Big Data and algorithmic governance: The case of financial practices
Abstract
Big Data and algorithmic governance are transforming traditional institutions and media of transnational governance in manners that hold important implications for power, accountability and effectiveness. Drawing on actor-network theory, this paper contrasts utopian or dystopian views on the increasing presence of Big Data in contemporary financial practices. We scrutinise the emerging impacts of Big Data in the public governance of private banks in the Basel III arrangements, private governance of individual actors in credit scoring and anarchic competitive governance of markets in high-frequency trading. Our findings reveal varied and emergent forms of governance through, with and by algorithms.
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BDA is applied in financial governance through algorithms.
“the application of BDA in financial governance through algorithms( Campbell-Verduyn et al., 2017 )”
From Applications of big data in emerging management disciplines: A literature review using text mining (2021) · cites this paper as Campbell-Verduyn et al., 2017
Cites
Giddens, A. (1990) · Choice Reviews Online · doi:10.5860/choice.28-1843 · Cited by 15,701 · see citing works
boyd, D., & Crawford, K. (2012) · Information, Communication & Society · doi:10.1080/1369118x.2012.678878 · Cited by 5,479 · see citing works
How We Became Posthuman: Virtual Bodies in Cybernetics, Literature, and Informatics
Hayles, N. K. (1999) · doi:10.7208/chicago/9780226321394.001.0001 · Cited by 5,284 · see citing works
The Black Box Society: The Secret Algorithms That Control Money and Information
Pasquale, F. (2015) · doi:10.4159/harvard.9780674736061 · Cited by 3,796 · see citing works
Big data: a revolution that will transform how we live, work, and think
(2013) · Choice Reviews Online · doi:10.5860/choice.50-6804 · Cited by 3,657 · see citing works
Big other: Surveillance Capitalism and the Prospects of an Information Civilization
Zuboff, S. (2015) · Journal of Information Technology · doi:10.1057/jit.2015.5 · Cited by 2,978 · cited 1× · see citing works
“…and control, and the neo-liberal reliance on productive forms of power that elicit individual self-regulation that aligns with the imperatives and the rationalities of the dominant (e.g. Rouvroy and Berns 2013, Andrejevic and Gates 2014, Flyverbom et al 2014, Lyon 2014, Zuboff 2015, Introna 2016).”
BackgroundA Sociology of monsters: Essays on power, technology, and domination
Law, J. (1991) · Cited by 2,547 · see citing works
The Deepening Divide: Inequality in the Information Society
van Dijk, J. (2005) · doi:10.4135/9781452229812 · Cited by 2,243 · see citing works
Datafication, dataism and dataveillance: Big Data between scientific paradigm and ideology
Van Dijck, J. (2014) · Surveillance & Society · doi:10.24908/ss.v12i2.4776 · Cited by 2,203 · see citing works
Governing the present: administering economic, social and personal life
Rose, N., & Miller, P. A. (2008) · Cited by 1,694 · see citing works
The Data Revolution: Big Data, Open Data, Data Infrastructures & Their Consequences
Kitchin, R. (2014) · doi:10.4135/9781473909472 · Cited by 1,469 · cited 3× · see citing works
“This view also assumes that the enhanced objectivity afforded by Big Data offers superior access to reality as ‘ the numbers speak for themselves ’ (Andersen 2008) and contribute to a much-celebrated ‘ new era of empiricism ’ (Kitchin 2014: 170).”
BackgroundPrivate authority and international affairs
Cutler, A. C., Haufler, V., & Porter, T. (1999) · Cited by 1,157 · see citing works
Self-citationWeapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy
Jain, A. (2017) · Business Economics · doi:10.1057/s11369-017-0027-3 · Cited by 1,089 · see citing works
Gillespie, T. (2014) · Media Technologies · doi:10.7551/mitpress/9042.003.0013 · Cited by 1,016 · see citing works
An Engine, Not a Camera: How Financial Models Shape Markets
Marquis, C. (2007) · Contemporary Sociology A Journal of Reviews · doi:10.1177/009430610703600326 · Cited by 953 · see citing works
Surveillance, Snowden, and Big Data: Capacities, consequences, critique
Lyon, D. (2014) · Big Data & Society · doi:10.1177/2053951714541861 · Cited by 839 · see citing works
Hayles, N. K. (2012) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226321370.001.0001 · Cited by 833 · see citing works
Power through the algorithm? Participatory web cultures and the technological unconscious
Beer, D. (2009) · New Media & Society · doi:10.1177/1461444809336551 · Cited by 774 · see citing works
Information technology and dataveillance
Clarke, R. (1988) · Communications of the ACM · doi:10.1145/42411.42413 · Cited by 767 · see citing works
A New Algorithmic Identity: Soft Biopolitics and the Modulation of Control
Cheney-Lippold, J. (2011) · Theory, Culture & Society · doi:10.1177/0263276411424420 · Cited by 684 · see citing works
Transnational governance : institutional dynamics of regulation
Djelic, M., & Sahlin‐Andersson, K. (2006) · Cited by 672 · see citing works
(2014) · The MIT Press eBooks · doi:10.7551/mitpress/9780262525374.001.0001 · Cited by 606 · see citing works
Classification Situations: Life- chances in the neoliberal era
Fourcade, M., & Healy, K. (2013) · Accounting, Organizations and Society · doi:10.1016/j.aos.2013.11.002 · Cited by 544 · see citing works
(2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511488665 · Cited by 514 · see citing works
Amoore, L. (2013) · Duke University Press eBooks · doi:10.1215/9780822377269 · Cited by 482 · see citing works
The Politics of Possibility: Risk and Security Beyond Probability
Amoore, L. (2013) · Project Muse (Johns Hopkins University) · Cited by 461 · see citing works
How we think: digital media and contemporary technogenesis
(2013) · Choice Reviews Online · doi:10.5860/choice.50-3050 · Cited by 448 · see citing works
(2006) · Cited by 439 · see citing works
CREDIT SCORING, STATISTICAL TECHNIQUES AND EVALUATION CRITERIA: A REVIEW OF THE LITERATURE
Abdou, H. A., & Pointon, J. (2011) · Intelligent systems in accounting, finance and management/Intelligent systems in accounting, finance & management · doi:10.1002/isaf.325 · Cited by 409 · see citing works
Media Technologies: Essays on Communication, Materiality, and Society.
Söderberg, J. A. (2014) · Canadian Journal of Communication · doi:10.22230/cjc.2014v39n4a2957 · Cited by 403 · see citing works
(2013) · Choice Reviews Online · doi:10.5860/choice.50-6583 · Cited by 384 · see citing works
Algorithms, Governance, and Governmentality: On Governing Academic Writing
Introna, L. D. (2016) · Science, Technology, & Human Values · doi:10.1177/0162243915587360 · Cited by 339 · see citing works
Bryson, J. R. (2002) · Routledge eBooks · doi:10.4324/9780203186107 · Cited by 326 · see citing works
Espinal, Y. (2013) · International journal of communication · Cited by 317 · see citing works
Baack, S. (2015) · Big Data & Society · doi:10.1177/2053951715594634 · Cited by 301 · see citing works
Stringham, E. P. (2015) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199365166.001.0001 · Cited by 285 · see citing works
Big data: the end of privacy or a new beginning?
Rubinstein, I. S. (2013) · International Data Privacy Law · doi:10.1093/idpl/ips036 · Cited by 257 · see citing works
From failure to failure: The politics of international banking regulation
Lall, R. (2011) · Review of International Political Economy · doi:10.1080/09692290.2011.603669 · Cited by 256 · see citing works
Young, K. (2012) · Review of International Political Economy · doi:10.1080/09692290.2011.624976 · Cited by 253 · see citing works
Transnational Governance: A dynamic transnational topography
Djelic, M., & Sahlin‐Andersson, K. (2006) · Cited by 247 · see citing works
Small data in the era of big data
Kitchin, R., & Lauriault, T. P. (2014) · GeoJournal · doi:10.1007/s10708-014-9601-7 · Cited by 239 · see citing works
Lists come alive: eletronic systems of knowledge and the rise of credit-scoring in retail banking
Leyshon, A., & Thrift, N. J. (1999) · Economy and Society · doi:10.1080/03085149900000013 · Cited by 234 · see citing works
Big Data Surveillance: Introduction
Andrejevic, M., & Gates, K. A. (2014) · Surveillance & Society · doi:10.24908/ss.v12i2.5242 · Cited by 232 · see citing works
Couldry, N., & Powell, A. (2014) · Big Data & Society · doi:10.1177/2053951714539277 · Cited by 213 · see citing works
Life beyond big data–governing with little analytics
Amoore, L., & Piotukh, V. (2015) · Economy and Society · doi:10.1080/03085147.2015.1043793 · Cited by 187 · see citing works
Dataveillance and Countervailance
Raley, R. (2013) · The MIT Press eBooks · doi:10.7551/mitpress/9302.003.0009 · Cited by 170 · see citing works
Richards, N., & King, J. H. (2013) · Open Scholarship Institutional Repository (Washington University in St. Louis) · Cited by 164 · see citing works
Ecological views of big data: Perspectives and issues
Shin, D., & Choi, M. J. (2014) · Telematics and Informatics · doi:10.1016/j.tele.2014.09.006 · Cited by 155 · see citing works
Scorecards as Devices for Consumer Credit: The Case of Fair, Isaac & Company Incorporated
Poon, M. (2007) · The Sociological Review · doi:10.1111/j.1467-954x.2007.00740.x · Cited by 154 · see citing works
Kennedy, H., Poell, T., & van Dijck, J. (2015) · Big Data & Society · doi:10.1177/2053951715621569 · Cited by 153 · see citing works
When big data meets dataveillance: the hidden side of analytics
Degli Esposti, S. (2014) · Surveillance & Society · doi:10.24908/ss.v12i2.5113 · Cited by 151 · see citing works
Bevan, A. (2015) · Antiquity · doi:10.15184/aqy.2015.102 · Cited by 135 · see citing works
Algorithmic governmentality and prospects of emancipation
Rouvroy, A., Berns, T., & Libbrecht, E. (2013) · Reseaux · Cited by 113 · see citing works
Private Governance: Creating Order in Economic and Social Life
Stringham, E. P. (2015) · OUP Catalogue · Cited by 104 · see citing works
Materialities, spatialities, globalities.
Law, J., & Hetherington, K. (2000) · Lancaster EPrints (Lancaster University) · Cited by 101 · see citing works
White, L., & Taket, A. R. (1996) · Omega · doi:10.1016/0305-0483(95)00048-8 · Cited by 99 · see citing works
My Life As A Quant: Reflections on Physics and Finance
Fong, W. (2005) · Medical Physics · doi:10.1118/1.1864972 · Cited by 98 · see citing works
Consumer credit scoring: Do situational circumstances matter?
Avery, R. B., Calem, P. S., & Canner, G. B. (2003) · Journal of Banking & Finance · doi:10.1016/j.jbankfin.2003.10.009 · Cited by 92 · see citing works
Computer Algorithms, Market Manipulation and the Institutionalization of High Frequency Trading
Arnoldi, J. (2015) · Theory Culture & Society · doi:10.1177/0263276414566642 · Cited by 86 · see citing works
Discipline and Power in the Digital Age: The Case of the US Consumer Data Broker Industry
Roderick, L. (2014) · Critical Sociology · doi:10.1177/0896920513501350 · Cited by 78 · see citing works
Consumer credit scoring: Do situational circumstances matter?
Avery, R. B., Calem, P. S., & Canner, G. B. (2004) · Journal of Banking & Finance · doi:10.1016/s0378-4266(03)00202-4 · Cited by 72 · see citing works
Rouvroy, A., Berns, T., & Carey-Libbrecht, L. (2013) · Réseaux · doi:10.3917/res.177.0163 · Cited by 56 · cited 1× · see citing works
“…and control, and the neo-liberal reliance on productive forms of power that elicit individual self-regulation that aligns with the imperatives and the rationalities of the dominant (e.g. Rouvroy and Berns 2013, Andrejevic and Gates 2014, Flyverbom et al 2014, Lyon 2014, Zuboff 2015, Introna 2016).”
BackgroundBholat, D. M. (2015) · Big Data & Society · doi:10.1177/2053951715579469 · Cited by 53 · see citing works
Interrogating the Algorithm: Debt, Derivatives and the Social Reconstruction of Stock Market Trading
Snider, L. (2014) · Critical Sociology · doi:10.1177/0896920513504603 · Cited by 37 · see citing works
Global Political Economy in the Information Age: Power and Inequality
Youngs, G. (2007) · Cited by 27 · see citing works
Dataveillance and Countervailance
Gitelman, L. (2013) · Cited by 24 · see citing works
IOSCO's Response to the Financial CrisisPreprint
Karmel, R. S. (2012) · SSRN Electronic Journal · doi:10.2139/ssrn.2025115 · Cited by 24 · see citing works
Cultural Techniques of Cognitive Capitalism: Metaprogramming and the Labour of Code
Parikka, J. (2014) · Cultural Studies Review · doi:10.5130/csr.v20i1.3831 · Cited by 18 · see citing works
Global Political Economy in the Information Age
Youngs, G. (2007) · Routledge eBooks · doi:10.4324/9780203964064 · Cited by 18 · see citing works
Neo-Materialist Ecologies and Global Systemic Crises
Barder, A. D. (2015) · Globalizations · doi:10.1080/14747731.2015.1111655 · Cited by 17 · see citing works
Reid, J. (2009) · Cambridge Review of International Affairs · doi:10.1080/09557570903325520 · Cited by 16 · see citing works
Harris, R. D. (2011) · Medical Entomology and Zoology · Cited by 15 · see citing works
Computerization of the Equity, Foreign Exchange, Derivatives, and Fixed‐Income Markets
Cardella, L., Hao, J., Kalcheva, I., et al. (2014) · Financial Review · doi:10.1111/fire.12033 · Cited by 14 · see citing works
Selinger, W. H. E. (2013) · Cited by 13 · see citing works
Fast Data, Slow Policy: Making the Most of Disruptive Innovation
Bhushan, A. (2014) · The SAIS review of international affairs · doi:10.1353/sais.2014.0018 · Cited by 9 · see citing works
Leveraging data for financial stability monitoring
Glasser, T. D. (2013) · Journal of Banking Regulation · doi:10.1057/jbr.2013.11 · Cited by 8 · see citing works
A Digital Janus: Looking Forward, Looking Back
Moser, D. C. 2. J., & Dun, S. C. 2. J. (2014) · BRILL eBooks · doi:10.1163/9781848883055 · Cited by 8 · see citing works
News and narratives in financial systems: Exploiting big data for systemic risk assessmentPreprint
Nyman, R., Kapadia, S., Tuckett, D., Gregory, D., Ormerod, P., & Smith, R. E. (2018) · Journal of Economic Dynamics and Control · doi:10.2139/ssrn.3098729 · Cited by 8 · see citing works
Applications of artificial intelligence technologies in credit scoring: A survey of literature
Chen, B., Zeng, W., & Lin, Y. (2014) · International Conference on Natural Computation (ICNC) · doi:10.1109/icnc.2014.6975914 · Cited by 6 · see citing works
Nurnberger, A. (2013) · doi:10.7916/d8d2262k · Cited by 4 · see citing works
Where have you been all my life?
Xiao, Z., Jingmin, W., & Shi, H. (2012) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2012.10.866 · Cited by 4 · see citing works
The new privacy guidelines of the OECD: what changes for businesses?
Kuschewsky, M. (2014) · Journal of European Competition Law & Practice · doi:10.1093/jeclap/lpu015 · Cited by 2 · see citing works
Lammerant, H., Galetta, A., Hert, P. D., et al. (2014) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.49163 · Cited by 1 · see citing works
Big Data for finance: emerging trends in business models, innovation and technology
Bonina, C. (2013) · London School of Economics and Political Science Research Online (London School of Economics and Political Science) · Cited by 1 · see citing works
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Applications of big data in emerging management disciplines: A literature review using text mining
Kushwaha, A. K., Kar, A. K., & Dwivedi, Y. K. (2021) · International Journal of Information Management Data Insights · doi:10.1016/j.jjimei.2021.100017 · Cited by 255 · see citing works
In AI we trust? Citizen perceptions of AI in government decision making
Ingrams, A., Kaufmann, W., & Jacobs, D. (2022) · Policy & Internet · doi:10.1002/poi3.276 · Cited by 133 · see citing works
- Authors
- Campbell-Verduyn, M., Goguen, M., & Porter, T.
- Affiliations
- Department of Political Science, McMaster University, Hamilton, Canada
- McMaster University (CA)
- ORCID
- Porter, Tony
- Venue
- New Political Economy
- Publisher
- Informa UK Limited
- Published
- 2016-08-10
- Volume
- 22
- Issue
- 2
- Pages
- 219-236
- ISSN
- 1356-3467 (ISSN-L)
- 1469-9923
- OpenAlex
- W2481128301
- Semantic Scholar
- c151408679a9389a378161fd3d764fef6c2d4168
- Cited by
- 99
- References
- 84
- Citations by year
- 2026: 6 · 2025: 10 · 2024: 6 · 2023: 12 · 2022: 15 · 2021: 10 · 2020: 20 · 2019: 13 · 2018: 6 · 2017: 1
- FWCI
- 11.15
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- New Political Economy (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Funders
- Social Sciences and Humanities Research Council of Canada (410-2011-2376)
- Topics
- Social Sciences › Economics, Econometrics and Finance › Finance › Global Financial Regulation and Crises
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Social Sciences › Law › Digitalization, Law, and Regulation
- Keywords
- big data, algorithmic governance, financial practices, Basel III, credit scoring, high-frequency trading, private banks, public governance, private governance, power and accountability, actor-network theory
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