Thomas R. Lang

Multilevel Modeling: A Review of Methodological Issues and Applications

This study analyzed the reporting of multilevel modeling applications of a sample of 99 articles from 13 peer-reviewed journals in education and the social sciences. A checklist, derived from the methodological literature on multilevel modeling and focusing on the issues of model development and specification, data considerations, estimation, and inference, was used to analyze the articles. The most common applications were two-level models where individuals were nested within contexts. Most studies were non-experimental and used nonprobability samples. The amount of data at each level varied widely across studies, as did the number of models examined. Analyses of reporting practices indicated some clear problems, with many articles not reporting enough information for a reader to critique the reported analyses. For example, in many articles, one could not determine how many models were estimated, what covariance structure was assumed, what type of centering if any was used, whether the data were consistent with assumptions, whether outliers were present, or how the models were estimated. Guidelines for researchers reporting multilevel analyses are provided.

Another Look at Technology Use in Classrooms: The Development and Validation of an Instrument To Measure Teachers' Perceptions.

This article describes the development and initial validation of scores from a survey designed to measure teachers’ reported use of technology in their classrooms. Based on data obtained from a sample of approximately 2,000 practicing teachers, factor analytic and correlational methods were used to obtain evidence of the validity of scores derived from responses to the instrument. In addition, analyses of Web and paper versions of the survey suggest relatively minor differences in responses, although the response rates for the paper version were substantially higher. The results were interpreted in terms of the utility of the instrument for measuring the confluence of factors that are critical for inquiry related to technology use in classrooms.

Laptop Computers in Teacher Preparation: Lessons Learned from the University of South Florida Implementation

THIS ARTICLE provides an overview of the successful laptop implementation in the College of Education at the University of South Florida (USF). The pilot initiative began with one cohort of preservice teachers in 2003; since then, the program has expanded throughout the college. Through a chronological outline of the issues, formative evaluations, modifications, and expansion of the project as it progressed through the years, this article shares lessons learned related to the process and outcomes. For example, initial implementation decisions included issues such as whether participation should be voluntary or mandatory, which computer platforms would be supported, and how training and support would be provided. As the project expanded, questions related to ongoing maintenance, financial aid, and other issues were addressed.