Social Dynamics of Expectations and Expertise: AI in Digital Humanitarian Innovation

Guillaume Dandurand, François Claveau, Jean-François Dubé, Florence Millerand

Abstract


Public discourse typically blurs the boundary between what artificial intelligence (AI) actually achieves and what it could accomplish in the future. The sociology of expectations teaches us that such elisions play a performative role: they encourage heterogeneous actors to partake, at various levels, in innovation activities. This article explores how optimistic expectations for AI concretely motivate and mobilize actors, how much heterogeneity hides behind the seeming congruence of optimistic visions, and how the expected technological future is in fact difficult to enact as planned. Our main theoretical contribution is to examine the role of heterogeneous expertises in shaping the social dynamics of expectations, thereby connecting the sociology of expectations with the study of expertise and experience. In our case study of a humanitarian organization, we deploy this theoretical contribution to illustrate how heterogeneous specialists negotiate the realization of contending visions of “digital humanitarianism.”


Keywords


expectations; expertise; artificial intelligence; digital humanitarianism; performativity

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References


Borowiec, Steven. 2016. “AlphaGo Seals 4-1 Victory over Go Grandmaster Lee Sedol.” The Guardian, March 15. https://www.theguardian.com/technology/2016/mar/15/googles-alphago-seals-4-1-victory-over-grandmaster-lee-sedol.

Borup, Mads, Nik Brown, Kornelia Konrad, and Harro van Lente. 2006. “The Sociology of Expectations in Science and Technology.” Technology Analysis & Strategic Management 18(3-4):285-98. doi:10.1080/09537320600777002.

Brown, Nik, and Mike Michael. 2003. “A Sociology of Expectations: Retrospecting Prospects and Prospecting Retrospects.” Technology Analysis & Strategic Management 15(1):3-18. doi:10.1080/0953732032000046024.

Burns, Ryan. 2014. “Moments of Closure in the Knowledge Politics of Digital Humanitarianism.” Geoforum 53(complete):51-62. doi:10.1016/j.geoforum.2014.02.002.

———. 2015. “Rethinking Big Data in Digital Humanitarianism: Practices, Epistemologies, and Social Relations.” GeoJournal 80(4):477-90. doi:10.1007/s10708-014-9599-x.

Claveau, François, Guillaume Dandurand, Jean-François Dubé, Florence Millerand. 2018. Situating VirtEYE: First Progress Report. Montréal: Centre interdisciplinaire de recherche sur la science et la technologie.

Collins, Harry. 2018. “Studies of Expertise and Experience.” Topoi 37(1):67-77. doi:10.1007/s11245-016-9412-1.

Collins, Harry M., and Robert Evans. 2002. “The Third Wave of Science Studies. Studies of Expertise and Experience.” Social Studies of Science 32:235-96. doi:10.1177/0306312702032002003.

———. 2007. Rethinking Expertise. Chicago: University of Chicago Press.

Crawford, Kate, and Megan Finn. 2015. “The Limits of Crisis Data: Analytical and Ethical Challenges of Using Social and Mobile Data to Understand Disasters.” GeoJournal 80 (4): 491–502. https://doi.org/10.1007/s10708-014-9597-z.

Dedehayir, Ozgur, and Martin Steinert. 2016. “The Hype Cycle Model: A Review and Future Directions.” Technological Forecasting and Social Change 108(July):28-41. doi:10.1016/j.techfore.2016.04.005.

Duffield, Mark. 2016. “The Resilience of the Ruins: Towards a Critique of Digital Humanitarianism.” Resilience 4 (3): 147–65. https://doi.org/10.1080/21693293.2016.1153772.

Fenn, Jackie, and Mark Raskino. 2008. Mastering the Hype Cycle: How to Choose the Right Innovation at the Right Time. Boston: Harvard Business Review Press.

Ferrucci, David, Anthony Levas, Sugato Bagchi, David Gondek, and Erik T. Mueller. 2013. “Watson: Beyond Jeopardy!” Artificial Intelligence 199–200(June):93–105. doi:10.1016/j.artint.2012.06.009.

Geels, Frank W., and Wim A. Smit. 2000. “Lessons from Failed Technology Futures: Potholes in the Road to the Future.” In Contested Futures: A Sociology of Prospective Techno-Science, edited by Nik Brown, Brian Rappert, and Andrew Webster, 129‑55. London: Routledge.

Godin, Benoît, and Dominique Vinck. 2017. Critical Studies of Innovation: Alternative Approaches to the Pro-Innovation Bias. Cheltenham, UK: Edward Elgar Publishing.

Hassler, Susan. 2016. “2017: The Year Of Self-Driving Cars And Trucks.” IEEE Spectrum, December 30. https://spectrum.ieee.org/transportation/advanced-cars/2017-the-year-of-selfdriving-cars-and-trucks.

Holderness, Tomas, and Etienne Turpin. 2015. “PetaJakarta.Org: Assessing the Role of Social Media for Civic Co-Management during Monsoon Flooding in Jakarta, Indonesia.” SMART Infrastructure Facility, University of Wollongong. https://uowvivo.uow.edu.au/display/publication109685

Jasanoff, Sheila, and Sang-Hyun Kim. 2009. “Containing the Atom: Sociotechnical Imaginaries and Nuclear Power in the United States and South Korea.” Minerva 47(2):119. doi:10.1007/s11024-009-9124-4.

Joly, Pierre-Benoit. 2015. “Le Régime Des Promesses Technoscientifiques.” In Pourquoi Tant de Promesses, edited by M. Audétat, 31-48. Paris: Hermann.

Konrad, Kornelia. 2006. “The Social Dynamics of Expectations: The Interaction of Collective and Actor-Specific Expectations on Electronic Commerce and Interactive Television.” Technology Analysis & Strategic Management 18(3-4): 429-44. doi:10.1080/09537320600777192.

Konrad, Kornelia, Harro van Lente, Christopher Groves, and Cynthia Selin. 2017. “Performing and Governing the Future in Science and Technology.” In The Handbook of Science and Technology Studies, edited by Ulrike Felt, Ray Fouché, Clark A. Miller, and Laurel Smith-Doerr, 4th ed., 465–94. Cambridge: MIT Press.

Mark, David M., Nicholas Chrisman, Andrew U. Frank, Patrick H. McHaffie, and John Pickles. 1997. “The GIS History Project.” National Center for Geographic Information and Analysis. Accessed 29 April 2020. http://www.ncgia.buffalo.edu/ncgia/gishist/bar_harbor.html.

Meier, Patrick. 2012. “Crisis Mapping in Action: How Open Source Software and Global Volunteer Networks Are Changing the World, One Map at a Time.” Journal of Map & Geography Libraries 8(2):89-100. doi:10.1080/15420353.2012.663739.

———. 2015. Digital Humanitarians: How Big Data Is Changing the Face of Humanitarian Response. Boca Raton, FL: CRC Press, Taylor & Francis Group.

Mullany, Michael. 2016. “8 Lessons from 20 Years of Hype Cycles.” Pulse, December 7. Accessed 29 April 2020. https://www.linkedin.com/pulse/8-lessons-from-20-years-hype-cycles-michael-mullany.

Mulkay, Michael. 1993. “Rhetorics of Hope and Fear in the Great Embryo Debate.” Social Studies of Science 23 (4): 721–42.

Nordmann, François. 2018. “Comment Fonctionnera l’humanitaire En 2030?” Le Temps, December 3. https://www.letemps.ch/opinions/fonctionnera-lhumanitaire-2030.

Roth, Silke, and Markus Luczak-Roesch. 2020. “Deconstructing the Data Life-Cycle in Digital Humanitarianism.” Information, Communication & Society 23 (4): 555–71. https://doi.org/10.1080/1369118X.2018.1521457.

Schwab, Klaus. 2017. The Fourth Industrial Revolution. New York: Crown Business.

Stilgoe, Jack. 2018. “Machine Learning, Social Learning and the Governance of Self-Driving Cars.” Social Studies of Science 48(1):25-56. doi:10.1177/0306312717741687.

van Lente, Harro. 1993. “Promising Technology: The Dynamics of Expectations in Technological Developments.” PhD diss., Universiteit Twente.

van Lente, Harro. 2012. “Navigating Foresight in a Sea of Expectations: Lessons from the Sociology of Expectations.” Technology Analysis & Strategic Management 24(8):769-82. doi:10.1080/09537325.2012.715478.

van Lente, Harro, and Arie Rip. 1998. “Expectations in technological developments. Prospective structures to be filled in by agency.” In Getting New Technologies Together: Studies in Making Sociotechnical Order, edited by Disco Cornelis and Barend van der Meulen, 203-31. New York: Walter de Gruyter. https://research.utwente.nl/en/publications/expectations-in-technological-developments-prospective-structures.

van Lente, Harro, Charlotte Spitters, and Alexander Peine. 2013. “Comparing Technological Hype Cycles: Towards a Theory.” Technological Forecasting and Social Change 80(8):1615-28. doi:10.1016/j.techfore.2012.12.004.

Vertesi, Janet, David Ribes, Laura Forlano, and Yanni Loukissas, Marisa Leavitt Cohn. 2017. “Engaging, Designing, and Making Digital Systems.” In The Handbook of Science and Technology Studies, edited by Ulrike Felt, Ray Fouché, Clark A. Miller, and Laurel Smith-Doerr, 4th ed., 169–93. Cambridge: MIT Press.

Vinatier, Isabelle, and Joëlle Morissette. 2015. “Les Recherches Collaboratives: Enjeux et Perspectives.” Carrefours de l’éducation 39(1):137–70.

Yin, Robert K. 2003. Case Study Research: Design and Methods. London: Sage.




DOI: https://doi.org/10.17351/ests2020.459



Copyright (c) 2020 Guillaume Dandurand, François Claveau, Jean-François Dubé, Florence Millerand

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