Automatic machine learning (AutoML) methods automate the time-consuming, feature-engineering process so that researchers produce accurate student models more quickly and easily. In this paper, we compare two AutoML feature engineering methods in the context of the National Assessment of Educational Progress (NAEP) data mining competition. The…

This basic qualitative research study explored the lives of 14 elementary teachers in their classroom environment to answer two central research questions which are: what coping strategies do teachers find most effective and what coping mechanisms provided by administration helps them cope with classroom stress? Data were collected through…

This chapter reviews actionable data use--both as an umbrella term and as a specific concept--developed in three different traditions that data/information can inform and guide P-20 educational practice toward better outcomes. The literatures reviewed are known as data-driven decision making (DDDM), education data mining (EDM), and learning…

This qualitative exploratory single case research study used observations, semi-structured interviews, and document analysis to explore co-teachers' perceptions of the implementation of a co-teaching instructional model in elementary school general education classrooms with clusters of English learners (EL) in attendance. A total of four…

In this study, the researcher obtained three years of school-level state testing data from 1,467 Title I elementary schools in the state of Tennessee and analyzed the averages in context of teachers' responses on a state-wide TELL survey. The researcher wanted to see if teachers who taught in low-performing schools perceived the absolute and…

In a more complex and dynamic world, it is important to have knowledge of research methods in order to understand our internal and external environments. This paper aims to outline different ways of approaching research into language studies and mainly provides an introduction to one of them, the interview. As interviewing is one of the main data…

This qualitative action research study examined teachers' perceptions about co-teaching and its effectiveness as an instructional model for students with disabilities. One-on-one interviews were conducted with eight elementary and secondary teachers from a medium sized school district located in Southwest Ohio that has a students' with…

Worldwide, the interest of policy-makers in participating in studies from the International Association for the Evaluation of Educational Achievement (IEA), such as Trends in International Mathematics and Science Study (TIMSS) has been growing rapidly over the past two decades. These studies offer the opportunity to relate the teaching and…

The coprincipalship has been suggested as an organizational structure that addresses the increasing workload and time demands of the principal as well as the shortage of qualified applicants for the position. This article presents the findings of a qualitative study of coprincipals in public and private schools in California, Illinois,…

This brief report uses data from five administrations of the Schools and Staffing Survey (SASS) to examine the distribution of weekly instructional hours by regular, full-time first- through fourth-grade teachers of self-contained classrooms in four subjects: English/reading/language arts; arithmetic/mathematics; social studies/history; and,…