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Data Quality Campaign, 2025
Statewide longitudinal data systems (SLDSs) often rely on personal identifiers to securely link individual-level data across early childhood, K-12, higher education, and the workforce. However, different sectors use different types of personal identifiers which can make accurately connecting records difficult. Driver's license data offers a single…
Descriptors: Data Collection, Motor Vehicles, Certification, Education Work Relationship
Data Quality Campaign, 2021
Data reflects a series of decisions made by people--and those decisions affect the story that data tells, what it captures, and how it can and should be used to inform decision-making. Because of this, mistrust in data is often the result of incomplete information and a lack of context. This resource breaks down what it means to build trust in…
Descriptors: Data Use, Data Collection, Data Analysis, Bias
Stelina Chatzichristou; Vlasis Korovilos; Jasper van Loo – UNESCO-UNEVOC International Centre for Technical and Vocational Education and Training, 2025
This publication is the fourth in a series of practical Cedefop skills anticipation guides for policymakers, analysts, and expert professionals. The three previous guides presented a rich mosaic of conventional and emerging methods for identifying technological change and its impact on skills. They assessed the merits and challenges of using…
Descriptors: Foreign Countries, Sustainability, Labor Market, Job Skills
Advance CTE: State Leaders Connecting Learning to Work, 2020
In March 2020, Advance CTE and the Association for Career and Technical Education (ACTE) convened a Shared Solutions Workgroup of state and national experts to explore strategies for effective Career Technical Education (CTE) data reporting and communication. Over a series of meetings, the workgroup co-designed a set of tools and resources to help…
Descriptors: Vocational Education, Information Dissemination, Communication Strategies, Audiences
TNTP, 2017
This report is drafted with state leaders and policy makers in mind, including those who work with or support these education leaders. The information shared in this report will likely be most relevant to states that have either not yet considered a new data system on teacher preparation providers, are only now starting to consider the idea, or…
Descriptors: Teacher Education Programs, Information Systems, Data Collection, Best Practices

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