As awareness of bias in educational machine learning applications increases, accountability for technologies and their impact on educational equality is becoming an increasingly important constituent of ethical conduct and accountability in education. This article critically examines the relationship between so-called algorithmic fairness and…

Contemporary teacher evaluation systems are built upon multiple measures including, primarily, teacher-level value-added and observational estimates. While researchers have conducted examinations of these systems and indicators, researchers have not investigated how using these systems might distort the validity of the inferences being drawn,…

This paper identifies a nascent trend in several countries regarding increased collection, public availability and use of destination data for graduates of secondary education, with policy ambitions to support pupil-level decision-making and drive provider-level accountability. This trend mirrors the previous development of such data for higher…

The author argues that while outcomes assessment may be an imperfect process, if completed in a systematic and deliberative manner, it can help determine the overall direction, culture, and success of an academic department. Most important, assessment can spark meaningful pedagogical and curricular discussions that can lead to substantive academic…

A review of the present situation of occupational stereotyping introducing this document suggests that the legal mandate and implementation on the federal, state, and local levels apparently have not been followed by establishments serving the educational field, nor by educational institutions themselves. From a discussion of studies done on…

In Kentucky, high stakes assessment of schools and school districts resulting from the state's educational reform initiative raises the issue of fairness. Should educational officials and teachers be held accountable for student performance despite vast differences in the socioeconomic conditions of the surrounding communities when extensive…