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Understanding the evaluation of mHealth app features based on a cross-country Kano analysis

Author

Listed:
  • Henner Gimpel

    (University of Hohenheim
    University of Augsburg
    Fraunhofer FIT)

  • Tobias Manner-Romberg

    (University of Augsburg)

  • Fabian Schmied

    (University of Augsburg
    Fraunhofer FIT)

  • Till J. Winkler

    (University of Hagen
    Copenhagen Business School)

Abstract

While mobile health (mHealth) apps play an increasingly important role in digitalized health care, little is known regarding the effects of specific mHealth app features on user satisfaction across different healthcare system contexts. Using personal health record (PHR) apps as an example, this study identifies how potential users in Germany and Denmark evaluate a set of 26 app features, and whether evaluation differences can be explained by the differences in four pertinent user characteristics, namely privacy concerns, mHealth literacy, mHealth self-efficacy, and adult playfulness. Based on survey data from both countries, we employed the Kano method to evaluate PHR features and applied a quartile-based sample-split approach to understand the underlying relationships between user characteristics and their perceptions of features. Our results not only reveal significant differences in 14 of the features between Germans and Danes, they also demonstrate which of the user characteristics best explain each of these differences. Our two key contributions are, first, to explain the evaluation of specific PHR app features on user satisfaction in two different healthcare contexts and, second, to demonstrate how to extend the Kano method in terms of explaining subgroup differences through user characteristic antecedents. The implications for app providers and policymakers are discussed.

Suggested Citation

  • Henner Gimpel & Tobias Manner-Romberg & Fabian Schmied & Till J. Winkler, 2021. "Understanding the evaluation of mHealth app features based on a cross-country Kano analysis," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(4), pages 765-794, December.
  • Handle: RePEc:spr:elmark:v:31:y:2021:i:4:d:10.1007_s12525-020-00455-y
    DOI: 10.1007/s12525-020-00455-y
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    as
    1. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    2. Boris Bartikowski & Sylvie Llosa, 2004. "Customer satisfaction measurement: comparing four methods of attribute categorisations," The Service Industries Journal, Taylor & Francis Journals, vol. 24(4), pages 67-82, July.
    3. Basfirinci, Cigdem & Mitra, Amitava, 2015. "A cross cultural investigation of airlines service quality through integration of Servqual and the Kano model," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 239-248.
    4. John Horn, 1965. "A rationale and test for the number of factors in factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 30(2), pages 179-185, June.
    5. Ting Li & Thomas Slee, 2014. "The effects of information privacy concerns on digitizing personal health records," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(8), pages 1541-1554, August.
    6. Poncin, Ingrid & Garnier, Marion & Ben Mimoun, Mohammed Slim & Leclercq, Thomas, 2017. "Smart technologies and shopping experience: Are gamification interfaces effective? The case of the Smartstore," Technological Forecasting and Social Change, Elsevier, vol. 124(C), pages 320-331.
    7. Henry Kaiser, 1970. "A second generation little jiffy," Psychometrika, Springer;The Psychometric Society, vol. 35(4), pages 401-415, December.
    8. Boris Bartikowski & Sylvie Llosa, 2004. "Customer satisfaction measurement: comparing four methods of attribute categorisations," Post-Print hal-01822828, HAL.
    9. Senen Machmud, 2018. "The Influence of Self-Efficacy on Satisfaction and Work-Related Performance," International Journal of Management Science and Business Administration, Inovatus Services Ltd., vol. 4(4), pages 43-47, May.
    10. Hoefler, James M. & Vejlgaard, Tove Bahn, 2011. "Something's ironic in Denmark: An otherwise progressive welfare state lags well behind in care of patients at the end of life," Health Policy, Elsevier, vol. 103(2), pages 297-304.
    11. Xi Zhang & Xiangda Yan & Xiongfei Cao & Yongqiang Sun & Hui Chen & Jinghuai She, 2018. "The role of perceived e-health literacy in users’ continuance intention to use mobile healthcare applications: an exploratory empirical study in China," Information Technology for Development, Taylor & Francis Journals, vol. 24(2), pages 198-223, April.
    12. Ledyard Tucker & Charles Lewis, 1973. "A reliability coefficient for maximum likelihood factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 38(1), pages 1-10, March.
    13. 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.
    14. Kathy A. Stewart & Albert H. Segars, 2002. "An Empirical Examination of the Concern for Information Privacy Instrument," Information Systems Research, INFORMS, vol. 13(1), pages 36-49, March.
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    3. Pal, Shounak & Biswas, Baidyanath & Gupta, Rohit & Kumar, Ajay & Gupta, Shivam, 2023. "Exploring the factors that affect user experience in mobile-health applications: A text-mining and machine-learning approach," Journal of Business Research, Elsevier, vol. 156(C).
    4. Edith Maier & Ulrich Reimer & Nilmini Wickramasinghe, 2021. "Digital healthcare services," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(4), pages 743-746, December.
    5. Hans Ulrich Buhl & Valerie Graf-Drasch & Christian Wiethe, 2023. "What to say and what to do: the disparity of the communication and investment in sustainability targets, given customer expectations," Journal of Business Economics, Springer, vol. 93(3), pages 485-507, April.
    6. Yumei Luo & Guiping Wang & Yuwei Li & Qiongwei Ye, 2021. "Examining Protection Motivation and Network Externality Perspective Regarding the Continued Intention to Use M-Health Apps," IJERPH, MDPI, vol. 18(11), pages 1-17, May.

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    More about this item

    Keywords

    Personal health record; Kano model; Privacy concerns; mHealth literacy; mHealth self-efficacy; Adult playfulness;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • M3 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Marketing and Advertising
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

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