Author(s):

Daniel A. Epstein

An Ping

James Fogarty

Sean A Munson

 

Abstract: 

Current models of how people use personal informatics systems are largely based in behavior change goals. They do not adequately characterize the integration of self-tracking into everyday life by people with varying goals. We build upon prior work by embracing the perspective of lived informatics to propose a new model of personal informatics. We examine how lived informatics manifests in the habits of self-trackers across a variety of domains, first by surveying 105, 99, and 83 past and present trackers of physical activity, finances, and location and then by interviewing 22 trackers regarding their lived informatics experiences. We develop a model characterizing tracker processes of deciding to track and selecting a tool, elaborate on tool usage during collection, integration, and reflection as components of tracking and acting, and discuss the lapsing and potential resuming of tracking. We use our model to surface underexplored challenges in lived informatics, thus identifying future directions for personal informatics design and research.
Documentation: https://dl.acm.org/doi/10.1145/2750858.2804250

References

Ajzen, I. (1991). The theory of planned behaviour. Organizational Behaviour and Human Decision Processes, 50, 179-211.
Google Scholar | Crossref | ISI
Armitage, C. J. (2007). Effects of an implementation intention-based intervention on fruit consumption. Psychology & Health, 22, 917-928.
Google Scholar | Crossref | ISI
Baron, R. M., Kenny, D. A. (1986). The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Penalty and Social Psychology, 51, 1173-1182.
Google Scholar | Crossref | Medline | ISI
Berney, M., Weilenmann, H. U., Simonetti, A., Egli, T. (2006). Efficacy of solar disinfection of Escherichia coli, Shigella flexneri, Salmonella Typhimurium and Vibrio cholerae. Journal of Applied Microbiology, 101, 828-836.
Google Scholar | Crossref | Medline | ISI
Borsboom, D., Mellenbergh, G. J., van Heerden, J. (2003). The theoretical status of latent variables. Psychological Review, 110, 203-219.
Google Scholar | Crossref | Medline | ISI
Burn, S. M., Oskamp, S. (1986). Increasing community recycling with persuasive communication and public commitment. Journal of Applied Social Psychology, 16, 29-41.
Google Scholar | Crossref | ISI
Cairncross, S., Shordt, K., Zacharia, S., Govindan, B. K. (2005). What causes sustainable changes in hygiene behaviour? A cross-sectional study from Kerala, India. Social Science & Medicine, 61, 2212-2220.
Google Scholar | Crossref | Medline | ISI
Chasteen, A. L., Park, D. C., Schwarz, N. (2001). Implementation intentions and facilitation of prospective memory. Psychological Science, 12, 457-461.
Google Scholar | SAGE Journals | ISI
Cialdini, R. B. (2001). Influence: Science and practice (4th ed.). Glenview, IL: Scott, Foresman.
Google Scholar
Cialdini, R. B., Reno, R. R., Kallgren, C. A. (1990). A focus theory of normative conduct: Recycling the concept of norms to reduce littering in public places. Journal of Personality and Social Psychology, 58, 1015-1026.
Google Scholar | Crossref | ISI
Cox, C. D., Cox, B. S., Cox, D. J. (2005). Long-term benefits of prompts to use safety belts among drivers exiting senior communities. Journal of Applied Behaviour Analysis, 38, 533-536.
Google Scholar | Crossref | Medline | ISI
Festinger, L. (1957). A theory of cognitive dissonance. Stanford, CA: Stanford University.
Google Scholar
Gollwitzer, P. M. (1999). Implementation intentions: Strong effects of simple plans. American Psychologist, 54, 493-503.
Google Scholar | Crossref | ISI
Gollwitzer, P. M., Brandstätter, V. (1997). Implementation intentions and effective goal pursuit. Journal of Personality and Social Psychology, 73, 186-199.
Google Scholar | Crossref | ISI
Guynn, M. J., McDaniel, M. A., Einstein, G. O. (1998). Prospective memory: When reminders fail. Memory & Cognition, 26, 287-298.
Google Scholar | Crossref | Medline | ISI
Hayes, A. F. (2009). Beyond Baron and Kenny: Statistical mediation analysis in the new millennium. Communication Monographs, 76, 408-420.
Google Scholar | Crossref | ISI
Heri, S., Mosler, H.-J. (2008). Factors affecting the diffusion of solar water disinfection: A field study in Bolivia. Health Education & Behaviour, 35, 541-560.
Google Scholar | SAGE Journals | ISI
Hill, C., Abraham, C., Wright, D. B. (2007). Can theory-based messages in combination with cognitive prompts promote exercise in classroom settings? Social Science & Medicine, 65, 1049-1058.
Google Scholar | Crossref | Medline | ISI
Intons-Peterson, M. J., Fournier, J. (1986). External and internal memory aids: When and how often do we use them? Journal of Experimental Psychology: General, 115, 267-280.
Google Scholar | Crossref | ISI
Kiesler, C. A. (1971). The psychology of commitment: Experiments linking behaviour to belief. New York, NY: Academic Press.
Google Scholar
Kraemer, S. M., Mosler, H.-J. (2010). Persuasion factors influencing the decision to use sustainable household water treatment. International Journal of Environmental Health Research, 20, 61-79.
Google Scholar | Crossref | Medline | ISI
Kraemer, S. M., Mosler, H.-J. (2011). Factors from the Transtheoretical Model differentiating between Solar Water Disinfection (SODIS) user groups. Journal of Health Psychology, 16, 126-136.
Google Scholar | SAGE Journals | ISI
Law, K. S., Wong, C.-S., Mobley, W. H. (1998). Toward a taxonomy of multidimensional constructs. Academy of Management Review, 23, 741-755.
Google Scholar | Crossref | ISI
MacKinnon, D. P., Fairchild, A. J., Fritz, M. S. (2007). Mediation analysis. Annual Review of Psychology, 58, 593-614.
Google Scholar | Crossref | Medline | ISI
McGuigan, K. G., Conroy, R. M., Mosler, H.-J., du Preez, M., Ubomba-Jaswa, E., Fernandez-Ibañez, P. (2012). Solar water disinfection (SODIS): A review from bench-top to roof-top. Journal of Hazardous Materials, 235–236, 29-46.
Google Scholar | Crossref | Medline | ISI
Meierhofer, R., Landolt, G. (2009). Factors supporting the sustained use of solar water disinfection: Experiences from a global promotion and dissemination programme. Desalination, 248, 144-151.
Google Scholar | Crossref | ISI
Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., . . . Wood, C. E. (2013). The behavior change technique taxonomy (v1) of 93 hierarchically clustered techniques: Building an international consensus for the reporting of behavior change interventions. Annals of Behavioral Medicine, 46, 81-95.
Google Scholar | Crossref | Medline | ISI
Michie, S., Rothman, A. J., Sheeran, P. (2007). Current issues and new direction in Psychology and Health: Advancing the science of behavior change. Psychology & Health, 22, 249-253.
Google Scholar | Crossref | ISI
Mosler, H. J. (2012). A systematic approach to behavior change interventions for the water and sanitation sector in developing countries: A conceptual model, a review, and a guideline. International Journal of Environmental Health Research, 22, 431-449.
Google Scholar | Crossref | Medline | ISI
Mosler, H.-J., Kraemer, S. M. (2012). Which psychological factors change when habitual water treatment practices alter? Journal of Public Health, 20, 71-79.
Google Scholar | Crossref
Mosler, H.-J., Kraemer, S. M., Johnston, R. B. (2013). Achieving long-term use of solar water disinfection in Zimbabwe. Public Health, 127, 92-98.
Google Scholar | Crossref | Medline | ISI
Nyer, P. U., Dellande, S. (2010). Public commitment as a motivator for weight loss. Psychology & Marketing, 27, 1-12.
Google Scholar | Crossref | ISI
Prochaska, J. O., DiClemente, C. C. (1983). Stages and processes of self-change of smoking: Toward an integrative model of change. Journal of Consulting and Clinical Psychology, 51, 390-395.
Google Scholar | Crossref | Medline | ISI
Prüss-Üstün, A., Bos, R., Gore, F., Bartram, J. (2008). Safer water, better health: Costs, benefits and sustainability of interventions to protect and promote health. Geneva, Switzerland: WHO.
Google Scholar
Schwarzer, R. (2008). Modeling health behavior change: How to predict and modify the adoption and maintenance of health behaviors. Applied Psychology: An International Review, 57, 1-29.
Google Scholar | Crossref | ISI
Shapiro, S., Krishnan, H. S. (1999). Consumer memory for intentions: A prospective memory perspective. Journal of Experimental Psychology: Applied, 5, 169-189.
Google Scholar | Crossref | ISI
Sheeran, P., Aarts, H., Custers, R., Rivis, A., Webb, T. L., Cooke, R. (2005). The goal-dependent automaticity of drinking habits. British Journal of Social Psychology, 44, 47-63.
Google Scholar | Crossref | Medline | ISI
Sommer, B., Mariño, A., Solarte, Y., Salas, M. L., Dierolf, C., Valiente, C., . . . Wegelin, M. (1997). SODIS-an emerging water treatment process. Journal of Water Supply Research and Technology-Aqua, 46, 127-137.
Google Scholar | ISI
Tamas, A., Mosler, H.-J. (2011). Why do people stop treating contaminated drinking water with solar water disinfection (SODIS)? Health Education & Behavior, 38, 357-366.
Google Scholar | SAGE Journals | ISI
Tobias, R. (2009). Changing behaviour by memory aids: A social-psychological model of prospective memory and habit development tested with dynamic field data. Psychological Review, 116, 408-438.
Google Scholar | Crossref | Medline | ISI
Trafimow, D., Sheeran, P. (1998). Some tests of the distinction between cognitive and affective beliefs. Journal of Experimental Social Psychology, 34, 378-397.
Google Scholar | Crossref | ISI
Webb, T. L., Ononaiye, M. S. P., Sheeran, P., Reidy, J. G., Lavda, A. (2010). Using implementation intentions to overcome the effects of social anxiety on attention and appraisals of performance. Personality and Social Psychology Bulletin, 36, 612-627.
Google Scholar | SAGE Journals | ISI