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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
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
Marjorie Cohen; Steve Klein; Cherise Moore – Career and Technical Education Research Network, 2020
By partnering with researchers, state CTE administrators have the opportunity to better understand CTE programming and practices across their states. This is the fourth in a series of six practitioner training modules developed as part of the Career & Technical Education (CTE) Research Network Lead. Designed for CTE practitioners and state…
Descriptors: Vocational Education, Educational Research, Research Utilization, Data Use
EdSource, 2011
This playbook draws from the findings of "Gaining Ground in the Middle Grades," the largest empirical study of this grade level conducted to date. The "Gaining Ground in the Middle Grades" study was designed to find out what higher-performing schools do differently. The result is a compelling set of specific, actionable…
Descriptors: Middle School Students, Middle Schools, Administrator Role, Academic Achievement

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