodolica & Huei-Hsia Hsu & Hsi-Peng Lu, 2023. "What people talk about online and what they intend to do: related perspectives from text mining and path analysis," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(4), pages 931-956, December.
    33. Michele Loi & Christian Hauser & Markus Christen, 2022. "Correction to: Highway to (Digital) Surveillance: When Are Clients Coerced to Share Their Data with Insurers?," Journal of Business Ethics, Springer, vol. 175(1), pages 21-21, January.
    34. Tamara Dinev & Paul Hart, 2006. "An Extended Privacy Calculus Model for E-Commerce Transactions," Information Systems Research, INFORMS, vol. 17(1), pages 61-80, March.
    35. Zhan Liu & Jialu Shan & Yves Pigneur, 2016. "The role of personalized services and control: An empirical evaluation of privacy calculus and technology acceptance model in the mobile context," Journal of Information Privacy and Security, Taylor & Francis Journals, vol. 12(3), pages 123-144, July.
    36. Michael McCrea & Mark Farrell, 2018. "A Conceptual Model for Pricing Health and Life Insurance Using Wearable Technology," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 21(3), pages 389-411, December.
    37. Perkmann, Markus & Schildt, Henri, 2015. "Open data partnerships between firms and universities: The role of boundary organizations," Research Policy, Elsevier, vol. 44(5), pages 1133-1143.
    38. Ross P. Buckley & Douglas W. Arner & Dirk A. Zetzsche & Rolf H. Weber, 2020. "The road to RegTech: the (astonishing) example of the European Union," Journal of Banking Regulation, Palgrave Macmillan, vol. 21(1), pages 26-36, March.
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    More about this item

    Keywords

    Insurtech; Data sharing; Insurance companies; Open Finance; FIDA regulation; Fintech;
    All these keywords.

    JEL classification:

    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies

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