[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
research-article
Public Access

WaitSuite: Productive Use of Diverse Waiting Moments

Published: 22 March 2017 Publication History

Abstract

The busyness of daily life makes it difficult to find time for informal learning. Yet, learning requires significant time and effort, with repeated exposures to educational content on a recurring basis. Despite the struggle to find time, there are numerous moments in a day that are typically wasted due to waiting, such as while waiting for the elevator to arrive, wifi to connect, or an instant message to arrive. We introduce the concept of wait-learning: automatically detecting wait time and inviting people to learn while waiting. Our approach is to design seamless interactions that augment existing wait time with productive opportunities. Combining wait time with productive work opens up a new class of software systems that overcome the problem of limited time.
In this article, we establish a design space for wait-learning and explore this design space by creating WaitSuite, a suite of five different wait-learning apps that each uses a different kind of waiting. For one of these apps, we conducted a feasibility study to evaluate learning and to understand how exercises should be timed during waiting periods. Subsequently, we evaluated multiple kinds of wait-learning in a two-week field study of WaitSuite with 25 people. We present design implications for wait-learning, and a theoretical framework that describes how wait time, ease of accessing the learning task, and competing demands impact the effectiveness of wait-learning in different waiting scenarios. These findings provide insight into how wait-learning can be designed to minimize interruption to ongoing tasks and maximize engagement with learning.

Supplementary Material

cai (cai.zip)
Supplemental movie, appendix, image and software files for, WaitSuite: Productive Use of Diverse Waiting Moments

References

[1]
Piotr D. Adamczyk and Brian P. Bailey. 2004. If not now, when? The effects of interruption at different moments within task execution. In Proceedings of CHI’04. ACM, 271--278.
[2]
Florian Alt, Alireza Sahami Shirazi, Albrecht Schmidt, and Richard Atterer. 2012. Bridging waiting times on web pages. In Proceedings of the 14th International Conference on Human-Computer Interaction with Mobile Devices and Services. ACM, 305--308.
[3]
Erik M. Altmann and J. Gregory Trafton. 2004. Task Interruption: Resumption Lag and the Role of Cues. Technical Report. DTIC Document. In Proceedings of CogSci, 2004.
[4]
John R. Anderson. 2005. Human symbol manipulation within an integrated cognitive architecture. Cognitive Science 29, 3 (2005), 313--341.
[5]
Daniel Avrahami, Susan R. Fussell, and Scott E. Hudson. 2008. IM waiting: Timing and responsiveness in semi-synchronous communication. In Proceedings of CSCW’08. ACM, 285--294.
[6]
Alan D. Baddeley. 1997. Human Memory: Theory and Practice. Psychology Press.
[7]
Brian P. Bailey and Shamsi T. Iqbal. 2008. Understanding changes in mental workload during execution of goal-directed tasks and its application for interruption management. ACM Transactions on Computer-Human Interaction 14, 4 (2008), 21.
[8]
Brian P. Bailey, Joseph A. Konstan, and John V. Carlis. 2001. The effects of interruptions on task performance, annoyance, and anxiety in the user interface. In Proceedings of INTERACT, Vol. 1. 593--601.
[9]
Saskia Bakker, Elise van den Hoven, and Berry Eggen. 2015. Peripheral interaction: Characteristics and considerations. Personal and Ubiquitous Computing 19, 1 (2015), 239--254.
[10]
Jennifer S. Beaudin, Stephen S. Intille, Emmanuel Munguia Tapia, Randy Rockinson, and Margaret E. Morris. 2007. Context-sensitive microlearning of foreign language vocabulary on a mobile device. In Ambient Intelligence. Springer, 55--72.
[11]
Frank Bentley and Konrad Tollmar. 2013. The power of mobile notifications to increase wellbeing logging behavior. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 1095--1098.
[12]
Matthias Böhmer, Christian Lander, Sven Gehring, Duncan P. Brumby, and Antonio Krüger. 2014. Interrupted by a phone call: Exploring designs for lowering the impact of call notifications for smartphone users. In Proceedings of CHI’14. ACM, 3045--3054.
[13]
Jelmer P. Borst, Niels A. Taatgen, and Hedderik van Rijn. 2010. The problem state: A cognitive bottleneck in multitasking. Journal of Experimental Psychology: Learning, Memory, and Cognition 36, 2 (2010), 363.
[14]
Jelmer P. Borst, Niels A. Taatgen, and Hedderik van Rijn. 2015. What makes interruptions disruptive? A process-model account of the effects of the problem state bottleneck on task interruption and resumption. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems. ACM, 2971--2980.
[15]
D. E. Broadbent. 1958. Perception mid communication. Oxford: Pergamon.
[16]
Carrie J. Cai, Philip J. Guo, James Glass, and Robert C. Miller. 2015. Wait-learning: Leveraging wait time for education. In Proceedings of CHI’14. ACM.
[17]
Andrew R. A. Conway, Nelson Cowan, and Michael F. Bunting. 2001. The cocktail party phenomenon revisited: The importance of working memory capacity. Psychonomic Bulletin 8 Review 8, 2 (2001), 331--335.
[18]
M. Csikszentmihalyi. 1990. Flow: The Psychology of Optimal Experience. Harper and Row, New York.
[19]
David Dearman and Khai Truong. 2012. Evaluating the implicit acquisition of second language vocabulary using a live wallpaper. In Proceedings of CHI’12. ACM, 1391--1400.
[20]
Benedict G. C. Dellaert and Barbara E. Kahn. 1999. How tolerable is delay? Consumers evaluations of internet web sites after waiting. Journal of Interactive Marketing 13, 1 (1999), 41--54.
[21]
Frank N. Dempster. 1987. Effects of variable encoding and spaced presentations on vocabulary learning. Journal of Educational Psychology 79, 2 (1987), 162.
[22]
J. Anthony Deutsch and Diana Deutsch. 1963. Attention: Some theoretical considerations. Psychological Review 70, 1 (1963), 80.
[23]
Zoltan Dornyei and István Ottó. 1998. Motivation in action: A process model of L2 motivation. Working Papers in Applied Linguistics (1998), 43--69.
[24]
Hermann Ebbinghaus. 1913. Memory: A Contribution to Experimental Psychology. Number 3. Teachers College, Columbia university.
[25]
Darren Edge and Alan F. Blackwell. 2016. Peripheral tangible interaction. In Peripheral Interaction. Springer, 65--93.
[26]
Darren Edge, Stephen Fitchett, Michael Whitney, and James Landay. 2012. MemReflex: Adaptive flashcards for mobile microlearning. In Proceedings of the 14th International Conference on Human-computer Interaction with Mobile Devices and Services. ACM, 431--440.
[27]
Darren Edge, Elly Searle, Kevin Chiu, Jing Zhao, and James A. Landay. 2011. MicroMandarin: Mobile language learning in context. In Proceedings of CHI’11. ACM, 3169--3178.
[28]
Brian J. Fogg. 2009. A behavior model for persuasive design. In Proceedings of the 4th International Conference on Persuasive Technology. ACM, 40.
[29]
Gerhard Gassler, Theo Hug, and Christian Glahn. 2004. Integrated micro learning--An outline of the basic method and first results. Interactive Computer Aided Learning 4 (2004), 1--7.
[30]
Robert Godwin-Jones. 2010. Emerging technologies from memory palaces to spacing algorithms: Approaches to second language vocabulary learning. Language, Learning 8 Technology 14, 2 (2010), 4--11.
[31]
Chris Harrison, Brian Amento, Stacey Kuznetsov, and Robert Bell. 2007. Rethinking the progress bar. In Proceedings of the 20th Annual ACM Symposium on User Interface Software and Technology. ACM, 115--118.
[32]
Michael K. Hul, Laurette Dube, and Jean-Charles Chebat. 1997. The impact of music on consumers’ reactions to waiting for services. Journal of Retailing 73, 1 (1997), 87--104.
[33]
Shamsi T. Iqbal and Brian P. Bailey. 2005. Investigating the effectiveness of mental workload as a predictor of opportune moments for interruption. In Proceedings of CHI’05 Extended Abstracts. ACM, 1489--1492.
[34]
Ellen Isaacs, Alan Walendowski, Steve Whittaker, Diane J. Schiano, and Candace Kamm. 2002. The character, functions, and styles of instant messaging in the workplace. In Proceedings of CSCW’02. ACM, 11--20.
[35]
Jing Jin and Laura A. Dabbish. 2009. Self-interruption on the computer: A typology of discretionary task interleaving. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 1799--1808.
[36]
Heather Jordan and Steven P. Tipper. 1998. Object-based inhibition of return in static displays. Psychonomic Bulletin 8 Review 5, 3 (1998), 504--509.
[37]
Daniel Kahneman. 1973. Attention and Effort.
[38]
Karen L. Katz, Blaire M. Larson, and Richard C. Larson. 1991. Prescription for the waiting-in-line blues: Entertain, enlighten, and engage. MIT Sloan Management Review 32, 2 (1991), 44.
[39]
Geza Kovacs. 2015. FeedLearn: Using facebook feeds for microlearning. In Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems. ACM, 1461--1466.
[40]
Annie Lang. 2006. Using the limited capacity model of motivated mediated message processing to design effective cancer communication messages. Journal of Communication 56, s1 (2006), S57--S80.
[41]
Hwa-Chun Lin and C. S. Raghavendra. 1996. An approximate analysis of the join the shortest queue (JSQ) policy. IEEE Transactions on Parallel and Distributed Systems 7, 3 (1996), 301--307.
[42]
Rich Ling and Naomi S. Baron. 2007. Text messaging and IM linguistic comparison of American college data. Journal of Language and Social Psychology 26, 3 (2007), 291--298.
[43]
David H. Maister. 1984. The Psychology of Waiting Lines. Harvard Business School.
[44]
Gloria Mark, Shamsi Iqbal, Mary Czerwinski, and Paul Johns. 2015. Focused, aroused, but so distractible: Temporal perspectives on multitasking and communications. In Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work 8 Social Computing. ACM, 903--916.
[45]
Yoshiro Miyata and Donald A. Norman. 1986. Psychological issues in support of multiple activities. User Centered System Design: New Perspectives on Human-computer Interaction (1986), 265--284.
[46]
Stephen Monsell. 2003. Task switching. Trends in Cognitive Sciences 7, 3 (2003), 134--140.
[47]
Fiona Fui-Hoon Nah. 2004. A study on tolerable waiting time: How long are Web users willing to wait? Behaviour 8 Information Technology 23, 3 (2004), 153--163.
[48]
Bonnie A. Nardi, Steve Whittaker, and Erin Bradner. 2000. Interaction and outeraction: Instant messaging in action. In CSCW’00. ACM, 79--88.
[49]
Steven L. Neuberg, Douglas T. Kenrick, and Mark Schaller. 2011. Human threat management systems: Self-protection and disease avoidance. Neuroscience 8 Biobehavioral Reviews 35, 4 (2011), 1042--1051.
[50]
Sumaru Niida, Satoshi Uemura, Hajime Nakamura, and Etsuko Harada. 2011. Field study of a waiting-time filler delivery system. In Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services. ACM, 177--180.
[51]
Ji-Hye Park and Hee Jun Choi. 2009. Factors influencing adult learners’ decision to drop out or persist in online learning. Journal of Educational Technology 8 Society 12, 4 (2009), 207--217.
[52]
Philip I. Pavlik and John R. Anderson. 2008. Using a model to compute the optimal schedule of practice. Journal of Experimental Psychology: Applied 14, 2 (2008), 101.
[53]
Paul Pimsleur. 1967. A memory schedule. Modern Language Journal (1967), 73--75.
[54]
Henning Pohl and Roderick Murray-Smith. 2013. Focused and casual interactions: Allowing users to vary their level of engagement. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 2223--2232.
[55]
Anji Ren. 2015. Pull-to-refresh and learn: Leveraging mobile email load time for education. In Proceedings of CHI’15 Extended Abstracts. ACM.
[56]
Dario D. Salvucci and Niels A. Taatgen. 2008. Threaded cognition: An integrated theory of concurrent multitasking. Psychological Review 115, 1 (2008), 101.
[57]
Albrecht Schmidt. 2000. Implicit human computer interaction through context. Personal Technologies 4, 2--3 (2000), 191--199.
[58]
John Sweller, Jeroen J. G. Van Merrienboer, and Fred G. W. C. Paas. 1998. Cognitive architecture and instructional design. Educational Psychology Review 10, 3 (1998), 251--296.
[59]
Anne M. Treisman. 1960. Contextual cues in selective listening. Quarterly Journal of Experimental Psychology 12, 4 (1960), 242--248.
[60]
Andrew Trusty and Khai N. Truong. 2011. Augmenting the web for second language vocabulary learning. In Proceedings of CHI’11. ACM, 3179--3188.
[61]
Zheng Wang and John M. Tchernev. 2012. The myth of media multitasking: Reciprocal dynamics of media multitasking, personal needs, and gratifications. Journal of Communication 62, 3 (2012), 493--513.
[62]
Stuart Webb. 2007. The effects of repetition on vocabulary knowledge. Applied Linguistics 28, 1 (2007), 46--65.
[63]
Christopher Wickens. 1984. D.(1984). Processing resources in attention. Varieties of Attention (1984), 63--102.
[64]
Christopher D. Wickens, Robert S. Gutzwiller, and Amy Santamaria. 2015. Discrete task switching in overload: A meta-analyses and a model. International Journal of Human-Computer Studies 79 (2015), 79--84.
[65]
Thomas Blake Wilson. 2006. Gradual Awareness Notification for the Desktop Environment. Ph.D. Dissertation. Massachusetts Institute of Technology.
[66]
Glenn Wylie and Alan Allport. 2000. Task switching and the measurement of switch costs. Psychological Research 63, 3--4 (2000), 212--233.

Cited By

View all
  • (2024)Spirits in the Material World: Older Adults' Personal Curation of Memory ArtifactsProceedings of the ACM on Human-Computer Interaction10.1145/36869958:CSCW2(1-35)Online publication date: 8-Nov-2024
  • (2024)Approaches for tailoring between-session mental health therapy activitiesProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642856(1-19)Online publication date: 11-May-2024
  • (2024)Fragmented Moments, Balanced Choices: How Do People Make Use of Their Waiting Time?Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642608(1-14)Online publication date: 11-May-2024
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image ACM Transactions on Computer-Human Interaction
ACM Transactions on Computer-Human Interaction  Volume 24, Issue 1
February 2017
225 pages
ISSN:1073-0516
EISSN:1557-7325
DOI:10.1145/3040973
Issue’s Table of Contents
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].

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 22 March 2017
Accepted: 01 December 2016
Revised: 01 December 2016
Received: 01 November 2015
Published in TOCHI Volume 24, Issue 1

Permissions

Request permissions for this article.

Check for updates

Author Tags

  1. Micro-learning
  2. attention management
  3. microtasks
  4. productivity
  5. wait-learning

Qualifiers

  • Research-article
  • Research
  • Refereed

Funding Sources

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)165
  • Downloads (Last 6 weeks)15
Reflects downloads up to 03 Jan 2025

Other Metrics

Citations

Cited By

View all
  • (2024)Spirits in the Material World: Older Adults' Personal Curation of Memory ArtifactsProceedings of the ACM on Human-Computer Interaction10.1145/36869958:CSCW2(1-35)Online publication date: 8-Nov-2024
  • (2024)Approaches for tailoring between-session mental health therapy activitiesProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642856(1-19)Online publication date: 11-May-2024
  • (2024)Fragmented Moments, Balanced Choices: How Do People Make Use of Their Waiting Time?Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642608(1-14)Online publication date: 11-May-2024
  • (2023)WiLearn: Design and Implementation of a Microlearning System that Utilizes a Captive Portal of Wi-Fi2023 Fourteenth International Conference on Mobile Computing and Ubiquitous Network (ICMU)10.23919/ICMU58504.2023.10412210(1-4)Online publication date: 29-Nov-2023
  • (2023)Mobilizing Manufactured Reality: How Participatory Disinformation Shaped Deep Stories to Catalyze Action during the 2020 U.S. Presidential ElectionProceedings of the ACM on Human-Computer Interaction10.1145/35796167:CSCW1(1-39)Online publication date: 16-Apr-2023
  • (2023)How Recent Migrants Develop Trust Through Community Commerce: The Emergence of Sociotechnical AdaptationProceedings of the ACM on Human-Computer Interaction10.1145/35796117:CSCW1(1-24)Online publication date: 16-Apr-2023
  • (2023)Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public InterestProceedings of the ACM on Human-Computer Interaction10.1145/35796107:CSCW1(1-33)Online publication date: 16-Apr-2023
  • (2023)Alone and Together: Resilience in a Fluid Socio-Technical-Natural SystemProceedings of the ACM on Human-Computer Interaction10.1145/35794577:CSCW1(1-26)Online publication date: 16-Apr-2023
  • (2023)Aligning Crowdworker Perspectives and Feedback Outcomes in Crowd-Feedback System DesignProceedings of the ACM on Human-Computer Interaction10.1145/35794567:CSCW1(1-28)Online publication date: 16-Apr-2023
  • (2023)A Matter of Time: Anticipation Work and Digital Temporalities in Refugee Humanitarian Assistance in TurkeyProceedings of the ACM on Human-Computer Interaction10.1145/35794557:CSCW1(1-36)Online publication date: 16-Apr-2023
  • Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Full Access

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media