Artificial neural networks (NN) can help researchers estimate propensity scores for quasi-experimental estimation of treatment effects because they can automatically detect complex interactions involving many covariates. However, NN is difficult to implement due to the complexity of choosing an algorithm for various treatment levels and monitoring…

The purpose of this quantitative, descriptive, comparative study was to investigate the effect of teacher retention on the academic assessment of 8th-grade middle school students. The South Carolina College- and Career-Ready Assessments (SC READY) examination measured students' English/Language Arts (ELA) and mathematics academic performance. This…

Classroom teaching is a demanding and arduous profession, requiring teachers to have a suitable personality to succeed and persevere. However, academic institutions usually determine acceptance based solely on cognitive test scores, despite research indicating the added value of personality measures. This study presents the MESILA personality…

Most states responded to the onset of the pandemic by temporarily granting teachers Emergency licenses. These licenses allowed teachers to work in classrooms without passing the typical licensure exams. Since then, several states have extended their use of Emergency licenses, raising questions about how these policies impact the composition of the…

Improving teacher selection is an important strategy for strengthening the quality of the teacher workforce. As districts adopt commercial teacher screening tools, evidence is needed to understand these tools' predictive validity. We examine the relationship between Frontline Education's TeacherFit instrument and newly hired teachers' outcomes. We…

Much research has been conducted on teacher retention, student absences, and suspensions. The results of this research have been shaping the education of primary students. Through standardized or achievement tests, instructional leaders determine each student's level of intellectual knowledge. This knowledge is determined through reading, math,…

The purpose of this study is to evaluate the effects of Florida's Best and Brightest Teacher Scholarship on the retention rates of "High-Quality" Teachers. In 2015, the state provided $44 million for recruitment and retention bonuses of $10,000. In subsequent years, the program was reduced in size of award until ultimately canceled in…

The onset of the pandemic in spring 2020 substantially disrupted routes into teaching and offered a unique opportunity to study this process with different requirements for initial entry into the classroom. We examine the impacts of the Temporary Certificate of Eligibility (Temporary CE), which allowed teacher candidates in New Jersey to enter the…

This research investigates whether teachers' unions influence student academic achievement in Southern states that prohibit collective bargaining. Our data are from the School and Staffing Survey and the Stanford Education Data Archive. We measure the strength of teachers' unions by union membership rate and meet-and-confer status of a district…

The ability and competence to communicate with students in a clear and understandable manner is referred to as teaching effectiveness (Sanchez et al., 2020). Educators strive for ongoing professional development and skill enhancement as a means of improving student achievement, and there are standardized performance metrics used to observe how…

This qualitative study aimed to research the perspectives of four teachers who teach low-scoring populations of students traditionally. The research questions focused on job satisfaction, self-efficacy, and retention in education about Value-Added Model scores in their evaluations. The secondary purpose was for the teachers to recommend authentic…

Low-performing school districts in the southern region of the United States struggle to retain qualified teachers, leading to the hiring of inexperienced educators, resulting in lower student test scores. The purpose of this qualitative action research study was to investigate ways low performing public school districts can retain qualified and…

School librarians occupy a unique position to offer supports for first-year teachers to build teachers' resilience, reduce their burnout, and ensure retention. Fifteen school librarians recruited twenty-six new teachers in their schools to form the treatment group. A comparison group of twenty-six new teachers were matched by initial scores on a…

Many school districts in the United States are facing growing concerns regarding the shortage of qualified candidates for teaching positions. This problem has existed for some time, and its deleterious effects are exacerbated in school districts that have significant teacher turnover. School districts with higher teacher retention can mitigate…

This study analyzed the relationship between the perceived principal's authentic leadership (relational transparency, internalized moral perspective, balanced processing, and self-awareness) scores and the teachers' affective, normative, and continuance commitment scores when controlling for the principal's gender, and the teachers' age,…