Strategic Performance Indicators (SPIs) are summary measures derived from parallel, descriptive analyses conducted across educational agencies. The SPIs are designed to inform agency management and efforts to improve student outcomes. We developed the SPIs to reveal patterns common across partner agencies, to highlight exceptions to those…

Debate over the design of state and federal accountability systems is an important ongoing issue for policy makers. As we move toward next-generation accountability through No Child Left Behind's (NCLB) waivers and reauthorization drafts, it is important to understand the implementation and effects of key elements of prior accountability systems.…

The purpose of this study was to evaluate the sensitivity of growth and value-added modeling to the way an underlying vertical score scale has been created. Longitudinal item-level data were analyzed with both student- and school-level identifiers for the entire state of Colorado between 2003 and 2006. Eight different vertical scales were…

Value-added indicators are now a central part of school accountability in England, and value-added information is routinely used in school improvement at both the national and the local levels. This article describes the value-added models that are being used in the academic year 2007-8 by schools, parents, school inspectors, and other…

This article develops a model for longitudinal student achievement data designed to estimate heterogeneity in teacher effects across students of different achievement levels. The model specifies interactions between teacher effects and students' predicted scores on a test, estimating both average effects of individual teachers and interaction…

Fixed effects models are often useful in longitudinal studies when the goal is to assess the impact of teacher or school characteristics on student learning. In this article, I introduce an alternative procedure: adaptive centering with random effects. I show that this procedure can replicate the fixed effects analysis while offering several…

This article considers potential impediments to the estimation of teacher quality caused primarily by the purposeful behavior of families, administrators, and teachers. The discussion highlights the benefits of accounting for student and school differences through a value-added modeling approach that incorporates a student's history of family,…

Nonrandom assignment of students to teachers can bias value-added estimates of teachers' causal effects. Rothstein (2008, 2010) shows that typical value-added models indicate large counterfactual effects of fifth-grade teachers on students' fourth-grade learning, indicating that classroom assignments are far from random. This article quantifies…

The utility of value-added estimates of teachers' effects on student test scores depends on whether they can distinguish between high- and low-productivity teachers and predict future teacher performance. This article studies the year-to-year variability in value-added measures for elementary and middle school mathematics teachers from five large…

Governance is widely believed to be an important determinant of the effectiveness of educational systems. Yet there are few systematic evaluations of the linkages between educational governance and student outcomes, or cogent frameworks for evaluating the effectiveness of governance arrangements in a way that can guide potential policy changes. In…

This article describes the potential for using K-12 education data to support school improvement efforts and the effective and efficient use of education resources. It examines the availability and transparency of education data in California as part of the "Getting Down to Facts" effort to improve education decision making in that state. The…

Do students perform better on statewide assessments in years in which they have more school days to prepare? We explore this question using data on math and reading assessments taken by students in the third, fifth, and eighth grades since 1994 in Maryland. Our identification strategy is rooted in the fact that tests are administered on the same…

The No Child Left Behind Act of 2001 (NCLB) requires states to establish goals for all students and for groups of students characterized by race, ethnicity, poverty, disability, and limited English proficiency and requires schools to make annual progress in meeting these goals. In a number of states, officials have argued that increased federal…