Toward a framework for public accountability in education reform
Open accessAbstract
Public accountability through information disclosure is a pillar of modern education reform efforts. Despite the ubiquity of this approach, we argue that public accountability in education is undertheorized and often predictably unlikely to achieve its intended policy goals. Drawing on examples from an equity-oriented court case in California and the literatures on democratic engagement and parent use of school performance data, we propose a framework for thinking about the design of public accountability systems in education. The framework could provide guidance for policymakers considering new efforts at improving schools through the production and dissemination of educational data.
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Processes for data accuracy and accountability ensure reliability of data.
“Ensures reliability of data”
From AI Fairness in Data Management and Analytics: A Review on Challenges, Methodologies and Applications (2023) · cites this paper as [256]
Processes for data accuracy and accountability require resource allocation for auditing.
“Requires resource allocation for auditing”
From AI Fairness in Data Management and Analytics: A Review on Challenges, Methodologies and Applications (2023) · cites this paper as [256]
Cites
Politics, Markets and America's Schools
Chubb, J. E., & Moe, T. M. (1991) · British Journal of Sociology of Education · doi:10.1080/0142569910120306 · Cited by 742 · see citing works
Does school accountability lead to improved student performance?
Hanushek, E. A., & Raymond, M. E. (2005) · Journal of Policy Analysis and Management · doi:10.1002/pam.20091 · Cited by 663 · see citing works
9. Does External Accountability Affect Student Outcomes? A Cross-State Analysis
Carnoy, M., & Loeb, S. (2002) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737024004305 · Cited by 612 · see citing works
What's in a Grade? School Report Cards and the Housing Market
Figlio, D., & Lucas, M. E. (2004) · American Economic Review · doi:10.1257/0002828041464489 · Cited by 518 · see citing works
Other People's Money and How the Bankers Use It
Brandeis, L. D. (1933) · Cited by 508 · see citing works
Bovens, M., Goodin, R. E., Schillemans, T., Bovens, M., Schillemans, T., & Goodin, R. E. (2014) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199641253.013.0012 · Cited by 412 · see citing works
Roda, A., & Wells, A. S. (2012) · American Journal of Education · doi:10.1086/668753 · Cited by 313 · see citing works
Toward Authentic Participation: Deconstructing the Discourses of Participatory Reforms in Education
Anderson, G. L. (1998) · American Educational Research Journal · doi:10.3102/00028312035004571 · Cited by 287 · see citing works
Schneider, M., Teske, P., & Marschall, M. J. (2000) · Princeton University Press eBooks · doi:10.1515/9780691225685 · Cited by 254 · see citing works
Forms and Effects of School-Based Management: A Review
Leithwood, K. A., & Menzies, T. V. (1998) · Educational Policy · doi:10.1177/0895904898012003006 · Cited by 242 · see citing works
Do accountability and voucher threats improve low-performing schools?
Figlio, D., & Rouse, C. E. (2005) · Journal of Public Economics · doi:10.1016/j.jpubeco.2005.08.005 · Cited by 212 · see citing works
Professional-Patron Influence on Site-Based Governance Councils: A Confounding Case Study
Malen, B., & Ogawa, R. T. (1988) · Educational Evaluation and Policy Analysis · doi:10.3102/01623737010004251 · Cited by 208 · see citing works
Marketing Schools, Marketing Cities
Cucchiara, M. B. (2013) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226016962.001.0001 · Cited by 208 · see citing works
Charting Chicago school reform: democratic localism as a lever for change
(1998) · Choice Reviews Online · doi:10.5860/choice.36-0463 · Cited by 184 · see citing works
The Limits of Transparency: Pitfalls and Potential of Disclosing Conflicts of Interest
Loewenstein, G. F., Cain, D. M., & Sah, S. (2011) · American Economic Review · doi:10.1257/aer.101.3.423 · Cited by 173 · see citing works
Democracy by disclosure: the rise of technopopulism
(2003) · Choice Reviews Online · doi:10.5860/choice.40-6699 · Cited by 138 · see citing works
Schudson, M. S. (2015) · Harvard University Press eBooks · doi:10.4159/9780674915787 · Cited by 130 · see citing works
Sattin-Bajaj, C., & Roda, A. (2018) · Educational Policy · doi:10.1177/0895904818802106 · Cited by 126 · see citing works
Key Elements of a Successful School-Based Management Strategy
Briggs, K. L., & Wohlstetter, P. (2003) · School Effectiveness and School Improvement · doi:10.1076/sesi.14.3.351.15840 · Cited by 125 · see citing works
Accountability in US Education: Applying Lessons from K–12 Experience to Higher Education
Deming, D. J., & Figlio, D. (2016) · The Journal of Economic Perspectives · doi:10.1257/jep.30.3.33 · Cited by 89 · see citing works
Doing the transparent state: Open government data as performance indicators
Ruppert, E. S. (2015) · Cambridge University Press eBooks · doi:10.1017/cbo9781316091265.006 · Cited by 88 · see citing works
Decentralization and School Improvement: Can We Fulfill the Promise?
Malen, B., Hannaway, J., & Carnoy, M. (1994) · Educational Evaluation and Policy Analysis · doi:10.2307/1164387 · Cited by 87 · see citing works
Public sector performance measurement and stakeholder support
Figlio, D., & Kenny, L. W. (2009) · Journal of Public Economics · doi:10.1016/j.jpubeco.2009.07.003 · Cited by 81 · see citing works
Schneider, J. (2017) · Harvard University Press eBooks · doi:10.4159/9780674981157 · Cited by 70 · see citing works
Corcoran, S. P., Jennings, J. L., Cohodes, S., & Sattin-Bajaj, C. (2018) · National Bureau of Economic Research · doi:10.3386/w24471 · Cited by 65 · see citing works
Do Parents Value School Effectiveness?
Abdulkadiroğlu, A., Pathak, P. A., Schellenberg, J., & Walters, C. (2017) · National Bureau of Economic Research · doi:10.3386/w23912 · Cited by 63 · see citing works
STUDENT RESPONSIVENESS TO EARNINGS DATA IN THE COLLEGE SCORECARD
Hurwitz, M. D., & Smith, J. (2016) · Economic Inquiry · doi:10.1111/ecin.12530 · Cited by 61 · see citing works
Fenster, M. (2017) · Stanford University Press eBooks · doi:10.1515/9781503602670 · Cited by 61 · see citing works
No Child Left Behind: A Toolkit for Teachers
(2003) · PsycEXTRA Dataset · doi:10.1037/e373292004-001 · Cited by 56 · see citing works
Ben‐Shahar, O., & Schneider, C. E. (2014) · Princeton University Press eBooks · doi:10.1515/9781400850389 · Cited by 51 · see citing works
Digitization and Divergence: Online School Ratings and Segregation in AmericaPreprint
Hasan, S., & Kumar, A. (2018) · SSRN Electronic Journal · doi:10.2139/ssrn.3265316 · Cited by 41 · see citing works
Democracy, Deliberation, and Education
Asen, R. (2015) · Penn State University Press eBooks · doi:10.5325/j.ctv14gp9mh · Cited by 40 · see citing works
Do School Report Cards Produce Accountability Through the Ballot Box?
Kogan, V. I., Lavertu, S., & Peskowitz, Z. (2016) · Journal of Policy Analysis and Management · doi:10.1002/pam.21912 · Cited by 40 · see citing works
Chapter 2: The Political Economy of Urban Education
Rury, J. L., & Mirel, J. E. (1997) · Review of Research in Education · doi:10.3102/0091732x022001049 · Cited by 38 · see citing works
Phillippo, K. L., & Griffin, B. (2016) · The Urban Review · doi:10.1007/s11256-016-0373-x · Cited by 38 · see citing works
Challenges and Choices: A Multidistrict Analysis of Statewide Mandated Democratic Engagement
Marsh, J. A., & Hall, M. (2017) · American Educational Research Journal · doi:10.3102/0002831217734803 · Cited by 28 · see citing works
Unaccompanied Minors: How Children of Latin American Immigrants Negotiate High School Choice
Sattin-Bajaj, C. (2015) · American Journal of Education · doi:10.1086/680409 · Cited by 22 · see citing works
Klasik, D., & Hutt, E. L. (2018) · The Journal of Higher Education · doi:10.1080/00221546.2018.1512804 · Cited by 20 · see citing works
Self-citationHESS, G. (1994) · Education and Urban Society · doi:10.1177/0013124594026003001 · Cited by 17 · see citing works
Gauging the Revised California School Dashboard: Evidence from the 2019 PACE/USC Rossier Voter Poll.
Polikoff, M. S. (2019) · Policy Analysis for California Education, PACE · Cited by 3 · see citing works
Self-citation
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Cited by
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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
Reducing Excellence Gaps: A Systematic Review of Research on Equity in Advanced Education
Meyer, M. S., Shen, Y., & Plucker, J. A. (2023) · Review of Educational Research · doi:10.3102/00346543221148461 · Cited by 46 · see citing works
Bae, C. L. L., Mills, D., Fa, Z., Sealy, M., Cabrera, L., & Sea, M. (2021) · Review of Educational Research · doi:10.3102/00346543211042415 · Cited by 31 · see citing works
Democratizing the Development of Evidence
Jackson, C. (2021) · Educational Researcher · doi:10.3102/0013189x211060357 · Cited by 28 · see citing works
Asongu, S. A., Adegboye, A., Ejemeyovwi, J. O., & Umukoro, O. E. (2021) · Telecommunications Policy · doi:10.1016/j.telpol.2021.102108 · Cited by 22 · see citing works
What’s working in Los Angeles? Two decades of achievement gains
Fuller, B. C. (2022) · Education Policy Analysis Archives · doi:10.14507/epaa.30.7013 · Cited by 21 · see citing works
Public Policy for Human Capital: Fostering Sustainable Equity in Disadvantaged Communities
Machaca, A. T., Ccoa, D. M. C., Castillo, F. H. G., Gómez, F. Q., Beltrán, M. M. A., ZIRENA, M. G., Sánchez-Chávez-Arroyo, V., Chávez, C. P. M., Rosario, A. R., Medina, W. A. A., et al. (2025) · Sustainability · doi:10.3390/su17020535 · Cited by 17 · see citing works
Neoliberalism in Decline? New Pluralists Recast Schools in Los Angeles
Fuller, B. C. (2022) · Educational Policy · doi:10.1177/08959048211049417 · Cited by 4 · see citing works
Au-Yong, C. P., Wang, H. K., Ling, G. H. T., Law, K. A., Abdullahi, B. C., & Aziz, W. N. A. W. A. (2023) · Journal of Design and Built Environment · doi:10.22452/jdbe.vol23no3.2 · Cited by 4 · see citing works
Schooling for equitable excellence: principles of systemic design
Eacott, S. (2023) · Journal of Educational Administration · doi:10.1108/jea-10-2022-0173 · Cited by 3 · see citing works
Perceived Effectiveness of Leadership Styles for Improvement in Public Schools of Punjab
Batool, I., Jabeen, S., & Ali, S. Z. (2023) · Journal of Social Sciences Advancement · doi:10.52223/jssa23-040106-62 · Cited by 3 · see citing works
DeBray, E. H., Finnigan, K. S., George, J., & Scott, J. T. (2023) · Education Policy Analysis Archives · doi:10.14507/epaa.31.7993 · Cited by 2 · see citing works
Palacios, S. G., Fernández, R. G., & Gómez, E. L. (2022) · Revista Española de Pedagogía · doi:10.22550/rep80-1-2022-07 · Cited by 2 · see citing works
Zhu, X. (2023) · Applied Mathematics and Nonlinear Sciences · doi:10.2478/amns.2023.2.00754 · Cited by 1 · see citing works
Research on the reform of English teaching based on big data technology
Zheng, J. (2023) · Applied Mathematics and Nonlinear Sciences · doi:10.2478/amns.2023.2.00311
(2024) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83753-544-620241009
Virtual school parent perceptions of public school accountability
Kingsbury, I., Marshall, D. T., & Maranto, R. (2025) · Discover Education · doi:10.1007/s44217-025-00667-4
Sociocultural Considerations for Identifying and Developing Talent in the Schools of the Future
Plucker, J. A., Meyer, M. S., & Makel, M. C. (2026) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-80686-043-220261007
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Harbatkin, E., & Wolf, B. (2026) · American Educational Research Journal · doi:10.3102/00028312261489577
- Authors
- Hutt, E., & Polikoff, M. S.
- Affiliations
- University of North Carolina at Chapel Hill (US)
- University of Southern California (US)
- Corresponding author
- Hutt, Ethan
- Venue
- Educational Researcher
- Published
- 2020-06-09
- Volume
- 49
- Issue
- 7
- Pages
- 503-511
- ISSN
- 0013-189X (ISSN-L)
- 1935-102X
- OpenAlex
- W3035387381
- Cited by
- 20
- References
- 40
- Citations by year
- 2026: 3 · 2025: 2 · 2024: 1 · 2023: 8 · 2022: 3 · 2021: 3
- FWCI
- 3.47
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Educational Researcher (publishedVersion, cc-by-nc)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion)
- UNC Libraries
- Funders
- Directorate for Education and Human Resources (1445654)
- William T. Grant Foundation (183913)
- Topics
- Social Sciences › Decision Sciences › Information Systems and Management › Educational Assessment and Improvement
- Social Sciences › Education › School Choice and Performance
- Social Sciences › Political Science and International Relations › Global Educational Policies and Reforms
- Keywords
- public accountability, educational reform, information disclosure, school performance data, democratic participation, educational equity, court cases, school improvement
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