Abstract
Social processes play a key role in health behaviour. Understanding the underlying mechanisms of such processes is important when designing health interventions with a social component. In this work, we apply a computational model of social contagion to a data set of 2,472 users of a physical activity promotion program. We compare this model’s predictions to the predictions of a simple linear model that has been derived by a regression analysis. The results show that the social contagion model performs better at describing the pattern seen in the empirical data than the linear model, indicating that some of the dynamics of the physical activity levels in the network can be explained by social contagion processes.
Research was sponsored by the Army Research Laboratory and was accomplished under Cooperative Agreement Numbers W911NF-09-2-0053 (the ARL Network Science CTA). The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of the Army Research Laboratory or the U.S. Government. The U.S. Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation here on. This document does not contain technology or technical data controlled under either the U.S. International Traffic in Arms Regulations or the U.S. Export Administration Regulations.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Araújo, E.F.M., Klein, M.C.A., van Halteren, A.T.: Social connection dynamics in a health promotion network. In: Complex Networks 2016—The 5th International Workshop on Complex Networks and their Applications (2016)
Araújo, E.F.M., Treur, J.: Analysis and Refinement of a Temporal-Causal Network Model for Absorption of Emotions, pp. 27–39. Springer (2016)
Bort-Roig, J., Gilson, N.D., Puig-Ribera, A., Contreras, R.S., Trost, S.G.: Measuring and influencing physical activity with smartphone technology: a systematic review. Sports Med. 44(5), 671–686 (2014)
Bosse, T., Duell, R., Memon, Z.A., Treur, J., van der Wal, C.N.: Agent-based modeling of emotion contagion in groups. Cogn. Comput. 7(1), 111–136 (2015)
Christakis, N.A., Fowler, J.H.: Social contagion theory: examining dynamic social networks and human behavior. Stat. Med. 32(4), 556–577 (2013)
Conn, V.S., Hafdahl, A.R., Mehr, D.R.: Interventions to increase physical activity among healthy adults: meta-analysis of outcomes. Am. J. Public Health 101(4), 751–758 (2011)
Eime, R.M., Young, J.A., Harvey, J.T., Charity, M.J., Payne, W.R., et al.: A systematic review of the psychological and social benefits of participation in sport for children and adolescents: informing development of a conceptual model of health through sport. Int. J. Behav. Nutr. Phys. Act. 10(98), 1 (2013)
Garber, C.E., Blissmer, B., Deschenes, M.R., Franklin, B.A., Lamonte, M.J., Lee, I.M., Nieman, D.C., Swain, D.P.: American college of sports medicine position stand. quantity and quality of exercise for developing and maintaining cardiorespiratory, musculoskeletal, and neuromotor fitness in apparently healthy adults: guidance for prescribing exercise. Med. Sci. Sports Exerc. 43(7), 1334–1359 (2011)
Giabbanelli, P.J., Alimadad, A., Dabbaghian, V., Finegood, D.T.: Modeling the influence of social networks and environment on energy balance and obesity. J. Comput. Sci. 3(12), 17–27 (2012)
Groenewegen, M., Stoyanov, D., Deichmann, D., van Halteren, A.: Connecting with active people matters: the influence of an online community on physical activity behavior. In: International Conference on Social Informatics. pp. 96–109. Springer (2012)
Manzoor, A., Mollee, J.S., Araújo, E.F.M., Van Halteren, A.T., Klein, M.C.A.: Online sharing of physical activity: Does it accelerate the impact of a health promotion program? In: IEEE International Conference on Social Computing and Networking (SocialCom 2016). pp. 201–208. IEEE (2016)
Mifflin, M.D., St Jeor, S.T., Hill, L.A., Scott, B.J., Daugherty, S.A., Koh, Y.O.: A new predictive equation for resting energy expenditure in healthy individuals. Am. J. Clin. Nutr. 51(2), 241–247 (1990)
Pate, R.R., Pratt, M., Blair, S.N., Haskell, W.L., Macera, C.A., Bouchard, C., Buchner, D., Ettinger, W., Heath, G.W., King, A.C., et al.: Physical activity and public health: a recommendation from the centers for disease control and prevention and the american college of sports medicine. Jama 273(5), 402–407 (1995)
Patel, M.S., Asch, D.A., Volpp, K.G.: Wearable devices as facilitators, not drivers, of health behavior change. Jama 313(5), 459–460 (2015)
Sallis, J.F., Owen, N.: Physical Activity and Behavioral Medicine, vol. 3. SAGE Publications (1998)
Shalizi, C.R., Thomas, A.C.: Homophily and contagion are generically confounded in observational social network studies. Sociol. Methods Res. 40(2), 211–239 (2011)
Suls, J.E., Wills, T.A.E.: Social Comparison: Contemporary Theory and Research. Lawrence Erlbaum Associates Inc (1991)
Wing, R.R., Jeffery, R.W.: Benefits of recruiting participants with friends and increasing social support for weight loss and maintenance. J. Consul. Clin. Psychol. 67(1), 132 (1999)
World Health Organization: Global recommendations on physical activity for health (2010). http://www.who.int/dietphysicalactivity/publications/9789241599979/en/
Zimmerman, R.S., Connor, C.: Health promotion in context: the effects of significant others on health behavior change. Health Educ. Behav. 16(1), 57–75 (1989)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Mollee, J.S., Araújo, E.F.M., Manzoor, A., van Halteren, A.T., Klein, M.C.A. (2017). Explaining Changes in Physical Activity Through a Computational Model of Social Contagion. In: Gonçalves, B., Menezes, R., Sinatra, R., Zlatic, V. (eds) Complex Networks VIII. CompleNet 2017. Springer Proceedings in Complexity. Springer, Cham. https://doi.org/10.1007/978-3-319-54241-6_19
Download citation
DOI: https://doi.org/10.1007/978-3-319-54241-6_19
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-54240-9
Online ISBN: 978-3-319-54241-6
eBook Packages: Physics and AstronomyPhysics and Astronomy (R0)