The politics and reciprocal (re) configuration of accountability and fairness in data-driven education

null

null (2016) · Philosophy Study · doi:10.17265/2159-5313/2016.09.003 · Cited by 28,317 · see citing works

A Survey on Bias and Fairness in Machine Learning

Mehrabi, N., Morstatter, F., Saxena, N., Lerman, K., & Galstyan, A. (2022) · ACM Computing Surveys · doi:10.1145/3457607 · Cited by 5,812 · see citing works

Fairness through awareness

Dwork, C., Hardt, M., Pitassi, T., Reingold, O., & Zemel, R. (2012) · Proceedings of the 3rd Innovations in Theoretical Computer Science Conference · doi:10.1145/2090236.2090255 · Cited by 3,501 · see citing works

Analysing and Assessing Accountability: A Conceptual Framework ¹

Bovens, M. (2007) · European Law Journal · doi:10.1111/j.1468-0386.2007.00378.x · Cited by 2,667 · see citing works

Equality of Opportunity in Supervised Learning

Hardt, M., Price, E., & Srebro, N. (2016) · arXiv · doi:10.48550/arxiv.1610.02413 · Cited by 2,536 · see citing works

Fair prediction with disparate impact: a study of bias in recidivism prediction instruments

Chouldechova, A. (2017) · Big Data · doi:10.1089/big.2016.0047 · Cited by 2,159 · see citing works

Fairness and Abstraction in Sociotechnical Systems

Selbst, A. D., Boyd, D., Friedler, S. A., Venkatasubramanian, S., & Vertesi, J. (2019) · Proceedings of the Conference on Fairness, Accountability, and Transparency · doi:10.1145/3287560.3287598 · Cited by 1,631 · see citing works

Introduction: Understanding Public Policy through Its Instruments—From the Nature of Instruments to the Sociology of Public Policy Instrumentation

Lascoumes, P., & Galès, P. L. (2007) · Governance · doi:10.1111/j.1468-0491.2007.00342.x · Cited by 1,490 · see citing works

Untitled work

(2016) · Open Research Online (The Open University) · Cited by 1,410 · see citing works

Algorithmic Decision Making and the Cost of Fairness

Corbett-Davies, S., Pierson, E., Feller, A., Goel, S., & Huq, A. (2017) · Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining · doi:10.1145/3097983.3098095 · Cited by 1,149 · see citing works

Algorithmic bias in education

Baker, R. S., & Hawn, A. (2022) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-021-00285-9 · Cited by 993 · see citing works

Inherent trade-offs in the fair determination of risk scores

Kleinberg, J., Mullainathan, S., & Raghavan, M. (2017) · Schloss Dagstuhl – Leibniz-Zentrum für Informatik · doi:10.4230/lipics.itcs.2017.43 · Cited by 943 · cited 2× · see citing works

The Oxford Handbook of Ethics of AI

(2020) · doi:10.1093/oxfordhb/9780190067397.001.0001 · Cited by 459 · see citing works

Algorithmic Accountability and Public Reason

Binns, R. (2018) · Philosophy & Technology · doi:10.1007/s13347-017-0263-5 · Cited by 457 · cited 2× · see citing works

Students' Experiences of Ability Grouping—disaffection, polarisation and the construction of failure1

Boaler, J., Wiliam, D., & Brown, M. (2000) · British Educational Research Journal · doi:10.1080/713651583 · Cited by 428 · see citing works

High-Stakes Accountability in Urban Elementary Schools: Challenging or Reproducing Inequality? 1

Diamond, J. B., & Spillane, J. P. (2004) · Teachers College Record The Voice of Scholarship in Education · doi:10.1111/j.1467-9620.2004.00375.x · Cited by 363 · see citing works

Decision Theory for Discrimination-Aware Classification

Kamiran, F., Karim, A., & Zhang, X. (2012) · 2012 IEEE 12th International Conference on Data Mining · doi:10.1109/icdm.2012.45 · Cited by 300 · see citing works

50 Years of Test (Un)fairness: Lessons for Machine Learning

Hutchinson, B., & Mitchell, M. (2019) · Proceedings of the Conference on Fairness, Accountability, and Transparency · doi:10.1145/3287560.3287600 · Cited by 297 · see citing works

Towards a critical race methodology in algorithmic fairness

Hanna, A., Denton, R., Smart, A., & Smith-Loud, J. (2020) · Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency · doi:10.1145/3351095.3372826 · Cited by 295 · see citing works

Editorial: the datafication of education

Jarke, J., & Breiter, A. (2019) · Learning Media and Technology · doi:10.1080/17439884.2019.1573833 · Cited by 286 · see citing works

Ability Grouping as a Self-Fulfilling Prophecy: A Micro-Analysis of Teacher-Student Interaction

Eder, D. J. (1981) · Sociology of Education · doi:10.2307/2112327 · Cited by 253 · see citing works

Toward multi-label sentiment analysis: a transfer learning based approach

Tao, J., & Fang, X. (2020) · Journal Of Big Data · doi:10.1186/s40537-019-0278-0 · Cited by 251 · see citing works

Making Sense of Test-Based Accountability in Education

Hamilton, L. S., Stecher, B. M., & Klein, S. P. (2002) · Defense Technical Information Center (DTIC) · Cited by 233 · see citing works

Reforming governance through policy instruments: how and to what extent standards, tests and accountability in education spread worldwide

Verger, A., Fontdevila, C., & Parcerisa, L. (2019) · Discourse Studies in the Cultural Politics of Education · doi:10.1080/01596306.2019.1569882 · Cited by 187 · see citing works

How policy instruments are chosen: patterns of decision makers’ choices

Capano, G., & Lippi, A. A. (2016) · Policy Sciences · doi:10.1007/s11077-016-9267-8 · Cited by 164 · see citing works

Objectivity as standardization in data-scientific education policy, technology and governance

Williamson, B., & Piattoeva, N. (2018) · Learning Media and Technology · doi:10.1080/17439884.2018.1556215 · Cited by 161 · see citing works

Toward situated interventions for algorithmic equity: lessons from the field

Katell, M., Young, M., Dailey, D., Herman, B., Guetler, V., Tam, A., Bintz, C., Raz, D., & Krafft, P. M. (2020) · Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency · doi:10.1145/3351095.3372874 · Cited by 153 · see citing works

Opening or closing doors for students? Equity and data use in schools

Datnow, A., & Park, V. (2018) · Journal of Educational Change · doi:10.1007/s10833-018-9323-6 · Cited by 139 · see citing works

Algorithmic Fairness from a Non-ideal Perspective

Fazelpour, S., & Lipton, Z. C. (2020) · Proceedings of the AAAI/ACM Conference on AI Ethics and Society · doi:10.1145/3375627.3375828 · Cited by 119 · see citing works

50 Years of Test (Un)fairness: Lessons for Machine LearningPreprint

Hutchinson, B., & Mitchell, M. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1811.10104 · Cited by 118 · see citing works

Algorithmic Bias in EducationPreprint

Baker, R. S., & Hawn, A. (2021) · doi:10.35542/osf.io/pbmvz · Cited by 117 · see citing works

The Politics of Accountability

Lewis, W. D., & Young, T. V. (2013) · Educational Policy · doi:10.1177/0895904812472725 · Cited by 100 · see citing works

A Conceptual Framework for Accountability in Education

Levin, H. M. (1974) · The School Review · doi:10.1086/443136 · Cited by 85 · see citing works

Data infrastructure: a review of expanding accountability systems and large-scale assessments in education

Sellar, S. (2015) · Discourse: Studies in the Cultural Politics of Education · doi:10.1080/01596306.2014.931117 · Cited by 84 · see citing works

Elastic numbers: national examinations data as a technology of government

Piattoeva, N. (2015) · Governing by Numbers · doi:10.1080/02680939.2014.937830 · Cited by 82 · see citing works

The false promise of risk assessments: epistemic reform and the limits of fairness

Green, B. (2020) · Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency · doi:10.1145/3351095.3372869 · Cited by 80 · see citing works

Equal Educational Opportunity: A Definition

Coleman, J. S. (1975) · Oxford Review of Education · doi:10.1080/0305498750010104 · Cited by 71 · see citing works

The Myth in the Methodology: Towards a Recontextualization of Fairness in Machine Learning

Green, B., & Hu, L. J. (2018) · International Conference on Machine Learning · Cited by 66 · see citing works

The politics of accountability

Ozga, J. (2019) · Journal of Educational Change · doi:10.1007/s10833-019-09354-2 · Cited by 64 · see citing works

School tracking and educational inequality: a comparison of 12 education systems in Switzerland

Felouzis, G., & Charmillot, S. (2012) · Comparative Education · doi:10.1080/03050068.2012.706032 · Cited by 57 · see citing works

Ongoing issues in test fairness

Camilli, G. (2013) · Educational Research and Evaluation · doi:10.1080/13803611.2013.767602 · Cited by 55 · see citing works

Accountability as a policy technology: accounting for education performance in Europe

Ozga, J. (2013) · International Review of Administrative Sciences · doi:10.1177/0020852313477763 · Cited by 54 · see citing works

The COVID-19 exams fiasco across the UK: four nations and two windows of opportunity

Kippin, S., & Cairney, P. (2021) · British Politics · doi:10.1057/s41293-021-00162-y · Cited by 51 · see citing works

The value of sharing: Branding and behaviour in a life and health insurance company

Jeanningros, H., & McFall, L. (2020) · Big Data & Society · doi:10.1177/2053951720950350 · Cited by 48 · see citing works

Ethics of Artificial Intelligence in Education

Kurni, M., Mohammed, M. S., & Srinivasa, K. G. (2023) · Springer eBooks · doi:10.1007/978-3-031-32653-0_12 · Cited by 48 · see citing works

“We called that a behavior”: The making of institutional data

Whitman, M. (2020) · Big Data & Society · doi:10.1177/2053951720932200 · Cited by 44 · see citing works

The Contestation of Tech Ethics: A Sociotechnical Approach to Ethics and Technology in ActionPreprint

Green, B. (2021) · Social Science Research Network · doi:10.2139/ssrn.3859358 · Cited by 20 · see citing works

Between fairness optimization and ‘inequalities of dataveillance’: The emergence and transformation of social indices in German school monitoring and management

Hartong, S., & Breiter, A. (2020) · Routledge eBooks · doi:10.4324/9781003014164-6 · Cited by 11 · see citing works

Reshaping Ability Grouping Through Big DataPreprint

Carmel, Y. H., & Ben-Shahar, T. H. (2017) · SSRN Electronic Journal · Cited by 4 · see citing works

The Myth of Accountability: How Data (Mis)Use Is Reinforcing the Problems of Public EducationPreprint

Fontaine, C. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3126460 · Cited by 3 · see citing works

AI Fairness in Data Management and Analytics: A Review on Challenges, Methodologies and Applications

Chen, P., Wu, L., & Wang, L. (2023) · Applied Sciences · doi:10.3390/app131810258 · Cited by 155 · see citing works

Design for Values and the Definition, Specification, and Operationalization of Values

Kroes, P., & van de Poel, I. (2014) · Springer eBooks · doi:10.1007/978-94-007-6994-6_11-1 · Cited by 9 · see citing works

Design for Values and the Definition, Specification, and Operationalization of Values

Kroes, P., & van de Poel, I. (2015) · Springer eBooks · doi:10.1007/978-94-007-6970-0_11 · Cited by 15 · see citing works

Designing an Empirical Analysis

Albert, T. (2016) · doi:10.1007/978-3-658-12132-7_3

Towards Decentralized Operationalization of Zero Trust ArchitecturePreprint

Pokhrel, S. R., Li, G., Doss, R., & Nepal‬, ‪. (2022) · doi:10.36227/techrxiv.19127090.v1

A Deeper Look at the “Neural Correlate of Consciousness”

Fink, F. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01044 · Cited by 48 · see citing works