This article is designed to give the reader a conceptual, nontechnical overview of estimation and model fit issues in multilevel modeling (MLM). The process of MLM generally involves fitting a series of multilevel models that increase in complexity. When conducting multilevel analyses, it is important to balance the need for complexity and the…

This methodological note illustrates how a commonly used calculation of the Delta-p statistic is inappropriate for categorical independent variables, and this note provides users of logistic regression with a revised calculation of the Delta-p statistic that is more meaningful when studying the differences in the predicted probability of an…

At the University of Miami, a monthly written report assesses the status of about 120 measures of institutional effectiveness, with an oral report to administrators focusing on a smaller number of currently crucial organizational characteristics. The reports, kept confidential, help administrators monitor organizational progress. (MSE)

The development of a predictive equation capable of explaining a significant percentage of enrollment variability at Florida International University is described. A model utilizing trend analysis and a multiple regression approach to enrollment forecasting was adapted to investigate enrollment dynamics at the university. Four independent…

This paper explores the nature and extent of outsourcing by higher education institutions, benefits and challenges associated with outsourcing, and the implications of outsourcing for effective management. The principal investigator conducted a national study of outsourcing by four-year colleges and universities at two points in time, 1998-99 and…

A description is presented of the "Qualitative Analysis of the University of Lethbridge (Alberta) Teacher Education Program" (QAULTEP). The overall objective of QAULTEP is to develop a model for the evaluation of teacher education programs and specifically to identify: (1) categories of pre-education variables that will best predict…

This paper presents a theoretical discussion of how students make educational behavior decisions including attending a given institution, transferring, or dropping out. The theory is seen to apply to students of all ages and both sexes with implications for all areas of postsecondary education. The theory holds that educational decisions are based…

A computerized information system was developed from specifications of 40 data elements to provide a database for decision making about problems relating to new admissions standards on a multi-campus, open admissions university. For over 400 entering freshman, multivariate analysis of the data elements and other standard predictors was used to…

A research project underway at the University of Arizona is described, and the usefulness of the national data system of the Higher Education General Information Survey (HEGIS) to institutional researchers, as well as some drawbacks of the system, are considered. The need for institutions to have data on enrollment, budgets, and faculty/students…

A study of a continuous quality improvement effort at Auburn University (Alabama) is reported. The study investigated variables predicting which students are at risk of failure. Data were drawn from the records of pre-engineering students enrolling at the university in fall terms of 1991 and 1993-95 (n=2,505). Data sources included achievement…

A salary prediction model for college faculty that is used at Georgia State University was reviewed and tested using multiple regression analysis. Various model specifications, incorporating academic rank, academic discipline, and academic experience, including professional and personal background characteristics, are reviewed. Academic rank is an…