Determining whether a state's young people are on track for a life of opportunity is a difficult task for governors and state leaders. States can be both awash in data and unable to easily access and use that data to inform policy. State longitudinal data systems that meaningfully connect workforce, higher education, K-12, and early childhood…

This chapter details the process the University of Michigan developed to build institutional capacity for learning analytics. A symposium series, faculty task force, fellows program, research grants, and other initiatives are discussed, with lessons learned for future efforts and how other institutions might adapt such efforts to spur cultural…

This tool and its supporting resources are intended to help education leaders understand and assess equitable access data to support a root-cause analysis and, ultimately, draft a State Plan to Ensure Equitable Access to Excellent Educators. The activities in this tool introduce metrics, address staff capacity for analyzing equitable access data,…

There is extensive research on the benefits of making data-informed decisions to improve learning, but these benefits rely on the data being effectively interpreted. Despite educators' above-average intellect and education levels, there is evidence many educators routinely misinterpret student data. Data analysis problems persist even at districts…

This document presents an interactive visual guide that explains what data are, how they help, and what people can do with them. It also offers ways to enact statewide policies that support effective data use.

There has been a significant increase in the use of secondary data sets. Many such data sets purport to be nationally representative. Secondary data sets include research commissioned by the National Center for Education Statistics, the Centers for Disease Control, and other public entities. Research increasingly utilizes these secondary data in…

Accountability policies imply much about high school teachers' abilities and willingness to use state assessment data to improve instruction. This study asked what teacher- and school-level variables best predict how frequently teachers use state assessment data and how much instructional benefit they derive from use of data. Research has…

Institutional researchers are responsible for the collection, organization, analysis, and maintenance of large amounts of personally identifiable data on students, faculty, and staff. Not only are institutional research (IR) offices required to report these data to state and federal agencies, they are also responsible for providing information to…

The purpose of this study was to determine the impact of using renewable energy data, obtained from a comprehensive data acquisition system, on improving students' learning and developing their higher-order learning skills. This study used renewable energy data available through a data acquisition system installed and tested by the Green Research…

Reviews pattern recognition techniques of multivariate statistical analysis as a means of data reduction. (SL)

Good information is essential to making intelligent policy decisions. The availability of information about education in Manitoba is hampered both by the questionable validity of much of the data and by the lack of centralized sources. Without attempting to be exhaustive, this booklet briefly analyzes the types of information available on…

This guide presents an introduction to the basics about data collection and discusses the uses of data in daily work. The emphasis is on youth programs in Indiana, but the information is useful for programs in other states. Ways in which program planners and advocacy activists can use data are described, and local, state, and national resources…

This manual is a resource of ideas and suggestions for comprehensive statewide planning of vocational education. It is directed toward both experienced and inexperienced vocational education planners. The data analysis and display techniques presented are useful for producing information for developing state plans and for communicating data-based…

Proceedings of a study group that considered the utility of the Higher Education General Information Survey (HEGIS) finance data for institutional and higher educational sector comparisons are presented, as are issue papers and descriptive information. The study group of representatives from higher education institutions and organizations outlined…

A survey of institutions concerning their reporting of data on the Higher Education General Information Survey and specifically examining the differences in definitions and calculations among reporting institutions, confirmed suspected problems of comparability of information. The impact of these differences on data interpretation is discussed.…