Finding the Sweet Spot(s)

Creating actionable plans has been shown to be helpful in promoting physical activity. However, little rèsearch has been done on how best to support the creation and execution of plans. In this paper, we interviewed 16 participants to study the role that context plays in the formulation and execution of plans for physical activity. Our findings highlight nuanced ways that contextual factors interact with each other and with individual differences to impact planning. We propose the notion of sweet spots to encapsulate how particular contextual factors converge to create optimal states for performing physical activities. The concept of sweet spots helped us to better understand the creation and execution of plans made by our participants. We present design guidelines to show how sweet spots can help support physical activity planning and guide the design of context-based tools for planning support.

[1]  A. Bandura Social Foundations of Thought and Action , 1986 .

[2]  I. Ajzen The theory of planned behavior , 1991 .

[3]  L. Berkman The role of social relations in health promotion. , 1995, Psychosomatic medicine.

[4]  C. Hoffman,et al.  Persons with chronic conditions. Their prevalence and costs. , 1996, JAMA.

[5]  P. Gollwitzer Implementation intentions: Strong effects of simple plans. , 1999 .

[6]  Mark S. Ackerman,et al.  The Intellectual Challenge of CSCW: The Gap Between Social Requirements and Technical Feasibility , 2000, Hum. Comput. Interact..

[7]  B. Reboussin,et al.  Contributions of acute bouts of vigorous physical activity to explaining diurnal variations in feeling states in active, middle-aged women. , 2000, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[8]  C B Ebbeling,et al.  Facilitating dietary change: the patient-centered counseling model. , 2001, Journal of the American Dietetic Association.

[9]  A. Bauman,et al.  Correlates of adults' participation in physical activity: review and update. , 2002, Medicine and science in sports and exercise.

[10]  P. Sheeran Intention—Behavior Relations: A Conceptual and Empirical Review , 2002 .

[11]  N. Owen,et al.  Environmental factors associated with adults' participation in physical activity: a review. , 2002, American journal of preventive medicine.

[12]  Paul Dourish,et al.  What we talk about when we talk about context , 2004, Personal and Ubiquitous Computing.

[13]  J. Lamiell Beyond Individual and Group Differences: Human Individuality, Scientific Psychology, and William Stern's Critical Personalism , 2003 .

[14]  Morris Sloman,et al.  A framework for contextual mediation in mobile and ubiquitous computing applied to the context-aware adaptation of maps , 2004, Personal and Ubiquitous Computing.

[15]  P. Molenaar A Manifesto on Psychology as Idiographic Science: Bringing the Person Back Into Scientific Psychology, This Time Forever , 2004 .

[16]  James A. Landay,et al.  Design requirements for technologies that encourage physical activity , 2006, CHI.

[17]  J. Creswell Qualitative Inquiry and Research Design: Choosing Among Five Approaches , 2006 .

[18]  P. Gollwitzer,et al.  Implementation intentions and goal achievement: A meta-analysis of effects and processes , 2006 .

[19]  A. Luszczynska,et al.  An implementation intentions intervention, the use of a planning strategy, and physical activity after myocardial infarction. , 2006, Social science & medicine.

[20]  R. Schwarzer,et al.  Adoption and maintenance of physical activity: Planning interventions in young, middle-aged, and older adults , 2006, Psychology & health.

[21]  Sandra L Saperstein,et al.  The impact of Internet use for weight loss , 2007, Obesity reviews : an official journal of the International Association for the Study of Obesity.

[22]  J. S. Sodhi,et al.  Using Internet and Mobile Phone Technology to Deliver an Automated Physical Activity Program: Randomized Controlled Trial , 2007, Journal of medical Internet research.

[23]  L. Mâsse,et al.  Physical activity in the United States measured by accelerometer. , 2008, Medicine and science in sports and exercise.

[24]  Leonard H Epstein,et al.  Peer influence on children's physical activity: an experience sampling study. , 2008, Journal of pediatric psychology.

[25]  Genevieve Fridlund Dunton,et al.  Using Ecological Momentary Assessment to Examine Antecedents and Correlates of Physical Activity Bouts in Adults Age 50+ Years: A Pilot Study , 2009, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[26]  Johannes Brug,et al.  Socioeconomic differences in lack of recreational walking among older adults: the role of neighbourhood and individual factors , 2009, The international journal of behavioral nutrition and physical activity.

[27]  Johannes Brug,et al.  Should implementation intentions interventions be implemented in obesity prevention: the impact of if-then plans on daily physical activity in Dutch adults , 2009, The international journal of behavioral nutrition and physical activity.

[28]  Johnny Saldaña,et al.  The Coding Manual for Qualitative Researchers , 2009 .

[29]  Leonard H Epstein,et al.  Effect of peers and friends on youth physical activity and motivation to be physically active. , 2008, Journal of pediatric psychology.

[30]  Audie A Atienza,et al.  The need for time-intensive information in healthful eating and physical activity research: a timely topic. , 2009, Journal of the American Dietetic Association.

[31]  John Zimmerman,et al.  How routine learners can support family coordination , 2010, CHI.

[32]  M. Perugini,et al.  Can implementation intentions and text messages promote brisk walking? A randomized trial. , 2010, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[33]  John Zimmerman,et al.  Learning patterns of pick-ups and drop-offs to support busy family coordination , 2011, CHI.

[34]  Johannes Brug,et al.  More or better: Do the number and specificity of implementation intentions matter in increasing physical activity? , 2011 .

[35]  D. Castle,et al.  ‘I’m searching for solutions’: why are obese individuals turning to the Internet for help and support with ‘being fat’? , 2011, Health expectations : an international journal of public participation in health care and health policy.

[36]  Alexander K. Koch,et al.  Self-Regulation Through Goal Setting , 2011, SSRN Electronic Journal.

[37]  Wanda Pratt,et al.  Healthcare in the pocket: Mapping the space of mobile-phone health interventions , 2012, J. Biomed. Informatics.

[38]  Matthew P. Buman,et al.  Are daily fluctuations in perceived environment associated with walking? , 2012, Psychology & health.

[39]  M. Johnston,et al.  Identifying active ingredients in complex behavioural interventions for obese adults with obesity-related co-morbidities or additional risk factors for co-morbidities: a systematic review , 2012 .

[40]  Jodi Forlizzi,et al.  Using context to reveal factors that affect physical activity , 2012, TCHI.

[41]  Konrad Tollmar,et al.  Health Mashups: Presenting Statistical Patterns between Wellbeing Data and Context in Natural Language to Promote Behavior Change , 2013, TCHI.

[42]  Edward McAuley,et al.  Impact of a brief intervention on physical activity and social cognitive determinants among working mothers: a randomized trial , 2013, Journal of Behavioral Medicine.

[43]  J. Huberty,et al.  Women bound to be active: differences in long-term physical activity between completers and noncompleters of a book club intervention. , 2013, Journal of physical activity & health.

[44]  Natasha Carraro,et al.  Spontaneous and experimentally induced action planning and coping planning for physical activity: A meta-analysis , 2013 .

[45]  F. Sniehotta,et al.  Does planning how to cope with anticipated barriers facilitate health-related behaviour change? A systematic review , 2013 .

[46]  Gabriella Cortellessa,et al.  Automated planning and scheduling , 2014, Intelligenza Artificiale.

[47]  Daniel E. Rivera,et al.  A dynamical systems model of Social Cognitive Theory , 2014, 2014 American Control Conference.

[48]  H. Gainforth,et al.  Can persuasive messages encourage individuals to create action plans for physical activity? , 2014, Journal of sport & exercise psychology.

[49]  Mark W. Newman,et al.  What Designers Talk About When They Talk About Context , 2014, Hum. Comput. Interact..

[50]  Misha Pavel,et al.  Building new computational models to support health behavior change and maintenance: new opportunities in behavioral research , 2015, Translational behavioral medicine.

[51]  Y. Liao,et al.  The Acute Relationships Between Affect, Physical Feeling States, and Physical Activity in Daily Life: A Review of Current Evidence , 2015, Front. Psychol..

[52]  Genevieve Fridlund Dunton,et al.  Momentary assessment of contextual influences on affective response during physical activity. , 2015, Health psychology : official journal of the Division of Health Psychology, American Psychological Association.

[53]  Ryan E. Rhodes,et al.  Text2Plan: Exploring changes in the quantity and quality of action plans and physical activity in a text messaging intervention , 2015, Psychology & health.

[54]  Sean A. Munson,et al.  A lived informatics model of personal informatics , 2015, UbiComp.

[55]  Tanzeem Choudhury,et al.  Automated Personalized Feedback for Physical Activity and Dietary Behavior Change With Mobile Phones: A Randomized Controlled Trial on Adults , 2015, JMIR mHealth and uHealth.

[56]  Jesper Kjeldskov,et al.  Understanding Individual Differences for Tailored Smoking Cessation Apps , 2015, CHI.

[57]  Sean A. Munson,et al.  PlanSourcing: Generating Behavior Change Plans with Friends and Crowds , 2016, CSCW.

[58]  M. Pavel,et al.  Advancing Models and Theories for Digital Behavior Change Interventions. , 2016, American journal of preventive medicine.

[59]  Anind K. Dey,et al.  Modeling and Understanding Human Routine Behavior , 2016, CHI.

[60]  Karen Holtzblatt,et al.  The Affinity Diagram , 2017 .

[61]  Ji-Yeob Choi,et al.  Correlates associated with participation in physical activity among adults: a systematic review of reviews and update , 2017, BMC Public Health.

[62]  Rachel L. Ruttana,et al.  Organizational Behavior and Human Decision Processes , 2018 .