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Ann A. O'Connell; Nivedita Bhaktha; Jing Zhang – Society for Research on Educational Effectiveness, 2021
Background: Counts are familiar outcomes in education research settings, including those involving tests of interventions. Clustered data commonly occur in education research studies, given that data are often collected from students within classrooms or schools. There is a wide array of distributions and models that can be used for clustered…
Descriptors: Hierarchical Linear Modeling, Educational Research, Statistical Distributions, Multivariate Analysis
Park, Sunyoung; Natasha Beretvas, S. – Journal of Experimental Education, 2021
When selecting a multilevel model to fit to a dataset, it is important to choose both a model that best matches characteristics of the data's structure, but also to include the appropriate fixed and random effects parameters. For example, when researchers analyze clustered data (e.g., students nested within schools), the multilevel model can be…
Descriptors: Hierarchical Linear Modeling, Statistical Significance, Multivariate Analysis, Monte Carlo Methods
Stapleton, Laura M.; Yang, Ji Seung; Hancock, Gregory R. – Journal of Educational and Behavioral Statistics, 2016
We present types of constructs, individual- and cluster-level, and their confirmatory factor analytic validation models when data are from individuals nested within clusters. When a construct is theoretically individual level, spurious construct-irrelevant dependency in the data may appear to signal cluster-level dependency; in such cases,…
Descriptors: Multivariate Analysis, Factor Analysis, Validity, Models
Cain, Meghan K.; Zhang, Zhiyong; Yuan, Ke-Hai – Grantee Submission, 2017
Nonnormality of univariate data has been extensively examined previously (Blanca et al., 2013; Micceri, 1989). However, less is known of the potential nonnormality of multivariate data although multivariate analysis is commonly used in psychological and educational research. Using univariate and multivariate skewness and kurtosis as measures of…
Descriptors: Multivariate Analysis, Probability, Statistical Distributions, Psychological Studies
Ranasinghe, Rasika; Chew, Emerick; Knight, Genevieve; Siekmann, Gitta – National Centre for Vocational Education Research (NCVER), 2019
It is well established that a successful transition to the labour market has long-term social and economic implications for both individuals and society. However, the journey from school to the world of work is not straightforward and needs to be better understood. Based on data from the 2006 cohort of the Longitudinal Surveys of Australian Youth…
Descriptors: Longitudinal Studies, Foreign Countries, Education Work Relationship, Adolescents
Bellon, Emmanuel O.; Ngware, Moses Waithanji; Admassu, Kassahun – Education and Urban Society, 2017
The study examines the combined effects of key elements in parental leadership on academic performance. In the wake of inadequate learning resources, parental leadership becomes an indispensable learning input for children's academic performance. The discourse utilized data collected from 2005 to 2010 in a longitudinal study involving 1,549…
Descriptors: Academic Achievement, Elementary School Students, Foreign Countries, Leadership
Marquez, Jocabed G. – ProQuest LLC, 2018
The United States faces high demand for science, technology, engineering, or mathematics (STEM) professionals and a scarce supply of individuals who pursue STEM careers, especially minority populations in the U.S with proficiency in a language other than English. The primary goal of this research was to determine the impact of use of Spanish in…
Descriptors: Longitudinal Studies, Executive Function, Mathematics Achievement, Science Achievement
Risquez, Anglica; Vaughan, Elaine; Murphy, Maura – Assessment & Evaluation in Higher Education, 2015
In the context of increased emphasis on quality assurance of teaching, it is crucial that student evaluations of teaching (SET) methods be both reliable and workable in practice. Online SETs particularly tend to raise criticisms with those most reactive to mechanisms of teaching accountability. However, most studies of SET processes have been…
Descriptors: Student Evaluation of Teacher Performance, Online Surveys, Longitudinal Studies, Scores
Hong, Jun Sung; Espelage, Dorothy L.; Sterzing, Paul R. – Youth & Society, 2017
This study examines ecological level correlates of adverse peer relationships among early adolescents (ages 12-14). Data analysis was conducted using the National Longitudinal Survey of Youth (NLSY). The sample was drawn from the mother-child data set, which included youth who in 2002 or 2004 were living with their mothers and enrolled in school.…
Descriptors: Peer Relationship, Regression (Statistics), Correlation, Early Adolescents
Pampaka, Maria; Hutcheson, Graeme; Williams, Julian – International Journal of Research & Method in Education, 2016
Missing data is endemic in much educational research. However, practices such as step-wise regression common in the educational research literature have been shown to be dangerous when significant data are missing, and multiple imputation (MI) is generally recommended by statisticians. In this paper, we provide a review of these advances and their…
Descriptors: Data Analysis, Statistical Inference, Error of Measurement, Computation
Byrnes, James P.; Miller-Cotto, Dana; Wang, Aubrey H. – Journal of Cognition and Development, 2018
As the United States experiences greater income inequality, more and more students experience an early science achievement gap. This study tested several competing theoretical models of early science achievement with a longitudinal sample of 14,624 children who were followed from kindergarten entry to the end of 1st grade. To understand why and…
Descriptors: Cognitive Development, Grade 1, Elementary School Students, Kindergarten
Cárcamo, Rodrigo A.; Vermeer, Harriet J.; van der Veer, René; van IJzendoorn, Marinus H. – Early Education and Development, 2016
Research Findings: Two longitudinal studies are reported examining the effects of full-time day care in Mapuche and non-Mapuche families in Chile. First, the Magellan-Leiden Childcare Study (MLCS) used a sample of 95 mothers with children younger than 1 year old (n = 36 in day care). Second, we partially cross-validated our results in a large and…
Descriptors: Foreign Countries, Longitudinal Studies, Mothers, Parent Child Relationship
Niu, Sunny; Tienda, Marta – Journal of Higher Education, 2013
Using a representative longitudinal survey of Texas high school seniors who graduated in 2002, we investigate how college postponement is associated with four-year college expectations and attendance--focusing both on the length of delay and the pathway to the postsecondary system. Like prior studies, we show that family background and student…
Descriptors: Academic Achievement, Longitudinal Studies, High School Seniors, Surveys
Prow, Rachael M.; Worrell, Frank C.; Andretta, James R.; Mello, Zena R. – Berkeley Review of Education, 2016
The purpose of the study was to use model-based clustering to identify adolescent time attitude profiles in a sample of students from an urban high school using Adolescent Time Inventory-Time Attitude (ATI-TA) scores and to examine the association of ATI-TA profiles with demographic variables and grade point average (GPA). Three ATI-TA profiles…
Descriptors: Urban Schools, High School Students, Profiles, Gender Differences
Associations among Head Start Fathers' Involvement with Their Preschoolers and Child Language Skills
Fagan, Jay; Iglesias, Aquiles; Kaufman, Rebecca – Early Child Development and Care, 2016
This study examined the associations among child language competence during father-child play interactions, fathers' time spent volunteering in their preschool-age child's Head Start classroom over the course of one school year, amount of father play and reading to the child at home, and fathers' positive control during play. The sample of 68…
Descriptors: Preschool Children, Early Intervention, Fathers, Parent Child Relationship

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