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Understanding the Impact of Data-Driven Accreditor Practices on Student Outcomes

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Title: Understanding the Impact of Data-Driven Accreditor Practices on Student Outcomes
Language: English
Authors: Cameron Childress, Elizabeth Davidson Pisacreta, James Dean Ward, Ithaka S+R
Source: ITHAKA S+R. 2026.
Availability: ITHAKA S+R. Available from: ITHAKA. One Liberty Plaza, 165 Broadway 5th Floor, New York, NY 10006. Tel: 212-500-2355; e-mail: ithakasr@ithaka.org; Web site: https://sr.ithaka.org
Peer Reviewed: N
Page Count: 38
Publication Date: 2026
Sponsoring Agency: Arnold Ventures
Document Type: Reports - Research
Education Level: Higher Education
Postsecondary Education
Descriptors: Data Use, Decision Making, Accreditation (Institutions), Outcomes of Education, College Graduates, Educational Attainment, School Holding Power, Full Time Students, Student Loan Programs, Loan Default, Graduation Rate, Undergraduate Students, College Enrollment, Student Financial Aid
DOI: 10.18665/sr.324688
Abstract: This paper examines whether the adoption of data-driven practices by the seven former regional accreditors is associated with measurable changes in student outcomes. The authors document when accreditors introduced four observable practices--public dashboards, public-facing reports, peer benchmarking policies, and internal dashboards--and compare the onset of those practices with resulting changes in student outcomes, including graduation, completion, full-time retention, and student loan default rates between 2014 and 2023. Through this research the authors find modest and short-lived associations between adoption and improvements in retention and cohort default rates in the four-year sector and some evidence of improved graduation rates in the two-year sector. The results suggest that data transparency and benchmarking, on their own, are not strong levers for shifting institutional behavior and are better understood as reinforcing existing accountability structures rather than transforming them.
Abstractor: ERIC
Entry Date: 2026
Accession Number: ED681040
Database: ERIC
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  Data: Understanding the Impact of Data-Driven Accreditor Practices on Student Outcomes
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  Data: ITHAKA S+R. Available from: ITHAKA. One Liberty Plaza, 165 Broadway 5th Floor, New York, NY 10006. Tel: 212-500-2355; e-mail: ithakasr@ithaka.org; Web site: https://sr.ithaka.org
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  Data: 10.18665/sr.324688
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  Data: This paper examines whether the adoption of data-driven practices by the seven former regional accreditors is associated with measurable changes in student outcomes. The authors document when accreditors introduced four observable practices--public dashboards, public-facing reports, peer benchmarking policies, and internal dashboards--and compare the onset of those practices with resulting changes in student outcomes, including graduation, completion, full-time retention, and student loan default rates between 2014 and 2023. Through this research the authors find modest and short-lived associations between adoption and improvements in retention and cohort default rates in the four-year sector and some evidence of improved graduation rates in the two-year sector. The results suggest that data transparency and benchmarking, on their own, are not strong levers for shifting institutional behavior and are better understood as reinforcing existing accountability structures rather than transforming them.
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        Value: 10.18665/sr.324688
    Languages:
      – Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 38
    Subjects:
      – SubjectFull: Data Use
        Type: general
      – SubjectFull: Decision Making
        Type: general
      – SubjectFull: Accreditation (Institutions)
        Type: general
      – SubjectFull: Outcomes of Education
        Type: general
      – SubjectFull: College Graduates
        Type: general
      – SubjectFull: Educational Attainment
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      – SubjectFull: School Holding Power
        Type: general
      – SubjectFull: Full Time Students
        Type: general
      – SubjectFull: Student Loan Programs
        Type: general
      – SubjectFull: Loan Default
        Type: general
      – SubjectFull: Graduation Rate
        Type: general
      – SubjectFull: Undergraduate Students
        Type: general
      – SubjectFull: College Enrollment
        Type: general
      – SubjectFull: Student Financial Aid
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      – TitleFull: Understanding the Impact of Data-Driven Accreditor Practices on Student Outcomes
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            NameFull: Cameron Childress
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            NameFull: Elizabeth Davidson Pisacreta
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            NameFull: James Dean Ward
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              Y: 2026
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