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McNeish, Daniel; Harring, Jeffrey R. – Educational and Psychological Measurement, 2017
To date, small sample problems with latent growth models (LGMs) have not received the amount of attention in the literature as related mixed-effect models (MEMs). Although many models can be interchangeably framed as a LGM or a MEM, LGMs uniquely provide criteria to assess global data-model fit. However, previous studies have demonstrated poor…
Descriptors: Growth Models, Goodness of Fit, Error Correction, Sampling
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Bodner, Todd E. – Structural Equation Modeling: A Multidisciplinary Journal, 2008
When using multiple imputation in the analysis of incomplete data, a prominent guideline suggests that more than 10 imputed data values are seldom needed. This article calls into question the optimism of this guideline and illustrates that important quantities (e.g., p values, confidence interval half-widths, and estimated fractions of missing…
Descriptors: Data Analysis, Statistical Data, Simulation
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Kelling, Steve; Hochachka, Wesley M.; Fink, Daniel; Riedewald, Mirek; Caruana, Rich; Ballard, Grant; Hooker, Giles – BioScience, 2009
The increasing availability of massive volumes of scientific data requires new synthetic analysis techniques to explore and identify interesting patterns that are otherwise not apparent. For biodiversity studies, a "data-driven" approach is necessary because of the complexity of ecological systems, particularly when viewed at large spatial and…
Descriptors: Biodiversity, Models, Data, Visualization
Goldhaber, Dan; Theobald, Roddy – National Center for Analysis of Longitudinal Data in Education Research, 2010
Over 2000 teachers in the state of Washington received reduction-in-force (RIF) notices in the past two years. The authors link data on these RIF notices to a unique dataset that includes student, teacher, school, and district variables to determine the factors that predict the likelihood of a teacher receiving a RIF notice. They find a teacher's…
Descriptors: Teacher Effectiveness, Job Layoff, Teacher Competencies, Predictor Variables
Vrooman, Hugh T.; Reed, Mary Jane Pobst – 1979
This report summarizes the findings and describes the products of a 2-part research project that examined the parameters of Washington's interlibrary loan cooperation statewide, and developed a set of computer models to be used in simulation studies of associated activities and policies. It contains a statement of the problem; an historical…
Descriptors: Computer Programs, Data Analysis, Data Collection, Flow Charts