In education research test scores are a common object of analysis. Across studies test scores can be an important outcome, a highly predictive covariate, or a means of assigning treatment. However, test scores are a measure of an underlying proficiency we can't observe directly and so contain error. This measurement error has implications for how…

No Child Left Behind (NCLB) cemented a standardized testing assessment culture in the United States but research has highlighted the inequities (Au, 2020; Dixon, 1978; Grodsky et al., 2008; Khan, 2020; Moses & Nanna, 2007), unreliability (Hunt et al., 2010; Pizmony-Levy & Green Saraisky, 2016) and negative impacts (Berryhill et al., 2009;…

Initiatives to increase leadership accountability coupled with efforts to promote data-driven leadership have led to widespread adoption of instruments to assess school leaders. In this article, we present a decision matrix that practitioners and researchers can use to facilitate instrument selection. Our decision matrix focuses on the…

Institutions of higher education face an increasing demand for evidence that they are providing the high-quality educational experience promised in promotional materials. Accrediting bodies require assessment for accountability to ensure continuous improvement. Faculty at Christian higher education institutions join their secular counterparts in…

Federal accountability requirements after the No Child Left Behind (NCLB) Act of 2001 and the need to report progress for various disaggregated subgroups of students meant that the methods used to set and articulate performance standards across the grades must be revisited. Several solutions that involve either "a priori" deliberations…

Evaluating quality in early childhood education and care (ECEC) service internationally is increasingly important. Research to date indicates that it is "high-quality" programmes that boost and sustain children's achievement outcomes over time. There is also growing interest in the accountability of public funds used for ECEC…

If special education teacher evaluation systems are to meet their promise of improving practice for students with disabilities, they need to be designed in a way that promotes and rewards strong instructional practice. In 2010, the Idaho State Department of Education (SDE) partnered with researchers from Boise State University to develop a special…

Accountability systems that measure student learning rather than student achievement have the potential to more accurately evaluate school quality. However, one methodological concern has remained surprisingly absent from discussions of value-added modeling. Standardized assessments that exhibit either positive or negative correlations between…

Despite the importance of writing analytically in response to texts, there are few assessments measuring students' mastery of this skill. This manuscript describes the development of a response-to-text assessment (RTA) intended for use in research. In a subsequent validity investigation we examined whether the RTA distinguished among classrooms in…

This brief (1) defines indicators, (2) places the concept into the context of the various ways indicators can be used in education, (3) explores some specific considerations and concerns that arise in evaluating results, (4) offers a categorization and examples of short-term outcome indicators for school use, and (5) stresses the need for policy…

The Wisconsin Technical College System (WTCS) is working to comply with the Carl D. Perkins Career and Technical Education Improvement Act of 2006 (Perkins) to ensure that its graduates have mastered the technical skills needed by business and industry. The legislation requires that each state identify and approve program assessment strategies…

In higher education, assessment of leadership capacities and performance of department chairs and students allows stakeholders to evaluate individuals and programs. To that end, this article describes the Individual Development and Educational Assessment (IDEA) Feedback for Department Chairs system, a psychometrically sound instrument developed…

Value-added modeling is an alternative approach to test-based accountability systems based on the proportions of students scoring at or above pre-determined proficiency levels. Value-added modeling techniques provide opportunities to estimate an individual teacher's effect on student learning, while allowing for the possibility to control for the…

For lower-achieving students with disabilities, effective and appropriate alternate assessment based on modified achievement standards (AA-MAS) can open the door to greater expectations and opportunities. State policymakers have the option of providing certain students who have disabilities with AA-MAS aligned with grade-level content--and now…

Psychological social psychologists have devoted great effort to measuring the elusive construct of unconscious prejudice. However, recent work underscores both the psychometric flaws of these measures and the weaknesses in claims that they predict behavior in realistic organizational settings. Before accepting unconscious prejudice as an…