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Ellen B. Mandinach; Edith S. Gummer – Teachers College Record, 2025
Data ethics have emerged as an essential topic in education. Educators must know how to use data effectively and responsibly. This is a complex and systemic issue that involves bringing awareness to all stakeholders, building human capacity, modifying policy, and considering equitable solutions to data use. This article posits an initial framework…
Descriptors: Data Use, Ethics, Decision Making, Elementary Secondary Education
Sean M. Baser; Mónica Maldonado; Matt T. Dean; William B. Walker Jr.; Erik C. Ness – State Higher Education Executive Officers, 2025
States serve as the central authority in higher education oversight, playing a critical role in consumer protection and quality assurance within the regulatory triad and as an independent regulatory entity. However, there is a notable gap in understanding the components of renewal processes, how agencies implement them in practice, and the…
Descriptors: State Agencies, Accountability, State Regulation, Governance
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Elliott Ostler; Tami Williams; John Schultz – School Leadership Review, 2025
In today's data-driven and data-informed educational landscape, leaders face increasing pressure to make decisions and present results based on what appear to be comprehensive statistical analyses. However, the ethical implications of these responsibilities can be complex, particularly when statistical results carry the potential to be…
Descriptors: Data Analysis, Statistical Analysis, Data Use, Ethics
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Miriam Kuhn; Johanna Higgins – Topics in Early Childhood Special Education, 2025
Early intervention (EI) home visitation programs are central to delivering services that support infants and toddlers displaying developmental delays or disabilities and their families. Entities that oversee such programs continually seek to strengthen the quality of program practices. The "Getting Ready" approach is a professional…
Descriptors: Early Intervention, Home Visits, Infants, Toddlers
Jason Williams – Solution Tree, 2025
Author Jason Williams develops a framework that balances data-based decision making with a deep consideration for addressing students' unique needs to foster improved learning outcomes. Focusing on five qualities integral to a healthy data culture, Williams offers educators a simple, reliable way to assess and reconsider their data practices to…
Descriptors: Shared Resources and Services, Information Dissemination, Information Management, Data
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Sheyanne S. Smith – Gifted Child Today, 2025
Integrating gifted education into a Multi-Tiered System of Supports (MTSS) provides a systemic approach to addressing the academic and social-emotional needs of high-ability learners (HAL) and twice-exceptional (2E) students. This article examines one state's initiative to align gifted services with the existing MTSS framework through shared…
Descriptors: Academically Gifted, Gifted Education, Multi Tiered Systems of Support, Student Needs
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Changhee Lee; Eric M. Camburn; James Sebastian – School Effectiveness and School Improvement, 2025
This study examines what forms of data school leaders use, how they matter for students' learning, and which school contexts matter for such leadership practices to succeed. Utilizing hierarchical linear modeling, we analyzed survey responses from 1,381 school leaders and administrative data from 269 Florida schools. We find that although school…
Descriptors: Data Use, Decision Making, Principals, Administrator Attitudes