ABSTRACT
Newly emerging urban IoT infrastructures are enabling novel ways of sensing how urban spaces are being used. However, the data produced by these systems are largely context-agnostic, making it difficult to discern what patterns and anomalies in the data mean. We propose a hybrid data approach that combines the quantitative data collected from an urban IoT sensing infrastructure with qualitative data contributed by people answering specific kinds of questions in situ. We developed a public installation, Roam-io, to entice and encourage the public to walk-up and answer questions to suggest what the data might represent and enrich it with subjective observations. The findings from an in the wild study on the island of Madeira showed that many passers-by stopped and interacted with Roam-io and attempted to make sense of the data and contribute in situ observations.
- Mara Balestrini, Tomas Diez, Paul Marshall, Alex Gluhak, and Yvonne Rogers. 2015. IoT Community Technologies: Leaving Users to Their Own Devices or Orchestration of Engagement? Endorsed Transactions on Internet of Things 15, 1.Google Scholar
- Harry Brignull and Yvonne Rogers. 2003. Enticing people to interact with large public displays in public spaces. In Proceedings of INTERACT, 17--24.Google Scholar
- Stuart K. Card, Jock D. Mackinlay, and Ben Shnei-derman (eds.). 1999. Readings in Information Visuali-zation: Using Vision to Think. Morgan Kaufmann Publishers Inc., San Francisco, CA, USA. Google ScholarDigital Library
- Amir Chaudhry, Jon Crowcroft, Heidi Howard, Amir Chaudhry, Jon Crowcroft, Anil Madhavapeddy, and Richard Mortier. 2015. Personal Data: Thinking Inside the Box. Google ScholarDigital Library
- Sandy Claes, Karin Slegers, and Andrew Vande Moere. 2016. The Bicycle Barometer: Design and Evaluation of Cyclist-Specific Interaction for a Public Display. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (CHI '16), 5824--5835. Google ScholarDigital Library
- Tomas Diez and Alex Posada. 2013. The Fab and the Smart City: The Use of Machines and Technology for the City Production by Its Citizens. In Proceedings of the 7th International Conference on Tangible, Embed-ded and Embodied Interaction (TEI '13), 447--454. Google ScholarDigital Library
- José van Dijck. 2009. Users like you? Theorizing agency in user-generated content. Media, Culture & Society 31, 1: 41--58.Google ScholarCross Ref
- Daniel C. Edelson, Douglas N. Gordin, and Roy D. Pea. 1999. Addressing the Challenges of Inquiry-Based Learning Through Technology and Curriculum Design. Journal of the Learning Sciences 8, 3--4: 391--450. 5Google ScholarCross Ref
- Jon Froehlich, Tawanna Dillahunt, Predrag Klasnja, Jennifer Mankoff, Sunny Consolvo, Beverly Harrison, and James A. Landay. "UbiGreen: investigating a mo-bile tool for tracking and supporting green transporta-tion habits." In Proceedings of the sigchi conference on human factors in computing systems, pp. 1043--1052. ACM, 2009. Google ScholarDigital Library
- Jon Froehlich, Leah Findlater, and James Landay. 2010. The Design of Eco-feedback Technology. In Pro-ceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '10), 1999--2008. Google ScholarDigital Library
- Sarah Gallacher, Connie Golsteijn, Yvonne Rogers, Licia Capra, and Sophie Eustace. 2016. SmallTalk: Using Tangible Interactions to Gather Feedback from Children. In Proceedings of the TEI '16: Tenth Interna-tional Conference on Tangible, Embedded, and Em-bodied Interaction (TEI '16), 253--261.Google ScholarDigital Library
- Sarah Gallacher, Jenny O'Connor, Jon Bird, Yvonne Rogers, Licia Capra, Daniel Harrison, and Paul Mar-shall. "Mood squeezer: lightening up the workplace through playful and lightweight interactions." In Pro-ceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing, pp. 891--902. ACM, 201 Google ScholarDigital Library
- Amir Goldberg. "In defense of forensic social science." Big Data & Society 2, no. 2 (2015): 2053951715601145.Google Scholar
- Connie Golsteijn, Sarah Gallacher, Licia Capra, and Yvonne Rogers. 2015. Sens-Us: Imagining a Citizen-led, Dynamic, and Localized Census. In Proceedings of the 2015 British HCI Conference (British HCI '15), 319--320. Google ScholarDigital Library
- Connie Golsteijn, Sarah Gallacher, Lisa Koeman, Lor-na Wall, Sami Andberg, Yvonne Rogers, and Licia Capra. 2015. VoxBox: a Tangible Machine that Gath-ers Opinions from the Public at Events. In To appear in the Proceedings of the 9th International Conference on Tangible and Embedded Interaction 2015. Google ScholarDigital Library
- Jorge Goncalves, Simo Hosio, Vassilis Kostakos, Ma-ja Vukovic, and Shin 'ichi Konomi. 2015. Workshop on Mobile and Situated Crowdsourcing. In Adjunct Proceedings of the 2015 ACM International Joint Con-ference on Pervasive and Ubiquitous Computing and Proceedings of the 2015 ACM International Symposi-um on Wearable Computers (UbiComp/ISWC'15 Ad-junct), 1339--1342. Google ScholarDigital Library
- Jorge Goncalves, Hannu Kukka, Iván Sánchez, and Vassilis Kostakos. 2016. Crowdsourcing Queue Esti-mations in Situ. In Proceedings of the 19th ACM Conference on Computer-Supported Cooperative Work & Social Computing (CSCW '16), 1040--1051. Google ScholarDigital Library
- Mordechai (Muki) Haklay and Patrick Weber. 2008. OpenStreetMap: User-Generated Street Maps. IEEE Pervasive Computing 7, 12--18. Google ScholarDigital Library
- Jeffrey Heer, Stuart K. Card, and James A. Landay. 2005. Prefuse: A Toolkit for Interactive Information Visualization. In Proceedings of the SIGCHI Confer-ence on Human Factors in Computing Systems (CHI '05), 421--430. Google ScholarDigital Library
- Kurtis Heimerl, Brian Gawalt, Kuang Chen, Tapan Parikh, and Björn Hartmann. 2012. CommunitySourc-ing: Engaging Local Crowds to Perform Expert Work via Physical Kiosks. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '12), 1539--1548.Google ScholarDigital Library
- Jeremy M. Heiner, Scott E. Hudson, and Kenichiro Tanaka. 1999. The Information Percolator: Ambient In-formation Display in a Decorative Object. In Proceed-ings of the 12th Annual ACM Symposium on User In-terface Software and Technology (UIST '99), 141--148. Google ScholarDigital Library
- Florian Heller and Jan Borchers. 2011. PowerSocket: Towards On-outlet Power Consumption Visualization. In CHI '11 Extended Abstracts on Human Factors in Computing Systems (CHI EA '11), 1981--1986. Google ScholarDigital Library
- Simo Hosio, Jorge Goncalves, Vili Lehdonvirta, Den-zil Ferreira, and Vassilis Kostakos. 2014. Situated Crowdsourcing Using a Market Model. In Proceedings of the 27th Annual ACM Symposium on User Inter-face Software and Technology (UIST '14), 55--64. Google ScholarDigital Library
- Steven Houben, Connie Golsteijn, Sarah Gallacher, Rose Johnson, Saskia Bakker, Nicolai Marquardt, Li-cia Capra, and Yvonne Rogers. "Physikit: Data en-gagement through physical ambient visualizations in the home." In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, pp. 1608--1619. ACM, 2016. Google ScholarDigital Library
- Steven Houben and Christian Weichel. 2013. Over-coming Interaction Blindness through Curiosity Ob-jects. In CHI Extended Abstracts, 1539--1544.Google Scholar
- Yvonne Jansen, Pierre Dragicevic, Petra Isenberg, Ja-son Alexander, Abhijit Karnik, Johan Kildal, Sriram Subramanian, and Kasper Hornbæk. "Opportunities and challenges for data physicalization." In Proceedings of the 33rd Annual ACM Conference on Human Fac-tors in Computing Systems, pp. 3227--3236. ACM, 2015. Google ScholarDigital Library
- Hans-Christian Jetter, Sarah Gallacher, Vaiva Kalni-kaite, and Yvonne Rogers. "Suspicious boxes and friendly aliens: exploring the physical design of urban sensing technology." In Proceedings of the First Inter-national Conference on IoT in Urban Space, pp. 68--73. ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering), 2014. Google ScholarDigital Library
- Wendy Ju and David Sirkin. 2010. Animate Objects: How Physical Motion Encourages Public Interaction. In Persuasive Technology, Thomas Ploug, Per Hasle and Harri Oinas-Kukkonen (eds.). Springer Berlin Hei-delberg, 40--51.Google Scholar
- Aniket Kittur, Ed H. Chi, and Bongwon Suh. 2008. Crowdsourcing User Studies with Mechanical Turk. In Proceedings of the SIGCHI Conference on Human Fac-tors in Computing Systems (CHI '08), 453--456. Google ScholarDigital Library
- Lisa Koeman, Vaiva Kalnikaité, and Yvonne Rogers. 2015. "Everyone Is Talking About It!": A Distributed Approach to Urban Voting Technology and Visualisa-tions. In Proceedings of the 33rd Annual ACM Con-ference on Human Factors in Computing Systems (CHI '15), 3127--3136. Google ScholarDigital Library
- Lisa Koeman, Vaiva Kalnikait\.e, Yvonne Rogers, and Jon Bird. 2014. What Chalk and Tape Can Tell Us: Lessons Learnt for Next Generation Urban Displays. In Proceedings of The International Symposium on Per-vasive Displays (PerDis '14), 130:130--130:135. Google ScholarDigital Library
- George Loewenstein. 1994. The psychology of curiosi-ty: a review and reinterp. Psychological Bulletin 116, 1: 75--98.Google ScholarCross Ref
- Giorgia Lupi, 2017, Data Humanism, the Revolution will be Visualized. Published online at https://medium.com/@giorgialupi/data-humanism-the-revolution-will-be-visualized-31486a30dbfb#.bh07dh315. Retrieved Feb. 2017.Google Scholar
- Mateusz Mikusz, Steven Houben, Nigel Davies, Klaus Moessner, and Marc Langheinrich. "Raising awareness of IoT sensor deployments." (2018): 9--8.Google Scholar
- Donald McMillan, Arvid Engström, Airi Lampinen, and Barry Brown. 2016. Data and the City. In Proceed-ings of the 2016 CHI Conference on Human Factors in Computing Systems (CHI '16), 2933--2944. Google ScholarDigital Library
- Todd Miller and John Stasko. 2001. The InfoCanvas: Information Conveyance Through Personalized, Ex-pressive Art. In CHI '01 Extended Abstracts on Human Factors in Computing Systems (CHI EA '01), 305--306. Google ScholarDigital Library
- Thomas Mirlacher, Roland Buchner, Florian Förster, Astrid Weiss, and Manfred Tscheligi. 2009. Ambient Rabbits Likeability of Embodied Ambient Displays. In Ambient Intelligence, Manfred Tscheligi, Boris de Ruyter, Panos Markopoulus, et al. (eds.). Springer Berlin Heidelberg, 164--173. A.V. Moere. 2008. Beyond the Tyranny of the Pixel: Exploring the Physicality of Information Visualization. In 2008 12th International Conference Information Visualisation, 469--474. Google ScholarDigital Library
- Andrew Vande Moere, Martin Tomitsch, Monika Hoinkis, Elmar Trefz, Silje Johansen, and Allison Jones. 2011. Comparative Feedback in the Street: Ex-posing Residential Energy Consumption on House Fa-cades. In Human-Computer Interaction -- INTERACT 2011, Pedro Campos, Nicholas Graham, Joaquim Jorge, Nuno Nunes, Philippe Palanque and Marco Winckler (eds.). Springer Berlin Heidelberg, 470--488. Google ScholarDigital Library
- Richard Mortier, Hamed Haddadi, Tristan Henderson, Derek McAuley, and Jon Crowcroft. 2014. Human-Data Interaction: The Human Face of the Data-Driven Society. Social Science Research Network, Rochester, NY. Retrieved August 5, 2016 fromGoogle Scholar
- Jörg Müller, Florian Alt, Daniel Michelis, and Al-brecht Schmidt. 2010. Requirements and Design Space for Interactive Public Displays. In Proceedings of the 18th ACM International Conference on Multimedia (MM '10), 1285--1294.Google ScholarDigital Library
- Zachary Pousman and John Stasko. 2006. A Taxono-my of Ambient Information Systems: Four Patterns of Design. In Proceedings of the Working Conference on Advanced Visual Interfaces (AVI '06), 67--74. Google ScholarDigital Library
- Z. Pousman, J. Stasko, and M. Mateas. 2007. Casual Information Visualization: Depictions of Data in Eve-ryday Life. IEEE Transactions on Visualization and Computer Graphics 13, 6: 1145--1152. Google ScholarDigital Library
- Filipe Quintal, Clinton Jorge, Valentina Nisi, and Nu-no Nunes. 2016. What-I-See: A Tangible Visualization of Energy. In Proceedings of the International Working Conference on Advanced Visual Interfaces, 120--127. Retrieved August 4, 2016 from Google ScholarDigital Library
- J. Rodgers and L. Bartram. 2011. Exploring Ambient and Artistic Visualization for Residential Energy Use Feedback. IEEE Transactions on Visualization and Computer Graphics 17, 12: 2489--2497. Google ScholarDigital Library
- Kim Sauvé, Steven Houben, Nicolai Marquardt, Saskia Bakker, Bart Hengeveld, Sarah Gallacher, and Yvonne Rogers. "LOOP: A physical artifact to facilitate seam-less interaction with personal data in everyday life." In Proceedings of the 2017 ACM Conference Companion Publication on Designing Interactive Systems, pp. 285--288. ACM, 2017. Google ScholarDigital Library
- Ronald Schroeter, Marcus Foth, and Christine Satch-ell. 2012. People, Content, Location: Sweet Spotting Urban Screens for Situated Engagement. In Proceed-ings of the Designing Interactive Systems Conference (DIS '12), 146--155.Google ScholarDigital Library
- Vassilios Stathopoulos, Veronica Zamora-Gutierrez, Kate E. Jones, and Mark Girolami. "Bat echolocation call identification for biodiversity monitoring: a proba-bilistic approach." Journal of the Royal Statistical So-ciety: Series C (Applied Statistics) (2017).Google Scholar
- Alex S. Taylor, Siân Lindley, Tim Regan, David Sweeney, Vasillis Vlachokyriakos, Lillie Grainger, and Jessica Lingel. "Data-in-place: Thinking through the re-lations between data and community." In Proceedings of the 33rd Annual ACM Conference on Human Fac-tors in Computing Systems, pp. 2863--2872. ACM, 2015. Google ScholarDigital Library
- Woody Turner, Sacha Spector, Ned Gardiner, Matthew Fladeland, Eleanor Sterling, and Marc Steininger. "Remote sensing for biodiversity science and conserva-tion." Trends in ecology & evolution 18, no. 6 (2003): 306--314.Google Scholar
- Nina Valkanova, Robert Walter, Andrew Vande Moere, and Jörg Müller. 2014. MyPosition: Sparking Civic Discourse by a Public Interactive Poll Visualization. In Proceedings of the 17th ACM Conference on Comput-er Supported Cooperative Work & Social Computing (CSCW '14), 1323--1332. Google ScholarDigital Library
- Jon Whittle, William Simm, Maria-Angela Ferrario, Katerina Frankova, Laurence Garton, Andrée Wood-cock, Jane Binner, and Aom Ariyatum. "VoiceYour-View: collecting real-time feedback on the design of public spaces." In Proceedings of the 12th ACM inter-national conference on Ubiquitous computing, pp. 41--50. ACM, 2010. A.Zanella, N. Bui, A. Castellani, L. Vangelista, and M. Zorzi. 2014. Internet of Things for Smart Cities. IEEE Internet of Things Journal 1, 1: 22--32. Google ScholarDigital Library
- Urban Observatory. Retrieved August 4, 2016 from http://www.urbanobservatory.org/Google Scholar
- Tracking platform -- Beanstalk. Retrieved August 8, 2016 from http://beanstalk.m-iti.org/category/tracking-platform/Google Scholar
Index Terms
- Roam-IO: Engaging with People Tracking Data through an Interactive Physical Data Installation
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