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Kenneth Tyler Wilcox; Ross Jacobucci; Zhiyong Zhang; Brooke A. Ammerman – Grantee Submission, 2023
Text is a burgeoning data source for psychological researchers, but little methodological research has focused on adapting popular modeling approaches for text to the context of psychological research. One popular measurement model for text, topic modeling, uses a latent mixture model to represent topics underlying a body of documents. Recently,…
Descriptors: Bayesian Statistics, Content Analysis, Undergraduate Students, Self Destructive Behavior
Enders, Craig K.; Du, Han; Keller, Brian T. – Grantee Submission, 2019
Despite the broad appeal of missing data handling approaches that assume a missing at random (MAR) mechanism (e.g., multiple imputation and maximum likelihood estimation), some very common analysis models in the behavioral science literature are known to cause bias-inducing problems for these approaches. Regression models with incomplete…
Descriptors: Hierarchical Linear Modeling, Regression (Statistics), Predictor Variables, Bayesian Statistics
Yongyun Shin; Stephen W. Raudenbush – Grantee Submission, 2023
We consider two-level models where a continuous response R and continuous covariates C are assumed missing at random. Inferences based on maximum likelihood or Bayes are routinely made by estimating their joint normal distribution from observed data R[subscript obs] and C[subscript obs]. However, if the model for R given C includes random…
Descriptors: Maximum Likelihood Statistics, Hierarchical Linear Modeling, Error of Measurement, Statistical Distributions
Jaylin Lowe; Charlotte Z. Mann; Jiaying Wang; Adam Sales; Johann A. Gagnon-Bartsch – Grantee Submission, 2024
Recent methods have sought to improve precision in randomized controlled trials (RCTs) by utilizing data from large observational datasets for covariate adjustment. For example, consider an RCT aimed at evaluating a new algebra curriculum, in which a few dozen schools are randomly assigned to treatment (new curriculum) or control (standard…
Descriptors: Randomized Controlled Trials, Middle School Mathematics, Middle School Students, Middle Schools
Clark, D. Angus; Nuttall, Amy K.; Bowles, Ryan P. – Grantee Submission, 2018
Latent change score models (LCS) are conceptually powerful tools for analyzing longitudinal data (McArdle & Hamagami, 2001). However, applications of these models typically include constraints on key parameters over time. Although practically useful, strict invariance over time in these parameters is unlikely in real data. This study…
Descriptors: Robustness (Statistics), Statistical Analysis, Longitudinal Studies, Statistical Bias
Middleton, Joel A.; Scott, Marc A.; Diakow, Ronli; Hill, Jennifer L. – Grantee Submission, 2016
In the analysis of causal effects in non-experimental studies, conditioning on observable covariates is one way to try to reduce unobserved confounder bias. However, a developing literature has shown that conditioning on certain covariates may increase bias, and the mechanisms underlying this phenomenon have not been fully explored. We add to the…
Descriptors: Statistical Bias, Identification, Evaluation Methods, Measurement Techniques
Ansari, Arya; Purtell, Kelly M. – Grantee Submission, 2018
Using nationally representative data from the Family and Child Experiences Survey 2009 Cohort (n = 2,798), this study examined patterns of absenteeism and their consequences through the transition to kindergarten. Overall, children were less likely to be absent in kindergarten than from Head Start at ages 3 and 4. Absenteeism was fairly stable…
Descriptors: Attendance, Kindergarten, Disadvantaged Youth, Preschool Education
Likens, Aaron D.; McCarthy, Kathryn S.; Allen, Laura K.; McNamara, Danielle D. – Grantee Submission, 2018
Self-explanations are commonly used to assess on-line reading comprehension processes. However, traditional methods of analysis ignore important temporal variations in these explanations. This study investigated how dynamical systems theory could be used to reveal linguistic patterns that are predictive of self-explanation quality. High school…
Descriptors: Reading Comprehension, High School Students, Content Area Reading, Sciences
Wang, Feihong; Algina, James; Snyder, Patricia; Cox, Martha; Vernon-Feagans, Lynne; Cox, Martha; Blair, Clancy; Burchinal, Margaret; Burton, Linda; Crnic, Keith; Crouter, Ann; Garrett-Peters, Patricia; Greenberg, Mark; Lanza, Stephanie; Mills-Koonce, Roger; Werner, Emily; Willoughby, Michael – Grantee Submission, 2017
We examined individual differences and predictions of children's patterns in behavioral, emotional and attentional efforts toward challenging puzzle tasks at 24 and 35 months using data from a large longitudinal rural representative sample. Using latent transition analysis, we found four distinct task-oriented patterns in problem-solving tasks…
Descriptors: Toddlers, Preschool Children, Task Analysis, Early Childhood Education
Crossley, Scott A.; Kyle, Kristopher; McNamara, Danielle S. – Grantee Submission, 2016
An important topic in writing research has been the use of cohesive features. Much of this research has focused on local and text cohesion. The few studies that have studied global cohesion have been restricted to first language writing. This study investigates the development of local, global, and text cohesion in the writing of 57 language (L2)…
Descriptors: Writing (Composition), Essays, Writing Assignments, Second Language Learning
Rittle-Johnson, Bethany; Zippert, Erica L.; Boice, Katherine L. – Grantee Submission, 2018
Because math knowledge begins to develop at a young age to varying degrees, it is important to identify foundational cognitive and academic skills that might contribute to its development. The current study focused on two important, but often overlooked skills that recent evidence suggests are important contributors to early math development:…
Descriptors: Preschool Children, Mathematics, Mathematics Skills, Knowledge Level
Talwar, Amani; Tighe, Elizabeth L.; Greenberg, Daphne – Grantee Submission, 2018
This study explored the background knowledge (BK) and reading comprehension (RC) relationship for struggling adult readers. Using confirmatory factor analyses, a single-factor BK model exhibited better fit than a two-factor model separating academic knowledge and general information, which indicates that BK represents a unidimensional construct…
Descriptors: Knowledge Level, Reading Comprehension, Factor Analysis, Structural Equation Models
Doabler, Christian T.; Nelson, Nancy J.; Kennedy, Patrick; Stoolmiller, Mike; Fien, Hank; Clarke, Ben; Smolkowski, Keith; Gearin, Brian; Baker, Scott K. – Grantee Submission, 2018
Accumulating research has established explicit mathematics instruction as an evidence-based teaching practice. This study utilized observation data from a multi-year efficacy trial to examine the longitudinal effect of a core kindergarten mathematics program on the use of explicit mathematics instruction among two distinct groups of teachers: one…
Descriptors: Core Curriculum, Evidence Based Practice, Longitudinal Studies, Mathematics Instruction
Adelman, Robert Mark; Herrmann, Sarah D.; Bodford, Jessica E.; Barbour, Joseph E.; Graudejus, Oliver; Okun, Morris A.; Kwan, Virginia S. Y. – Grantee Submission, 2017
This research examined the function of future self-continuity and its potential downstream consequences for academic performance through relations with other temporal psychological factors and self-control. We also addressed the influence of cultural factors by testing whether these relations differed by college generation status. Undergraduate…
Descriptors: Cultural Influences, Undergraduate Students, Psychological Patterns, Academic Achievement
Doabler, Christian T.; Clarke, Ben; Kosty, Derek B.; Baker, Scott K.; Smolkowski, Keith; Fien, Hank – Grantee Submission, 2016
There is a dearth of research on Tier 1 instruction designed to improve the mathematics achievement of English learners. This study examined the impact of a core kindergarten mathematics curriculum on the mathematics achievement of Spanish-speaking English learners (SS-ELs). Secondary aims tested for differential response to the curriculum among…
Descriptors: Kindergarten, Core Curriculum, Mathematics Curriculum, Mathematics Achievement