Experiments in psychology or education often use logistic regression models (LRMs) when analyzing binary outcomes. However, a challenge with LRMs is that results are generally difficult to understand. We present alternatives to LRMs in the analysis of experiments and discuss the linear probability model, the log-binomial model, and the modified…

Decomposing variables into between and within components are often required in multilevel analysis. This method of decomposition should not ignore possible unreliability of an observed group mean (i.e., arithmetic mean) that is due to small cluster sizes and can lead to substantially biased estimates. Adjustment procedures that allow unbiased…

Learners' monitoring judgments during reading are based on a variety of cues, and the roles of task features in promoting and constraining judgment accuracy are beginning to be understood. This work examined task and item characteristics influencing adults' monitoring of performance during reading and study tasks. In Study 1a, adults (N = 242)…

Research examining students' perceptions of cost (i.e., what one must give up in order to complete a particular task), has been growing over the past decade; however, almost no research has examined teachers' perceptions of cost. Given the importance of cost beliefs as predictors of students' academic behavior and choices, an examination of…

Multilevel Rasch models are increasingly used to estimate the relationships between test scores and student and school factors. Response data were generated to follow one-, two-, and three-parameter logistic (1PL, 2PL, 3PL) models, but the Rasch model was used to estimate the latent regression parameters. When the response functions followed 2PL…

Research has shown that teachers' autonomy support and provision of structure relate to students' agentic and behavioral engagement. Moreover, agentic engagement elicits higher teacher autonomy support. In the present 5-week diary study, we investigated the dynamic nature of this interplay between teachers and students through their…

While personal performance-approach goals (PAp goals) have already been successfully bifurcated into normative and appearance PAp goals, the same distinction has not yet been applied to performance-approach goal structures (PAp goal structures). The present study therefore aimed to (a) test the factorial two-level structure of PAp goal structures…

Academic help-seeking is a self-regulatory strategy that can have an important influence on students' learning and achievement. The primary goal of the present study was to investigate whether college students' sense of belonging could be used to understand their academic help-seeking. In addition, two aspects of motivation, self-efficacy for…

Randomized controlled trials are not always feasible in educational research, so researchers must use alternative methods to study treatment effects. Propensity score matching is one such method for observational studies that has shown considerable growth in popularity since it was first introduced in the early 1980s. This paper outlines the…

The present study illustrates the utility of applying multilevel mixture models in educational research, using data on the homework behavior of 1,812 Swiss eighth-grade students in French as a second language. A previous person-centered study identified 5 homework learning types characterized by different patterns of high or low homework time and…

The purpose of this study was to further clarify the structure of social persuasion as a source of self-efficacy in early adolescence and to examine the influence of social persuasion on STEM self-efficacy. Specifically, we proposed that social persuasion for math should be considered a multifactor construct for middle school students when…

We examined the associations of cognitive skills, math-related emotions and beliefs, and gender with responses to an arithmetic fluency intervention. Elementary school children with dysfluent arithmetic skills (N=69) participated in an arithmetic fluency intervention (with and without self-efficacy support) implemented in small groups in schools…

We examined the role of epistemic cognition in calibration to task complexity before and during learning. Sixty-six undergraduate students were presented with two learning tasks--a simple task and a more complex task--in random order. Prior to learning, offline measures of learners' epistemic beliefs about climate change were taken. An open-ended…

To advance understanding of international students' psychological well-being and social-emotional experiences, we tested whether specific social influences could enhance international students' belonging and well-being and attenuate loneliness. Graduate and undergraduate international students (N = 126) from two universities in the United States…

This article presents research on persistence among at-risk students using network analysis following multiple linear regression (MLR). Data on a population of enrolled undergraduate students at an urban-serving university over several years (P = 35,239) is tested using multiple linear regression. Variables interacting at different dimensions of…