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Reputational Risk Associated with Big Data Research and Development: An Interdisciplinary Perspective

Author

Listed:
  • Cara Stitzlein

    (CSIRO Data61, Hobart 7005, Australia)

  • Simon Fielke

    (CSIRO Land and Water, Dutton Park 4102, Australia)

  • François Waldner

    (European Commission Joint Research Centre, 21027 Ispra, Italy)

  • Todd Sanderson

    (Australian Centre for International Agricultural Research, Canberra 2601, Australia)

Abstract

Many private and public actors are incentivized by the promises of big data technologies: digital tools underpinned by capabilities like artificial intelligence and machine learning. While many shared value propositions exist regarding what these technologies afford, public-facing concerns related to individual privacy, algorithm fairness, and the access to insights requires attention if the widespread use and subsequent value of these technologies are to be fully realized. Drawing from perspectives of data science, social science and technology acceptance, we present an interdisciplinary analysis that links these concerns with traditional research and development (R&D) activities. We suggest a reframing of the public R&D ‘brand’ that responds to legitimate concerns related to data collection, development, and the implementation of big data technologies. We offer as a case study Australian agriculture, which is currently undergoing such digitalization, and where concerns have been raised by landholders and the research community. With seemingly limitless possibilities, an updated account of responsible R&D in an increasingly digitalized world may accelerate the ways in which we might realize the benefits of big data and mitigate harmful social and environmental costs.

Suggested Citation

  • Cara Stitzlein & Simon Fielke & François Waldner & Todd Sanderson, 2021. "Reputational Risk Associated with Big Data Research and Development: An Interdisciplinary Perspective," Sustainability, MDPI, vol. 13(16), pages 1-13, August.
  • Handle: RePEc:gam:jsusta:v:13:y:2021:i:16:p:9280-:d:616833
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    References listed on IDEAS

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    1. Sonka, Steve, 2014. "Big Data and the Ag Sector: More than Lots of Numbers," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 17(1), pages 1-20, February.
    2. Keith H Coble & Ashok K Mishra & Shannon Ferrell & Terry Griffin, 2018. "Big Data in Agriculture: A Challenge for the Future," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 40(1), pages 79-96.
    3. Philip Antwi-Agyei & Andrew J. Dougill & Thomas P. Agyekum & Lindsay C. Stringer, 2018. "Alignment between nationally determined contributions and the sustainable development goals for West Africa," Climate Policy, Taylor & Francis Journals, vol. 18(10), pages 1296-1312, November.
    4. Parsons, Richard & Lacey, Justine & Moffat, Kieren, 2014. "Maintaining legitimacy of a contested practice: How the minerals industry understands its ‘social licence to operate’," Resources Policy, Elsevier, vol. 41(C), pages 83-90.
    5. Calder, Ian R., 2002. "Forests and Hydrological Services: Reconciling public and science perceptions," Land Use and Water Resources Research, University of Newcastle upon Tyne, Centre for Land Use and Water Resources Research, vol. 2, pages 1-12.
    6. Izac, A. -M. N. & Sanchez, P. A., 2001. "Towards a natural resource management paradigm for international agriculture: the example of agroforestry research," Agricultural Systems, Elsevier, vol. 69(1-2), pages 5-25.
    7. Francis X. Diebold, 2012. "On the Origin(s) and Development of the Term “Big Data"," PIER Working Paper Archive 12-037, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    8. Mayeda, A.M. & Boyd, A.D., 2020. "Factors influencing public perceptions of hydropower projects: A systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 121(C).
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    Cited by:

    1. Olena Liakh, 2021. "Accountability through Sustainability Data Governance: Reconfiguring Reporting to Better Account for the Digital Acceleration," Sustainability, MDPI, vol. 13(24), pages 1-18, December.
    2. Jakku, E. & Fleming, A. & Espig, M. & Fielke, S. & Finlay-Smits, S.C. & Turner, J.A., 2023. "Disruption disrupted? Reflecting on the relationship between responsible innovation and digital agriculture research and development at multiple levels in Australia and Aotearoa New Zealand," Agricultural Systems, Elsevier, vol. 204(C).
    3. Katharine Legun & Karly Ann Burch & Laurens Klerkx, 2023. "Can a robot be an expert? The social meaning of skill and its expression through the prospect of autonomous AgTech," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 40(2), pages 501-517, June.

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