Theory-based strategies for enhancing the impact and usage of digital health behaviour change interventions: A review
Open accessAbstract
There is growing evidence that digital interventions can successfully effect meaningful changes in health-related behaviour. However, optimisation of digital intervention delivery is challenged by low usage, high attrition and small effect sizes. Whilst a number of conceptual frameworks and models exist to guide intervention planning and development, insufficient attention has been paid to how existing psychological theory could inform the optimal implementation and delivery of the design features commonly used in digital health behaviour change interventions. This paper provides a critical review of psychological theories and models in order to consider their implications for the design of digital interventions. The theories reviewed include theories of: persuasion and attitude change; motivation; volition and self-regulation; patient preferences for participation in medical decision making; and social support. A set of theory-based guidelines is provided to inform the development of future interventions.
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There is a relationship between behavior change theory and effectiveness of (eHealth) interventions.
“especially considering the relationship between behavior change theory and effectiveness of (eHealth) interventions [184,185].”
From Methods for Human-Centered eHealth Development: Narrative Scoping Review (2022) · cites this paper as [184]
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Cites
Ryan, R. M., & Deci, E. L. (2000) · American Psychologist · doi:10.1037//0003-066x.55.1.68 · Cited by 27,815 · see citing works
Michie, S., van Stralen, M. M., & West, R. (2011) · Implementation Science · doi:10.1186/1748-5908-6-42 · Cited by 13,697 · see citing works
The Elaboration Likelihood Model of Persuasion
Petty, R. E., & Cacioppo, J. T. (1986) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(08)60214-2 · Cited by 8,822 · cited 2× · see citing works
“If the information presented is already highly salient to the user, or the user is knowledgeable in the topic area, this may actually decrease motivation to think carefully about the intervention content.(11) In this instance, 2 DIGITAL HEALTH”
BackgroundMethodBuilding a practically useful theory of goal setting and task motivation: A 35-year odyssey.
Locke, E. A., & Latham, G. P. (2002) · American Psychologist · doi:10.1037/0003-066x.57.9.705 · Cited by 7,766 · cited 1× · see citing works
“Evidence from goal-setting theory and SCT for the role of satisfaction in goal motivation points to an inverted-U relationship whereby abandonment or disengagement from goal pursuit may result if goal progress is well below the expected standard or if the positive progress made decreases the salience of a health goal.…”
BackgroundMichie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013) · Annals of Behavioral Medicine · doi:10.1007/s12160-013-9486-6 · Cited by 7,629 · see citing works
Health Promotion by Social Cognitive Means
Bandura, A. (2004) · Health Education & Behavior · doi:10.1177/1090198104263660 · Cited by 7,238 · see citing works
Deci, E. L., Koestner, R., & Ryan, R. M. (1999) · Psychological Bulletin · doi:10.1037/0033-2909.125.6.627 · Cited by 7,176 · cited 1× · see citing works
“).(25,26) Following SDT, the provision of positively framed tailored feedback (e.”
BackgroundSocial Relationships and Health
House, J. S., Landis, K. R., & Umberson, D. (1988) · Science · doi:10.1126/science.3399889 · Cited by 7,073 · see citing works
Social Relationships and Health.
Cohen, S. (2004) · American Psychologist · doi:10.1037/0003-066x.59.8.676 · Cited by 4,852 · see citing works
Self-management education: History, definition, outcomes, and mechanisms
Lorig, K. R., & Holman, H. R. (2003) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2601_01 · Cited by 4,094 · see citing works
Facilitating Internalization: The Self‐Determination Theory Perspective
Deci, E. L., Eghrari, H., Patrick, B. C., & Leone, D. R. (1994) · Journal of Personality · doi:10.1111/j.1467-6494.1994.tb00797.x · Cited by 2,627 · see citing works
Webb, T. L., Joseph, J., Yardley, L., & Michie, S. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1376 · Cited by 2,517 · see citing works
Glanz, K., & Bishop, D. B. (2010) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.012809.103604 · Cited by 2,336 · see citing works
Self-reference and the encoding of personal information.
Rogers, T. B., Kuiper, N. A., & Kirker, W. S. (1977) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.35.9.677 · Cited by 1,871 · see citing works
Self-evaluative and self-efficacy mechanisms governing the motivational effects of goal systems.
Bandura, A., & Cervone, D. (1983) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.45.5.1017 · Cited by 1,511 · see citing works
Yardley, L., Morrison, L., Bradbury, K., & Muller, I. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4055 · Cited by 1,442 · see citing works
Self-citationDevelopment and validation of the Health Locus of Control (HLC) Scale.
Wallston, B. S., Wallston, K. A., Kaplan, G. D., & Maides, S. A. (1976) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.44.4.580 · Cited by 1,251 · see citing works
Brown, S. L., Nesse, R. M., Vinokur, A. D., & Smith, D. M. (2003) · Psychological Science · doi:10.1111/1467-9280.14461 · Cited by 1,142 · see citing works
Social-cognitive predictors of health behavior: Action self-efficacy and coping self-efficacy.
Schwarzer, R., & Renner, B. (2000) · Health Psychology · doi:10.1037/0278-6133.19.5.487 · Cited by 883 · see citing works
A meta-analysis of web-delivered tailored health behavior change interventions
Lustria, M. L. A., Noar, S. M., Cortese, J., Van Stee, S. K., Glueckauf, R. L., & Lee, J. (2013) · Journal of Health Communication · doi:10.1080/10810730.2013.768727 · Cited by 689 · cited 1× · see citing works
“1,2 However, low reported effect sizes and lack of sustained usage of DIs highlights the need to further understand how engagement with, and effectiveness of, DIs can be optimised.”
BackgroundDoes theory influence the effectiveness of health behavior interventions? Meta-analysis
Prestwich, A., Sniehotta, F. F., Whittington, C., Dombrowski, S. U., Rogers, L., & Michie, S. (2014) · Health Psychology · doi:10.1037/a0032853 · Cited by 562 · see citing works
Patients' Preferences for Participation in Clinical Decision Making: A Review of Published Surveys
Benbassat, J., Pilpel, D., & Tidhar, M. (1998) · Behavioral Medicine · doi:10.1080/08964289809596384 · Cited by 544 · see citing works
Locus of Control and Health: A Review of the Literature
Wallston, B. S., & Wallston, K. A. (1978) · Health Education Monographs · doi:10.1177/109019817800600102 · Cited by 533 · see citing works
Mohr, D. C., Schueller, S. M., Montague, E., Burns, M. N., & Rashidi, P. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3077 · Cited by 510 · see citing works
Kiesler, D. J., & Auerbach, S. M. (2005) · Patient Education and Counseling · doi:10.1016/j.pec.2005.08.002 · Cited by 479 · see citing works
Wright, K. B., & Bell, S. B. (2003) · Journal of Health Psychology · doi:10.1177/1359105303008001429 · Cited by 471 · see citing works
Brouwer, W., Kroeze, W., Crutzen, R., de Nooijer, J., de Vries, N. K., Brug, J., & Oenema, A. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1639 · Cited by 455 · see citing works
Clarifying the social support theory‐research linkage
Hupcey, J. E. (1998) · Journal of Advanced Nursing · doi:10.1046/j.1365-2648.1998.01231.x · Cited by 449 · see citing works
Online Prevention Aimed at Lifestyle Behaviors: A Systematic Review of Reviews
Kohl, L. F., Crutzen, R., & de Vries, N. K. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2665 · Cited by 388 · see citing works
Shilts, M. K., Horowitz, M., & Townsend, M. S. (2004) · American Journal of Health Promotion · doi:10.4278/0890-1171-19.2.81 · Cited by 378 · see citing works
Intervention Mapping: Protocol for Applying Health Psychology Theory to Prevention Programmes
Kok, G., Schaalma, H. P., Ruiter, R. A. C., van Empelen, P., & Brug, J. (2004) · Journal of Health Psychology · doi:10.1177/1359105304038379 · Cited by 362 · see citing works
Kreuter, M. W., Bull, F., Clark, E. M., & Oswald, D. L. (1999) · Health Psychology · doi:10.1037/0278-6133.18.5.487 · Cited by 348 · see citing works
Deber, R. B., Kraetschmer, N., Urowitz, S., & Sharpe, N. (2007) · Health Expectations · doi:10.1111/j.1369-7625.2007.00441.x · Cited by 322 · see citing works
Morrison, L. G., Yardley, L., Powell, J., & Michie, S. (2012) · Telemedicine and e-Health · doi:10.1089/tmj.2011.0062 · Cited by 290 · see citing works
Self-citationWeb-Based Smoking-Cessation Programs
Strecher, V. J., McClure, J. B., Alexander, G. L., Chakraborty, B., Nair, V. N., Konkel, J. M., Greene, S. M., Collins, L. M., Carlier, C. C., Wiese, C. J., et al. (2008) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2007.12.024 · Cited by 266 · see citing works
A typology of preferences for participation in healthcare decision making
Flynn, K. E., Smith, M. A., & Vanness, D. J. (2006) · Social Science & Medicine · doi:10.1016/j.socscimed.2006.03.030 · Cited by 225 · see citing works
The development of computer-generated tailored interventions
Dijkstra, A., & de Vries, H. (1999) · Patient Education and Counseling · doi:10.1016/s0738-3991(98)00135-9 · Cited by 216 · see citing works
The Role of Feedback in the Process of Health Behavior Change
DiClemente, C. C., Marinilli, A. S., Singh, M., & Bellino, L. (2001) · American Journal of Health Behavior · doi:10.5993/ajhb.25.3.8 · Cited by 215 · see citing works
Working mechanisms of computer-tailored health education: evidence from smoking cessation
Dijkstra, A. (2005) · Health Education Research · doi:10.1093/her/cyh014 · Cited by 193 · see citing works
Kelly, R. B., Zyzanski, S. J., & Alemagno, S. A. (1991) · Social Science & Medicine · doi:10.1016/0277-9536(91)90109-p · Cited by 189 · see citing works
The effects of message quality and congruency on perceptions of tailored health communications
Updegraff, J. A., Sherman, D. K., Luyster, F. S., et al. (2006) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2006.01.007 · Cited by 183 · see citing works
Oenema, A., Tan, F., & Brug, J. (2005) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2901_8 · Cited by 170 · see citing works
The Information Architecture of Behavior Change Websites
Danaher, B. G., McKay, H. G., & Seeley, J. R. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.2.e12 · Cited by 129 · see citing works
Morrison, L., Moss‐Morris, R., Michie, S., & Yardley, L. (2014) · British Journal of Health Psychology · doi:10.1111/bjhp.12083 · Cited by 110 · see citing works
Self-citationYardley, L., Morrison, L. G., Andreou, P., Joseph, J., & Little, P. (2010) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-10-52 · Cited by 101 · see citing works
Self-citationDennison, L., Morrison, L., Lloyd, S., Phillips, D., Stuart, B., Williams, S., Bradbury, K., Roderick, P., Murray, E., Michie, S., et al. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3199 · Cited by 98 · see citing works
Self-citationYardley, L., Ware, L. J., Smith, E. R., Williams, S., Bradbury, K. J., Arden-Close, E. J., Mullee, M. A., Moore, M. V., Peacock, J. L., Lean, M. E., et al. (2014) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-11-67 · Cited by 84 · see citing works
McConnon, Á., Kirk, S., & Ransley, J. K. (2009) · Journal of Nutrition Education and Behavior · doi:10.1016/j.jneb.2008.07.008 · Cited by 44 · see citing works
Integrating user perspectives into the development of a web‐based weight management intervention
Yardley, L., Williams, S., Bradbury, K., Garip, G., Renouf, S., Ware, L., Dorling, H., Smith, E., & Little, P. (2012) · Clinical Obesity · doi:10.1111/cob.12001 · Cited by 39 · see citing works
Yardley, L., Miller, S., Teasdale, E., & Little, P. (2011) · Journal of Health Psychology · doi:10.1177/1359105310377538 · Cited by 38 · see citing works
O'Donnell, M. T., & Hunskaar, S. (2007) · Patient Education and Counseling · doi:10.1016/j.pec.2007.06.009 · Cited by 28 · see citing works
Perceived goal ownership, regulatory goal cognition, and health behavior change.
Okun, M. A., & Karoly, P. (2007) · PubMed · doi:10.5555/ajhb.2007.31.1.98 · Cited by 10 · see citing works
Flagged first, then by citations
Research works printed but not linked: 18
- [16]Petty RE Rucker D Bizer G The elaboration likelihood model of persuasion. In: Seiter JS Glass GH (eds). Perspectives on persuasion, social influence and compliance gaining, Boston: Allyn and Bacon, 2004, pp. 65– 89.
- [20]Dijkstra A The psychology of tailoring-ingredients in computer-tailored persuasion. Soc Personal Psychol Compass 2008; 2: 765– 784.
- [26]Ryan RM Patrick H Deci EL Facilitating health behaviour change and its maintenance: Interventions based on self-determination theory. Eur Health Psychol 2008; 10: 2– 5.
- [32]Locke E Latham G A theory of goal setting and task performance, Eaglewood Cliffs, NJ: Prentice Hall, 1990.
- [34]Klein HJ Whitener EM Ilgen DR The role of goal specificity in the goal-setting process. Motiv Emot 1990; 14: 179– 193.
- [37]Latham GP Seijts GH The effects of proximal and distal goals on performance on a moderately complex task. J Organiz Behav 1999; 20: 421– 429.
- [39]Winters D Latham GP The effect of learning versus outcome goals on a simple versus a complex task. Group Organiz Manage 1996; 21: 236– 250.
- [42]Scheier M Carver C Goals and confidence as self-regulatory elements underlying health and illness behaviour. In: Cameron L Leventhal H (eds). The self-regulation of health and illness behaviour, London: Routledge, 2003, pp. 7– 41.
- [43]Fishbach A Dhar R Goals as excuses or guides: The liberating effect of perceived goal progress on choice. J Consum Res 2005; 32: 370– 377.
- [45]Leventhal H Brissette I Leventhal E The common-sense model of self-regulation and illness. In: Cameron L Leventhal H (eds). The self-regulation of health and illness, London: Routledge, 2003, pp. 42– 65.
- [46]Hall PA Fong GT The effects of a brief time perspective intervention for increasing physical activity among young adults. Psychol Health 2003; 18: 685– 706.
- [47]Hall PA Fong GT Temporal self-regulation theory: A model for individual health behavior. Health Psychol Rev 2007; 1: 6– 52.
- [49]Gebhardt W On multiple goals and continuous conflict. Eur Health Psychol 2008; 10: 25– 28.
- [50]Karoly P Ruehlman LS Okun MA Perceived self-regulation of exercise goals and interfering goals among regular and irregular exercisers: A life space analysis. Psychol Sport Exercise 2004; 6: 427– 442.
- [51]Sheeran P Milne S Webb TL Implementation intentions and health behaviour. In: Conner M Norman P (eds). Predicting health behaviour: Research and practice with social cognition models, 2nd ed Buckingham: Open University Press, 2005, pp. 276– 323.
- [54]Swenson SL Buell S Zettler P Patient-centered communication: Do patients really prefer it? J Gen Intern Med 2004; 19: 1069– 1079. 15566435 PMC1494788
- [61]House J Umberson D Landis K Structures and processes of social support. Annu Rev Soc Psychol 1988; 14: 293– 318.
- [65]Lu L Argyle M Receiving and giving support: Effects on relationships and well-being. Counsel Psychol Quart 1992; 5: 123– 133.
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- Authors
- Morrison, L. G.
- Affiliations
- University of Southampton (GB)
- Corresponding author
- Morrison, Leanne G
- ORCID
- Morrison, Leanne G
- Venue
- DIGITAL HEALTH
- Publisher
- SAGE Publications
- Published
- 2015-01
- Volume
- 1
- Pages
- 2055207615595335-2055207615595335
- ISSN
- 2055-2076 (ISSN-L)
- PMC
- PMC5999061
- OpenAlex
- W2110664484
- Cited by
- 116
- References
- 52
- Citations by year
- 2026: 14 · 2025: 9 · 2024: 12 · 2023: 10 · 2022: 18 · 2021: 17 · 2020: 14 · 2019: 7 · 2018: 6 · 2017: 4 · 2016: 4 · 2015: 1
- FWCI
- 0.90
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Digital Health (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- ePrints Soton (University of Southampton) (acceptedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Keywords
- digital health interventions, behaviour change interventions, psychological theory, intervention design, persuasion, attitude change, motivation, volition, self-regulation, patient preferences, shared decision-making, social support, intervention attrition
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