Background: Though approximately 80% of teachers are women, they hold only about 50% of all principalships, and just a quarter of superintendent positions (Finnan and McCord, 2017; Robinson et al., 2017; Tienken, 2021; White, 2023). When women do take on leadership positions, evidence suggests they tend to work in districts serving students with…

Background: The generalizability of a study's results continues to be at the forefront of concerns in evaluation research in education (Tipton & Olsen, 2018). Over the past decade, statisticians have developed methods, mainly based on propensity scores, to improve generalizations in the absence of random sampling (Stuart et al., 2011; Tipton,…

Background: Clustered randomized controlled trials are commonly used to evaluate the effectiveness of treatments. Frequently, stratified or paired designs are adopted in practice. Fogarty (2018) studied variance estimators for stratified and not clustered experiments and Schochet et. al. (2022) studied that for stratified, clustered RCTs with…

Background: Meta-analysis refers to the statistical methods employed to combine results of several empirical studies in a topic of interest (Hedges & Olkin, 1985). Meta-analysis is often included in literature review studies to quantitatively analyze data from a collection of studies (Valentine et al., 2010). The statistical power of a…

Doubly robust (DR) estimators that combine regression adjustments and inverse probability weighting (IPW) are widely used in causal inference with observational data because they are claimed to be consistent when either the outcome or the treatment selection model is correctly specified (Scharfstein et al., 1999). This property of "double…

In a randomized controlled trial (RCT), some subjects assigned to the treatment condition may not fully comply. Often there is interest in the effect of the treatment within the "principal stratum" of subjects who would comply if assigned to treatment. However, it is unknown which control subjects would have complied if treated and which…

Background: The closures resulting from the COVID-19 pandemic significantly impacted teacher licensure pathways. During that time, prospective teachers had less access to student teaching experiences, fewer program and course completion opportunities, and a reduced ability to prepare for and pass state licensing examinations. In response, a State…

Background/Context: The proposed paper will share findings from a dissertation study examining mindfulness as a tool to reduce the impacts of educator bias on school discipline disparities. Teachers are the single most important factor in determining student achievement compared to any other aspect of schooling, yet studies are finding that the…

Background: Developmental education (i.e., remedial education) has come under scrutiny given evidence that it is ineffective for learning or hinders students' progress toward degree completion (Scott-Clayton & Rodriguez, 2014; Xu & Dadgar, 2018). However, there is heterogeneity in the effect of developmental education, with positive…