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Kindness Makes You Happy and Happiness Makes You Healthy: Actual Persuasiveness and Personalisation of Persuasive Messages in a Behaviour Change Intervention for Wellbeing

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Persuasive Technology (PERSUASIVE 2023)

Abstract

Happiness, or subjective wellbeing, brings lasting positive effects to individuals, communities, and societies. Intentional engagement in kind behaviours can have a significant effect on increasing and sustaining subjective wellbeing in humans. In this paper we investigate the effectiveness of a behaviour change intervention for kindness and subjective wellbeing. Using decision tree learning and training data on personality and susceptibility to Cialdini’s persuasive principles, we developed a machine learning model to predict the most effective persuasive principle for an individual. We conducted a randomised controlled experiment to evaluate two interventions (personalised and non-personalised) to motivate kind behaviours. The results indicate that personalised persuasive messages are more effective at stimulating kind behaviours. However, both interventions were effective at improving behavioural intention and subjective wellbeing. These findings have implications for future work on personalisation and design of adaptive behaviour change interventions.

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Notes

  1. 1.

    Source: https://rubygems.org/gems/decisiontree/versions/0.5.0.

  2. 2.

    No post-hoc statistical analysis was performed given the small sample (N = 15). This would need to be confirmed statistically in a future study.

References

  1. Anagnostopoulou, E., Bothos, E., Magoutas, B., Schrammel, J., Mentzas, G.: Persuasive technologies for sustainable mobility: state of the art and emerging trends. Sustainability 10(7) (2018). https://doi.org/10.3390/su10072128

  2. Armenta, C., Ruberton, P., Lyubomirsky, S.: Subjective wellbeing, psychology of. International Encyclopedia of the Social & Behavioral Sciences 23 (12 2015). https://doi.org/10.1016/B978-0-08-097086-8.25039-3

  3. Berkovsky, S., Freyne, J., Oinas-Kukkonen, H.: Influencing individually: fusing personalization and persuasion. ACM Trans. Interactive Intell. Syst. (TiiS) 2, June 2012. https://doi.org/10.1145/2209310.2209312

  4. Bigsby, E., Cappella, J.N., Seitz, H.H.: Efficiently and effectively evaluating public service announcements: additional evidence for the utility of perceived effectiveness. Commun. Monogr. 80(1), 1–23 (2013)

    Google Scholar 

  5. Blanchflower, D., Oswald, A., Stewart-Brown, S.: Is psychological well-being linked to the consumption of fruit and vegetables? Soc. Indicators Res. 114, October 2012. https://doi.org/10.1007/s11205-012-0173-y

  6. Boehm, J., Kubzansky, L.: The heart’s content: the association between positive psychological well-being and cardiovascular health. Psychological Bull. 138, 655–91 (2012). https://doi.org/10.1037/a0027448

  7. Bolier, L., Haverman, M., Westerhof, G., Riper, H., Smit, H., Bohlmeijer, E.: Positive psychology interventions: a meta-analysis of randomized controlled studies. BMC Public Health 13 (2013). https://doi.org/10.1186/1471-2458-13-119

  8. Braun, D., Reiter, E., Siddharthan, A.: Saferdrive: an nlg-based behaviour change support system for drivers. Nat. Lang. Eng. 24(4), 551–588 (2018). https://doi.org/10.1017/S1351324918000050

    Google Scholar 

  9. Chida, Y., Steptoe, A.: Positive psychological well-being and mortality: a quantitative review of prospective observational studies. Psychosomatic Med. 70, 741–56 (2008). https://doi.org/10.1097/PSY.0b013e31818105ba

  10. Cialdini, R.: The Psychology of Influence and Persuasion. NY Quill, NY (1991)

    Google Scholar 

  11. Cialdini, R.: Pre-Suasion: A Revolutionary Way to Influence and Persuade. Simon & Schuster, NY (2016)

    Google Scholar 

  12. Ciocarlan, A.: Be Kind: Adaptive Persuasive Technology for Wellbeing. Ph.D. thesis, July 2020

    Google Scholar 

  13. Ciocarlan, A., Masthoff, J., Oren, N.: Kindness is contagious: study into exploring engagement and adapting persuasive games for wellbeing. In: Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization, UMAP 2018, pp. 311–319. ACM, New York (2018). https://doi.org/10.1145/3209219.3209233

  14. Ciocarlan, A., Masthoff, J., Oren, N.: Actual persuasiveness: impact of personality, age and gender on message type susceptibility. In: Oinas-Kukkonen, H., Win, K.T., Karapanos, E., Karppinen, P., Kyza, E. (eds.) PERSUASIVE 2019. LNCS, vol. 11433, pp. 283–294. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-17287-9_23

    Google Scholar 

  15. Cohen, S., Doyle, W., Turner, R., Alper, C., Skoner, D.: Emotional style and susceptibility to the common cold. Psychosomatic Med. 65, 652–7 (2003). https://doi.org/10.1097/01.PSY.0000077508.57784.DA

  16. Cook, A., Pryer, J., Shetty, P.: The problem of accuracy in dietary surveys. analysis of the over 65 uk national diet and nutrition survey. J. Epidemiology Commun. Health 54, 611–6 (2000). https://doi.org/10.1136/jech.54.8.611

  17. Cropanzano, R., Wright, T.: A 5-year study of change in the relationship between well-being and job performance. Consulting Psychol. J. Pract. Res. 51, 252–265 (1999). https://doi.org/10.1037/1061-4087.51.4.252

  18. Davidson, K.W., Mostofsky, E., Whang, W.: Don’t worry, be happy: positive affect and reduced 10-year incident coronary heart disease: the Canadian Nova Scotia Health Survey. Eur. Heart J. 31(9), 1065–1070 (2010). https://doi.org/10.1093/eurheartj/ehp603

  19. Dunn, E., Aknin, L., Norton, M.: Spending money on others promotes happiness. Science 319, 1687–1688 (2008)

    Google Scholar 

  20. Fogg, B.J.: Persuasive Technology: Using Computers to Change What we Think and Do. Morgan Kaufmann, San Francisco (2003)

    Google Scholar 

  21. Forbes, P., Wells, S., Masthoff, J., Nguyen, H.: Superhub: integrating behaviour change theories into a sustainable urban-mobility platform, September 2012. https://doi.org/10.14236/ewic/HCI2012.99

  22. Fredrickson, B.L.: What good are positive emotions? Rev. Gen. Psychol. 2(3), 300–319 (1998). https://doi.org/10.1037/1089-2680.2.3.300

    Google Scholar 

  23. Fredrickson, B.L., Mancuso, R.A., Branigan, C., Tugade, M.M.: The undoing effect of positive emotions. Motiv. Emot. 24(24), 237–258 (2000)

    Google Scholar 

  24. Gosling, S.D., Rentfrow, P.J., Swann, W.B., Jr.: A very brief measure of the big-five personality domains. J. Res. Pers. 37(6), 504–528 (2003)

    Google Scholar 

  25. Graham, C., Eggers, A., Sukhtankar, S.: Does happiness pay? an exploration based on panel data from russia. J. Econ. Behav. Organ. 55, 319–342 (2004). https://doi.org/10.1016/j.jebo.2003.09.002

  26. Grasso, F., Cawsey, A., Jones, R.: Dialectical argumentation to solve conflicts in advice giving: a case study in the promotion of healthy nutrition. Int. J. Hum.-Comput. Stud. 53, 1077–1115 (2001). https://doi.org/10.1006/ijhc.2000.0429

  27. Kaptein, M., De Ruyter, B., Markopoulos, P., Aarts, E.: Adaptive persuasive systems: a study of tailored persuasive text messages to reduce snacking. ACM Trans. Interact. Intell. Syst. 2(2), June 2012. https://doi.org/10.1145/2209310.2209313

  28. Kaptein, M., Markopoulos, P., De Ruyter, B., Aarts, E.: Personalizing persuasive technologies: explicit and implicit personalization using persuasion profiles. Int. J. Hum. Comput. Stud. 77, 38–51 (2015)

    Google Scholar 

  29. Kaptein, M., Markopoulos, P., de Ruyter, B., Aarts, E.: Can you be persuaded? individual differences in susceptibility to persuasion. In: Gross, T., Gulliksen, J., Kotzé, P., Oestreicher, L., Palanque, P., Prates, R.O., Winckler, M. (eds.) INTERACT 2009. LNCS, vol. 5726, pp. 115–118. Springer, Heidelberg (2009). https://doi.org/10.1007/978-3-642-03655-2_13

    Google Scholar 

  30. Kato, P.M., Cole, S.W., Bradlyn, A.S., Pollock, B.H.: A video game improves behavioral outcomes in adolescents and young adults with cancer: a randomized trial. Pediatrics 122(2), e305–e317 (2008)

    Google Scholar 

  31. King, L.: The health benefits of writing about life goals. Pers. Soc. Psychol. Bull. 27, 798–807 (2001)

    Google Scholar 

  32. Koivumaa-Honkanen, H., Kosekenvuo, M., Honkanen, R.J., Viinamaki, H., Heikkila, K., Kaprio, J.: Life dissatisfaction and subsequent work disability in an 11-year follow-up. Psychol. Med. 34(2), 221–228 (2004). https://doi.org/10.1017/S0033291703001089

    Google Scholar 

  33. Luhmann, M., Lucas, R., Eid, M., Diener, E.: The prospective effect of life satisfaction on life events. Soc. Psycholgical Personality Sci. 4, 39–45 (2013). https://doi.org/10.1177/1948550612440105

  34. Lyubomirsky, S., Dickerhoof, R., Boehm, J., Sheldon, K.: Becoming happier takes both a will and a proper way: an experimental longitudinal intervention to boost well-being. Emotion 11, 391–402 (2011)

    Google Scholar 

  35. Lyubomirsky, S., King, L., Diener, E.: The benefits of frequent positive affect: Does hapiness lead to sucess? Psychol. Bull. 131, 803–55 (2005). https://doi.org/10.1037/0033-2909.131.6.803

  36. Lyubomirsky, S., Lepper, H.: A measure of subjective happiness: preliminary reliability and construct validation. Soc. Indic. Res. 46, 137–155 (1999)

    Google Scholar 

  37. Lyubomirsky, S., Sheldon, K., Schkade, D.: Pursuing happiness: the architecture of sustainable change. Rev. Gen. Psychol. 9(2), 111–131 (2005)

    Google Scholar 

  38. Masthoff, J., Grasso, F., Ham, J.: Preface to the special issue on personalization and behavior change. UMUAI 24(5), 345–350 (2014)

    Google Scholar 

  39. McCrae, R.R., Costa Jr, P.T.: The five-factor theory of personality (2008)

    Google Scholar 

  40. Neve, J.E., Diener, E., Tay, L., Xuereb, C.: The Objective Benefits of Subjective Well-Being, January 2013

    Google Scholar 

  41. Nguyen, H., Masthoff, J.: Mary: a personalised virtual health trainer. In: Bohnert, F., Quiroga, L. (eds.) Adjunct Proceedings of the 18th International Conference on User Modeling, Adaptation, and Personalization, pp. 58–60 (2010)

    Google Scholar 

  42. Nolan, J., Schultz, P., Cialdini, R., Goldstein, N., Griskevicius, V.: Normative social influence is underdetected. Personality Soc. Psychol. Bull. 34, 913–23 (2008). https://doi.org/10.1177/0146167208316691

  43. O’Keefe, D.J.: Message pretesting using assessments of expected or perceived persuasiveness: evidence about diagnosticity of relative actual persuasiveness. J. Commun. 68(1), 120–142 (2018). https://doi.org/10.1093/joc/jqx009

  44. Okun, M.A., Stock, W.A., Haring, M.J., Witter, R.A.: The social activity/subjective well-being relation: a quantitative synthesis. Res. Aging 6(1), 45–65 (1984). https://doi.org/10.1177/0164027584006001003

    Google Scholar 

  45. Orji, R.: Design for behaviour change: a model-driven approach for tailoring persuasive technologies. Ph.D. thesis, Univ. of Saskatchewan, Canada (2014)

    Google Scholar 

  46. Orji, R.: Persuasion and culture: Individualism-collectivism and susceptibility to influence strategies. In: PPT@ PERSUASIVE, pp. 30–39 (2016)

    Google Scholar 

  47. Orji, R., Mandryk, R.L., Vassileva, J.: Gender, age, and responsiveness to cialdini’s persuasion strategies. In: MacTavish, T., Basapur, S. (eds.) PERSUASIVE 2015. LNCS, vol. 9072, pp. 147–159. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-20306-5_14

    Google Scholar 

  48. Oswald, A.J., Proto, E., Sgroi, D.: Happiness and productivity. J. Law Econ. 33(4), 789–822 (2015). https://doi.org/10.1086/681096

    Google Scholar 

  49. Oyibo, K., Adaji, I., Orji, R., Olabenjo, B., Vassileva, J.: Susceptibility to persuasive strategies: a comparative analysis of Nigerians vs. Canadians. In: Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization, pp. 229–238 (2018)

    Google Scholar 

  50. Oyibo, K., Orji, R., Vassileva, J.: Investigation of the influence of personality traits on cialdini’s persuasive strategies. In: PPT@PERSUASIVE (2017)

    Google Scholar 

  51. Park, S.Q., Kahnt, T., Dogan, A., Strang, S., Fehr, E., Tobler, P.N.: A neural link between generosity and happiness. Nature Commun. 8(15964) (2017)

    Google Scholar 

  52. Quinlan, J.R.: Induction of decision trees. Mach. Learn. 1(1), 81–106 (1986)

    Google Scholar 

  53. Roberts, B., Caspi, A., Moffitt, T.: Work experiences and personality development in young adulthood. J. Personality Soc. Psychol. 84, 582–93 (2003). https://doi.org/10.1037//0022-3514.84.3.582

  54. Schneider, M., Graham, D., Grant, A., King, P., Cooper, D.: Regional brain activation and affective response to physical activity among healthy adolescents. Biol. Psychol. 82, 246–252 (2009)

    Google Scholar 

  55. Seligman, M.E.P.: Authentic happiness: using the new positive psychology to realize your potential for lasting fulfillment, New York, NY (2002)

    Google Scholar 

  56. Seligman, M.E.P., Csikszentmihalyi, M.: Positive psychology. an introduction. Am. Psychol. 55(1), 5–14 (2000)

    Google Scholar 

  57. Sheldon, K.M., Boehm, J., Lyubomirsky, S.: Variety is the spice of happiness: the hedonic adaptation prevention model. The Oxford handbook of happiness, pp. 901–914 (2013)

    Google Scholar 

  58. Siegel, J., Lienemann, B., Rosenberg, B.: Resistance, reactance, and misinterpretation: Highlighting the challenge of persuading people with depression to seek help. Soc. Personality Psychol. Compass 11, e12322 (2017). https://doi.org/10.1111/spc3.12322

  59. Sin, N.L., Lyubomirsky, S.: Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: a practice-friendly meta-analysis. J. Clin. Psychol. 65, 467–487 (2009)

    Google Scholar 

  60. Smith, K.A., Dennis, M., Masthoff, J.: Personalizing reminders to personality for melanoma self-checking. In: Proceedings of the 2016 Conference on User Modeling Adaptation and Personalization, pp. 85–93. ACM (2016)

    Google Scholar 

  61. Thomas, R.J., Masthoff, J., Oren, N.: Can i influence you? development of a scale to measure perceived persuasiveness and two studies showing the use of the scale. Front. Artif. Intell. 2, 24 (2019)

    Google Scholar 

  62. Josekutty Thomas, R., Masthoff, J., Oren, N.: Adapting healthy eating messages to personality. In: de Vries, P.W., Oinas-Kukkonen, H., Siemons, L., Beerlage-de Jong, N., van Gemert-Pijnen, L. (eds.) PERSUASIVE 2017. LNCS, vol. 10171, pp. 119–132. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-55134-0_10

    Google Scholar 

  63. Thompson, D., Baranowski, T., Buday, R., et al.: Serious video games for health how behavioral science guided the development of a serious video game. Simul. Gaming 41(4), 587–606 (2010)

    Google Scholar 

  64. Vargheese, J., Collinson, M., Masthoff, J.: Exploring susceptibility measures to persuasion. In: Gram-Hansen, S., Svarre, T., Midden, C. (eds.) Persuasive 2020. Lecture Notes in Computer Science, Springer (Feb 2020), persuasive 2020: 15th International Conference on Persuasive Technology; Conference date: 20–04-2020 Through 23–04-2020

    Google Scholar 

  65. Vargheese, J., Sripada, G., Masthoff, J., Oren, N.: Persuasive strategies for encouraging social interaction for older adults. Int. J. Hum.-Comput. Inter. 32(3), 190–214 (2016). https://doi.org/10.1080/10447318.2016.1136176

  66. Wall, H.J., Campbell, C.C., Kaye, L.K., Levy, A., Bhullar, N.: Personality profiles and persuasion: an exploratory study investigating the role of the big-5, type d personality and the dark triad on susceptibility to persuasion. Personality Individ. Differ. 139, 69–76 (2019)

    Google Scholar 

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Ciocarlan, A., Masthoff, J., Oren, N. (2023). Kindness Makes You Happy and Happiness Makes You Healthy: Actual Persuasiveness and Personalisation of Persuasive Messages in a Behaviour Change Intervention for Wellbeing. In: Meschtscherjakov, A., Midden, C., Ham, J. (eds) Persuasive Technology. PERSUASIVE 2023. Lecture Notes in Computer Science, vol 13832. Springer, Cham. https://doi.org/10.1007/978-3-031-30933-5_13

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