skip to main content
10.1145/3491102.3517493acmconferencesArticle/Chapter ViewAbstractPublication PageschiConference Proceedingsconference-collections
research-article

Reflective Spring Cleaning: Using Personal Informatics to Support Infrequent Notification Personalization

Published: 29 April 2022 Publication History

Abstract

Distracting mobile notifications are a high-profile problem but previous research suggests notification management tools are underused because of the barriers users face in relation to the perceived benefits. We posit that users might be more motivated to personalize if they could view contextual data for how personalizations would have impacted their recent notifications. We propose the ‘Reflective Spring Cleaning’ approach to support notification management through infrequent personalization with visualization of collected notification data. To simplify and contextualize key trends in a user’s notifications, we framed these visualizations within a novel who-what-when data abstraction. We evaluated it through a four-week longitudinal study: 21 participants logged their notifications before and after a personalization session that included suggestions for notification management contextualized against visualizations of their recent notifications. A debriefing interview described their new experience after two more weeks of logging. Our approach encouraged users to critically reflect on their notifications, which frequently inspired them to personalize and improved the experience of the majority.

Supplementary Material

MP4 File (3491102.3517493-talk-video.mp4)
Talk Video

References

[1]
Naseem Ahmadpour and Karen Anne Cochrane. 2017. From information to reflection-design strategies for personal informatics. In 2017 IEEE Life Sciences Conference (LSC). IEEE, New York, NY, USA, 103–106. https://doi.org/10.1109/LSC.2017.8268154
[2]
Hamdan A Alamri, Sunnie Watson, and William Watson. 2021. Learning Technology Models that Support Personalization within Blended Learning Environments in Higher Education. TechTrends 65, 1 (2021), 62–78.
[3]
Alyssa E Andrews, Raj M Ratwani, and J Gregory Trafton. 2009. The effect of alert type to an interruption on primary task resumption. In Proceedings of the HFES Annual Meeting 2009. HFES, Washington, DC0, USA, 1–5.
[4]
Julie Aranda, Noor Ali-Hasan, and Safia Baig. 2016. I’m Just Trying to Survive: An Ethnographic Look at Mobile Notifications and Attention Management. In Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct(Florence, Italy) (MobileHCI ’16). Association for Computing Machinery, New York, NY, USA, 564–574. https://doi.org/10.1145/2957265.2957274
[5]
Sara Assami, Najima Daoudi, and Rachida Ajhoun. 2018. Personalization criteria for enhancing learner engagement in MOOC platforms. In 2018 IEEE Global Engineering Education Conference (EDUCON). IEEE, New York, NY, USA, 1265–1272. https://doi.org/10.1109/EDUCON.2018.8363375
[6]
Jonas Auda, Dominik Weber, Alexandra Voit, and Stefan Schneegass. 2018. Understanding User Preferences towards Rule-Based Notification Deferral. In Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems (Montreal QC, Canada) (CHI EA ’18). Association for Computing Machinery, New York, NY, USA, Article LBW584, 6 pages. https://doi.org/10.1145/3170427.3188688
[7]
Amid Ayobi, Paul Marshall, and Anna L. Cox. 2016. Reflections on 5 Years of Personal Informatics: Rising Concerns and Emerging Directions. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems (San Jose, California, USA) (CHI EA ’16). Association for Computing Machinery, New York, NY, USA, 2774–2781. https://doi.org/10.1145/2851581.2892406
[8]
Nikola Banovic, Fanny Chevalier, Tovi Grossman, and George Fitzmaurice. 2012. Triggering Triggers and Burying Barriers to Customizing Software. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Austin, Texas, USA) (CHI ’12). Association for Computing Machinery, New York, NY, USA, 2717–2726. https://doi.org/10.1145/2207676.2208666
[9]
Eric P.S. Baumer. 2015. Reflective Informatics: Conceptual Dimensions for Designing Technologies of Reflection. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems (Seoul, Republic of Korea) (CHI ’15). Association for Computing Machinery, New York, NY, USA, 585–594. https://doi.org/10.1145/2702123.2702234
[10]
Eric P.S. Baumer, Vera Khovanskaya, Mark Matthews, Lindsay Reynolds, Victoria Schwanda Sosik, and Geri Gay. 2014. Reviewing Reflection: On the Use of Reflection in Interactive System Design. In Proceedings of the 2014 Conference on Designing Interactive Systems (Vancouver, BC, Canada) (DIS ’14). Association for Computing Machinery, New York, NY, USA, 93–102. https://doi.org/10.1145/2598510.2598598
[11]
Virginia Braun and Victoria Clarke. 2006. Using thematic analysis in psychology. Qualitative research in psychology 3, 2 (2006), 77–101.
[12]
Andrea Bunt, Cristina Conati, and Joanna McGrenere. 2007. Supporting Interface Customization Using a Mixed-Initiative Approach. In Proceedings of the 12th International Conference on Intelligent User Interfaces (Honolulu, Hawaii, USA) (IUI ’07). Association for Computing Machinery, New York, NY, USA, 92–101. https://doi.org/10.1145/1216295.1216317
[13]
Andrea Bunt, Cristina Conati, and Joanna McGrenere. 2010. Mixed-initiative interface personalization as a case study in usable AI. AI Magazine 30, 4 (2010), 58.
[14]
Andrea Bunt, Joanna McGrenere, and Cristina Conati. 2007. Understanding the Utility of Rationale in a Mixed-Initiative System for GUI Customization. In User Modeling 2007, Cristina Conati, Kathleen McCoy, and Georgios Paliouras (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 147–156.
[15]
Luigi De Russis and Alberto Monge Roffarello. 2017. On the Benefit of Adding User Preferences to Notification Delivery. In Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems(Denver, Colorado, USA) (CHI EA ’17). Association for Computing Machinery, New York, NY, USA, 1561–1568. https://doi.org/10.1145/3027063.3053160
[16]
Fiona Draxler, Christina Schneegass, Jonas Safranek, and Heinrich Hussmann. 2021. Why Did You Stop? - Investigating Origins and Effects of Interruptions during Mobile Language Learning. In Mensch Und Computer 2021. Association for Computing Machinery, New York, NY, USA, 21–33. https://doi.org/10.1145/3473856.3473881
[17]
Laura L Ellingson. 2009. Engaging crystallization in qualitative research: An introduction. Sage, Newbury Park, CA, USA.
[18]
Chris Elsden and David S. Kirk. 2014. A Quantified Past: Remembering with Personal Informatics. In Proceedings of the 2014 Companion Publication on Designing Interactive Systems. Association for Computing Machinery, New York, NY, USA, 45–48. https://doi.org/10.1145/2598784.2602778
[19]
Daniel Epstein, Felicia Cordeiro, Elizabeth Bales, James Fogarty, and Sean Munson. 2014. Taming Data Complexity in Lifelogs: Exploring Visual Cuts of Personal Informatics Data. In Proceedings of the 2014 Conference on Designing Interactive Systems (Vancouver, BC, Canada) (DIS ’14). Association for Computing Machinery, New York, NY, USA, 667–676. https://doi.org/10.1145/2598510.2598558
[20]
Daniel A. Epstein, Clara Caldeira, Mayara Costa Figueiredo, Xi Lu, Lucas M. Silva, Lucretia Williams, Jong Ho Lee, Qingyang Li, Simran Ahuja, Qiuer Chen, Payam Dowlatyari, Craig Hilby, Sazeda Sultana, Elizabeth V. Eikey, and Yunan Chen. 2020. Mapping and Taking Stock of the Personal Informatics Literature. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 4, 4, Article 126 (dec 2020), 38 pages. https://doi.org/10.1145/3432231
[21]
Daniel A. Epstein, Monica Caraway, Chuck Johnston, An Ping, James Fogarty, and Sean A. Munson. 2016. Beyond Abandonment to Next Steps: Understanding and Designing for Life after Personal Informatics Tool Use. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (San Jose, California, USA) (CHI ’16). Association for Computing Machinery, New York, NY, USA, 1109–1113. https://doi.org/10.1145/2858036.2858045
[22]
Daniel A. Epstein, Bradley H. Jacobson, Elizabeth Bales, David W. McDonald, and Sean A. Munson. 2015. From ”Nobody Cares” to ”Way to Go!”: A Design Framework for Social Sharing in Personal Informatics. In Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work and Social Computing (Vancouver, BC, Canada) (CSCW ’15). Association for Computing Machinery, New York, NY, USA, 1622–1636. https://doi.org/10.1145/2675133.2675135
[23]
Daniel A. Epstein, An Ping, James Fogarty, and Sean A. Munson. 2015. A Lived Informatics Model of Personal Informatics. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Osaka, Japan) (UbiComp ’15). Association for Computing Machinery, New York, NY, USA, 731–742. https://doi.org/10.1145/2750858.2804250
[24]
Joel E. Fischer, Chris Greenhalgh, and Steve Benford. 2011. Investigating Episodes of Mobile Phone Activity as Indicators of Opportune Moments to Deliver Notifications. In Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services (Stockholm, Sweden) (MobileHCI ’11). Association for Computing Machinery, New York, NY, USA, 181–190. https://doi.org/10.1145/2037373.2037402
[25]
Rowanne Fleck and Geraldine Fitzpatrick. 2010. Reflecting on Reflection: Framing a Design Landscape. In Proceedings of the 22nd Conference of the Computer-Human Interaction Special Interest Group of Australia on Computer-Human Interaction (Brisbane, Australia) (OZCHI ’10). Association for Computing Machinery, New York, NY, USA, 216–223. https://doi.org/10.1145/1952222.1952269
[26]
fruitranger. 2017. Notification Manager - Cleaner. https://play.google.com/store/apps/details?id=com.cortana.notificationmanager.notificationclean&hl=en. Accessed: 2020-3-11.
[27]
Krzysztof Z. Gajos, Mary Czerwinski, Desney S. Tan, and Daniel S. Weld. 2006. Exploring the Design Space for Adaptive Graphical User Interfaces. In Proceedings of the Working Conference on Advanced Visual Interfaces (Venezia, Italy) (AVI ’06). Association for Computing Machinery, New York, NY, USA, 201–208. https://doi.org/10.1145/1133265.1133306
[28]
Krzysztof Z. Gajos, Katherine Everitt, Desney S. Tan, Mary Czerwinski, and Daniel S. Weld. 2008. Predictability and Accuracy in Adaptive User Interfaces. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Florence, Italy) (CHI ’08). Association for Computing Machinery, New York, NY, USA, 1271–1274. https://doi.org/10.1145/1357054.1357252
[29]
Larry Goldberg, Bettijoyce Lide, Svetlana Lowry, Holly A Massett, Trisha O’Connell, Jennifer Preece, Whitney Quesenbery, and Ben Shneiderman. 2011. Usability and accessibility in consumer health informatics: current trends and future challenges. American journal of preventive medicine 40, 5 (2011), S187–S197.
[30]
Google. 2021. Google Play Store. https://play.google.com/store/apps. Accessed: 2021-09-1.
[31]
Tom Gross and Anna-Lena Mueller. 2021. NotificationManager: Personal Boundary Management on Mobile Devices. In Human-Computer Interaction – INTERACT 2021, Carmelo Ardito, Rosa Lanzilotti, Alessio Malizia, Helen Petrie, Antonio Piccinno, Giuseppe Desolda, and Kori Inkpen (Eds.). Springer International Publishing, Cham, 243–261.
[32]
Hayley Guillou, Kevin Chow, Thomas Fritz, and Joanna McGrenere. 2020. Is Your Time Well Spent? Reflecting on Knowledge Work More Holistically. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York, NY, USA, 1–9. https://doi.org/10.1145/3313831.3376586
[33]
Rebecca Gulotta, Jodi Forlizzi, Rayoung Yang, and Mark Wah Newman. 2016. Fostering Engagement with Personal Informatics Systems. In Proceedings of the 2016 ACM Conference on Designing Interactive Systems (Brisbane, QLD, Australia) (DIS ’16). Association for Computing Machinery, New York, NY, USA, 286–300. https://doi.org/10.1145/2901790.2901803
[34]
Brian Heater and Sarah Perez. 2021. Apple refines iOS 15 notifications with Focus, Summary features. https://techcrunch.com/2021/06/07/apple-refines-ios-15-notifications-with-focus-summary-features/. Accessed: 2021-09-01.
[35]
Jerry Hildenbrad. 2017. Android Oreo will make you love notifications again. https://www.androidcentral.com/android-o-and-notifications-everything-you-need-know. Accessed: 2017-11-10.
[36]
Helen M. Hodgetts and Dylan M. Jones. 2007. Reminders, Alerts and Pop-ups: The Cost of Computer-Initiated Interruptions. In Human-Computer Interaction. Interaction Design and Usability, Julie A. Jacko (Ed.). Springer Berlin Heidelberg, Berlin, Heidelberg, 818–826.
[37]
Eric Horvitz, Johnson Apacible, and Muru Subramani. 2005. Balancing awareness and interruption: Investigation of notification deferral policies. User Modeling 2005 1, 1 (2005), 149–149.
[38]
Roberto Hoyle, Srijita Das, Apu Kapadia, Adam J. Lee, and Kami Vaniea. 2017. Was My Message Read? Privacy and Signaling on Facebook Messenger. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (Denver, Colorado, USA) (CHI ’17). Association for Computing Machinery, New York, NY, USA, 3838–3842. https://doi.org/10.1145/3025453.3025925
[39]
Elle Hunt. 2020. One ping after another: why everyone needs a notification detox. https://www.theatlantic.com/technology/archive/2015/07/push-notifications-versus-phone-calls/398081/. Accessed: 2021-09-01.
[40]
Shamsi T. Iqbal and Eric Horvitz. 2010. Notifications and Awareness: A Field Study of Alert Usage and Preferences. In Proceedings of the 2010 ACM Conference on Computer Supported Cooperative Work (Savannah, Georgia, USA) (CSCW ’10). Association for Computing Machinery, New York, NY, USA, 27–30. https://doi.org/10.1145/1718918.1718926
[41]
Izabelle Janzen, Francesco Vitale, and Joanna McGrenere. 2018. Control and Personalization:Younger versus Older Users’ Experience of Notifications. In Proceedings of Graphics Interface 2018 (Toronto, Ontario) (GI 2018). Canadian Human-Computer Communications Society / Société canadienne du dialogue humain-machine, Toronto, ON, Canada, 129 – 136. https://doi.org/10.20380/GI2018.17
[42]
Mohammad Hossein Jarrahi, Nicci Gafinowitz, and Grace Shin. 2018. Activity trackers, prior motivation, and perceived informational and motivational affordances. Personal and Ubiquitous Computing 22, 2 (2018), 433–448.
[43]
Simon L. Jones and Ryan Kelly. 2018. Dealing With Information Overload in Multifaceted Personal Informatics Systems. Human–Computer Interaction 33, 1 (2018), 1–48. https://doi.org/10.1080/07370024.2017.1302334
[44]
Ravi Karkar, Jessica Schroeder, Daniel A. Epstein, Laura R. Pina, Jeffrey Scofield, James Fogarty, Julie A. Kientz, Sean A. Munson, Roger Vilardaga, and Jasmine Zia. 2017. TummyTrials: A Feasibility Study of Using Self-Experimentation to Detect Individualized Food Triggers. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (Denver, Colorado, USA) (CHI ’17). Association for Computing Machinery, New York, NY, USA, 6850–6863. https://doi.org/10.1145/3025453.3025480
[45]
Matthew Kay, Eun Kyoung Choe, Jesse Shepherd, Benjamin Greenstein, Nathaniel Watson, Sunny Consolvo, and Julie A. Kientz. 2012. Lullaby: A Capture & Access System for Understanding the Sleep Environment. In Proceedings of the 2012 ACM Conference on Ubiquitous Computing (Pittsburgh, Pennsylvania) (UbiComp ’12). Association for Computing Machinery, New York, NY, USA, 226–234. https://doi.org/10.1145/2370216.2370253
[46]
Vera Khovanskaya, Eric P.S. Baumer, Dan Cosley, Stephen Voida, and Geri Gay. 2013. ”Everybody Knows What You’re Doing”: A Critical Design Approach to Personal Informatics. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Paris, France) (CHI ’13). Association for Computing Machinery, New York, NY, USA, 3403–3412. https://doi.org/10.1145/2470654.2466467
[47]
Kostadin Kushlev and Elizabeth W Dunn. 2015. Checking email less frequently reduces stress. Computers in Human Behavior 43 (2015), 220–228.
[48]
Pat Langley. 1997. Machine learning for adaptive user interfaces. In KI-97: Advances in artificial intelligence. Springer, Springer, Berlin, Heidelberg, 53–62.
[49]
Jisoo Lee, Erin Walker, Winslow Burleson, Matthew Kay, Matthew Buman, and Eric B. Hekler. 2017. Self-Experimentation for Behavior Change: Design and Formative Evaluation of Two Approaches. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (Denver, Colorado, USA) (CHI ’17). Association for Computing Machinery, New York, NY, USA, 6837–6849. https://doi.org/10.1145/3025453.3026038
[50]
Kwangyoung Lee and Hwajung Hong. 2018. MindNavigator: Exploring the Stress and Self-Interventions for Mental Wellness. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York, NY, USA, 1–14. https://doi.org/10.1145/3173574.3174146
[51]
Ian Li, Anind K. Dey, and Jodi Forlizzi. 2011. Understanding My Data, Myself: Supporting Self-Reflection with Ubicomp Technologies. In Proceedings of the 13th International Conference on Ubiquitous Computing (Beijing, China) (UbiComp ’11). Association for Computing Machinery, New York, NY, USA, 405–414. https://doi.org/10.1145/2030112.2030166
[52]
Deborah Lupton. 2014. Self-Tracking Cultures: Towards a Sociology of Personal Informatics. In Proceedings of the 26th Australian Computer-Human Interaction Conference on Designing Futures: The Future of Design (Sydney, New South Wales, Australia) (OzCHI ’14). Association for Computing Machinery, New York, NY, USA, 77–86. https://doi.org/10.1145/2686612.2686623
[53]
Abhinav Mehrotra, Robert Hendley, and Mirco Musolesi. 2016. PrefMiner: Mining User’s Preferences for Intelligent Mobile Notification Management. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Heidelberg, Germany) (UbiComp ’16). Association for Computing Machinery, New York, NY, USA, 1223–1234. https://doi.org/10.1145/2971648.2971747
[54]
Abhinav Mehrotra, Veljko Pejovic, Jo Vermeulen, Robert Hendley, and Mirco Musolesi. 2016. My Phone and Me: Understanding People’s Receptivity to Mobile Notifications. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. Association for Computing Machinery, New York, NY, USA, 1021–1032. https://doi.org/10.1145/2858036.2858566
[55]
Robinson Meyer. 2015. Push Notifications Are as Distracting as Phone Calls. https://www.theguardian.com/lifeandstyle/2020/jan/27/one-ping-after-another-how-constant-notifications-are-driving-us-to-distraction. Accessed: 2021-09-01.
[56]
Jack Mezirow. 1998. On critical reflection. Adult education quarterly 48, 3 (1998), 185–198.
[57]
Sean A Munson. 2017. Rethinking assumptions in the design of health and wellness tracking tools. Interactions 25, 1 (2017), 62–65.
[58]
Tamara Munzner. 2009. A nested model for visualization design and validation. IEEE transactions on visualization and computer graphics 15, 6(2009), 921–928.
[59]
Elizabeth L. Murnane, Tara G. Walker, Beck Tench, Stephen Voida, and Jaime Snyder. 2018. Personal Informatics in Interpersonal Contexts: Towards the Design of Technology That Supports the Social Ecologies of Long-Term Mental Health Management. Proc. ACM Hum.-Comput. Interact. 2, CSCW, Article 127 (nov 2018), 27 pages. https://doi.org/10.1145/3274396
[60]
Midas Nouwens, Carla F. Griggio, and Wendy E. Mackay. 2017. ”WhatsApp is for Family; Messenger is for Friends”: Communication Places in App Ecosystems. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (Denver, Colorado, USA) (CHI ’17). Association for Computing Machinery, New York, NY, USA, 727–735. https://doi.org/10.1145/3025453.3025484
[61]
Anna Offenwanger, Alan John Milligan, Minsuk Chang, Julia Bullard, and Dongwook Yoon. 2021. Diagnosing Bias in the Gender Representation of HCI Research Participants: How It Happens and Where We Are. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (Yokohama, Japan) (CHI ’21). Association for Computing Machinery, New York, NY, USA, Article 399, 18 pages. https://doi.org/10.1145/3411764.3445383
[62]
Fredrik Ohlin and Carl Magnus Olsson. 2015. Intelligent Computing in Personal Informatics: Key Design Considerations. In Proceedings of the 20th International Conference on Intelligent User Interfaces (Atlanta, Georgia, USA) (IUI ’15). Association for Computing Machinery, New York, NY, USA, 263–274. https://doi.org/10.1145/2678025.2701378
[63]
Fredrik Ohlin, Carl Magnus Olsson, and Paul Davidsson. 2015. Analyzing the Design Space of Personal Informatics: A State-of-practice Based Classification of Existing Tools. In Universal Access in Human-Computer Interaction. Access to Today’s Technologies, Margherita Antona and Constantine Stephanidis (Eds.). Springer International Publishing, Cham, 85–97.
[64]
Tadashi Okoshi, Jin Nakazawa, and Hideyuki Tokuda. 2016. Interruptibility Research: Opportunities for Future Flourishment. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct (Heidelberg, Germany) (UbiComp ’16). Association for Computing Machinery, New York, NY, USA, 1524–1529. https://doi.org/10.1145/2968219.2968543
[65]
Veljko Pejovic and Mirco Musolesi. 2014. InterruptMe: Designing Intelligent Prompting Mechanisms for Pervasive Applications. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Seattle, Washington) (UbiComp ’14). Association for Computing Machinery, New York, NY, USA, 897–908. https://doi.org/10.1145/2632048.2632062
[66]
Martin Pielot, Karen Church, and Rodrigo de Oliveira. 2014. An In-Situ Study of Mobile Phone Notifications. In Proceedings of the 16th International Conference on Human-Computer Interaction with Mobile Devices & Services (Toronto, ON, Canada) (MobileHCI ’14). Association for Computing Machinery, New York, NY, USA, 233–242. https://doi.org/10.1145/2628363.2628364
[67]
Martin Pielot, Rodrigo de Oliveira, Haewoon Kwak, and Nuria Oliver. 2014. Didn’t You See My Message? Predicting Attentiveness to Mobile Instant Messages. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Toronto, Ontario, Canada) (CHI ’14). Association for Computing Machinery, New York, NY, USA, 3319–3328. https://doi.org/10.1145/2556288.2556973
[68]
Afarin Pirzadeh, Li He, and Erik Stolterman. 2013. Personal Informatics and Reflection: A Critical Examination of the Nature of Reflection. In CHI ’13 Extended Abstracts on Human Factors in Computing Systems. Association for Computing Machinery, New York, NY, USA, 1979–1988. https://doi.org/10.1145/2468356.2468715
[69]
Romina Poguntke, Christina Schneegass, Lucas Van der Vekens, Rufat Rzayev, Jonas Auda, Stefan Schneegass, and Albrecht Schmidt. 2020. NotiModes: An Investigation of Notification Delay Modes and Their Effects on Smartphone Users. In Proceedings of the Conference on Mensch Und Computer (Magdeburg, Germany) (MuC ’20). Association for Computing Machinery, New York, NY, USA, 415–419. https://doi.org/10.1145/3404983.3410006
[70]
James O Prochaska and Wayne F Velicer. 1997. The transtheoretical model of health behavior change. American journal of health promotion 12, 1 (1997), 38–48.
[71]
Aare Puussaar, Adrian K. Clear, and Peter Wright. 2017. Enhancing Personal Informatics Through Social Sensemaking. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems (Denver, Colorado, USA) (CHI ’17). Association for Computing Machinery, New York, NY, USA, 6936–6942. https://doi.org/10.1145/3025453.3025804
[72]
Amon Rapp and Federica Cena. 2014. Self-monitoring and Technology: Challenges and Open Issues in Personal Informatics. In Universal Access in Human-Computer Interaction. Design for All and Accessibility Practice, Constantine Stephanidis and Margherita Antona (Eds.). Springer International Publishing, Cham, 613–622.
[73]
Amon Rapp and Federica Cena. 2016. Personal informatics for everyday life: How users without prior self-tracking experience engage with personal data. International Journal of Human-Computer Studies 94 (2016), 1–17. https://doi.org/10.1016/j.ijhcs.2016.05.006
[74]
Amon Rapp, Alessandro Marcengo, Luca Buriano, Giancarlo Ruffo, Mirko Lai, and Federica Cena. 2018. Designing a personal informatics system for users without experience in self-tracking: a case study. Behaviour & Information Technology 37, 4 (2018), 335–366. https://doi.org/10.1080/0144929X.2018.1436592
[75]
Amon Rapp and Maurizio Tirassa. 2017. Know Thyself: A Theory of the Self for Personal Informatics. Human–Computer Interaction 32, 5-6 (2017), 335–380. https://doi.org/10.1080/07370024.2017.1285704
[76]
Raj M. Ratwani, Alyssa E. Andrews, Jenny D. Sousk, and J. Gregory Trafton. 2008. The Effect of Interruption Modality on Primary Task Resumption, In Proceedings of the Human Factors and Ergonomics Society Annual Meeting. Proceedings of the Human Factors and Ergonomics Society Annual Meeting 52, 4, 393–397. https://doi.org/10.1177/154193120805200441
[77]
RescueTime. 2021. RescueTime. https://www.rescuetime.com/. Accessed: 2021-09-1.
[78]
Alireza Sahami Shirazi, Niels Henze, Tilman Dingler, Martin Pielot, Dominik Weber, and Albrecht Schmidt. 2014. Large-Scale Assessment of Mobile Notifications. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (Toronto, Ontario, Canada) (CHI ’14). Association for Computing Machinery, New York, NY, USA, 3055–3064. https://doi.org/10.1145/2556288.2557189
[79]
Phoebe Sengers, Kirsten Boehner, Shay David, and Joseph ’Jofish’ Kaye. 2005. Reflective Design. In Proceedings of the 4th Decennial Conference on Critical Computing: Between Sense and Sensibility (Aarhus, Denmark) (CC ’05). Association for Computing Machinery, New York, NY, USA, 49–58. https://doi.org/10.1145/1094562.1094569
[80]
MobileSoft s.r.o.2020. AppBlock - Stay Focused (Block Websites and Apps). https://play.google.com/store/apps/details?id=cz.mobilesoft.appblock&hl=en. Accessed: 2020-3-11.
[81]
Timothy J Trull and Ulrich W Ebner-Priemer. 2009. Using experience sampling methods/ecological momentary assessment (ESM/EMA) in clinical assessment and clinical research: introduction to the special section.Psychological assessment 21, 4 (2009), 5 pages.
[82]
Liam D. Turner, Stuart M. Allen, and Roger M. Whitaker. 2015. Interruptibility Prediction for Ubiquitous Systems: Conventions and New Directions from a Growing Field. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing (Osaka, Japan) (UbiComp ’15). Association for Computing Machinery, New York, NY, USA, 801–812. https://doi.org/10.1145/2750858.2807514
[83]
Elisabeth T. Kersten van Dijk, Joyce H.D.M. Westerink, Femke Beute, and Wijnand A. IJsselsteijn. 2017. Personal Informatics, Self-Insight, and Behavior Change: A Critical Review of Current Literature. Human–Computer Interaction 32, 5-6 (2017), 268–296. https://doi.org/10.1080/07370024.2016.1276456
[84]
Alexandra Voit, Dominik Weber, and Niels Henze. 2018. Qualitative Investigation of Multi-Device Notifications. In Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers (Singapore, Singapore) (UbiComp ’18). Association for Computing Machinery, New York, NY, USA, 1263–1270. https://doi.org/10.1145/3267305.3274117
[85]
Dominik Weber, Alexandra Voit, Jonas Auda, Stefan Schneegass, and Niels Henze. 2018. Snooze! Investigating the User-Defined Deferral of Mobile Notifications. In Proceedings of the 20th International Conference on Human-Computer Interaction with Mobile Devices and Services (Barcelona, Spain) (MobileHCI ’18). Association for Computing Machinery, New York, NY, USA, Article 2, 13 pages. https://doi.org/10.1145/3229434.3229436
[86]
Dominik Weber, Alexandra Voit, and Niels Henze. 2018. Notification Log: An Open-Source Framework for Notification Research on Mobile Devices. In Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers (Singapore, Singapore) (UbiComp ’18). Association for Computing Machinery, New York, NY, USA, 1271–1278. https://doi.org/10.1145/3267305.3274118
[87]
Dominik Weber, Alexandra Voit, and Niels Henze. 2019. Clear All: A Large-Scale Observational Study on Mobile Notification Drawers. In Proceedings of Mensch Und Computer 2019 (Hamburg, Germany) (MuC’19). Association for Computing Machinery, New York, NY, USA, 361–372. https://doi.org/10.1145/3340764.3340765
[88]
Dominik Weber, Alexandra Voit, Huy Viet Le, and Niels Henze. 2016. Notification Dashboard: Enabling Reflection on Mobile Notifications. In Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct (Florence, Italy) (MobileHCI ’16). ACM, New York, NY, USA, 936–941. https://doi.org/10.1145/2957265.2962660
[89]
Joan C Williams, Jennifer L Berdahl, and Joseph A Vandello. 2016. Beyond work-life “integration”. Annual review of psychology 67 (2016), 515–539.
[90]
Nan Yang, Gerbrand van Hout, Loe Feijs, Wei Chen, and Jun Hu. 2020. Enhancing intrinsic motivation in physical activity through quantified-self data sharing. EAI Endorsed Transactions on Pervasive Health and Technology 6, 21(2020), e4.

Cited By

View all

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Conferences
CHI '22: Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems
April 2022
10459 pages
ISBN:9781450391573
DOI:10.1145/3491102
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Sponsors

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 29 April 2022

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. interruption
  2. notifications
  3. personal informatics
  4. personalization
  5. visualization

Qualifiers

  • Research-article
  • Research
  • Refereed limited

Funding Sources

  • NSERC

Conference

CHI '22
Sponsor:
CHI '22: CHI Conference on Human Factors in Computing Systems
April 29 - May 5, 2022
LA, New Orleans, USA

Acceptance Rates

Overall Acceptance Rate 6,199 of 26,314 submissions, 24%

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • 0
    Total Citations
  • 419
    Total Downloads
  • Downloads (Last 12 months)150
  • Downloads (Last 6 weeks)17
Reflects downloads up to 04 Sep 2024

Other Metrics

Citations

Cited By

View all

View Options

Get Access

Login options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

HTML Format

View this article in HTML Format.

HTML Format

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media