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Pike, Gary R.; Rocconi, Louis M. – New Directions for Institutional Research, 2012
Multilevel modeling provides several advantages over traditional ordinary least squares regression analysis; however, reporting results to stakeholders can be challenging. This article suggests some strategies for presenting complex, multilevel data and statistical results to institutional and higher education decision makers. The article is…
Descriptors: Learner Engagement, Least Squares Statistics, Critical Thinking, Student Characteristics

Pike, Gary R. – Research in Higher Education, 1999
Research suggests correlations between student gains and college experiences may be an artifact of halo effect. A study examined whether halo error underlies students' self-reported gains, significance of the error, and its effect on the relationship between college experiences and educational outcomes. Results confirm halo error may be an…
Descriptors: Achievement Gains, College Outcomes Assessment, College Students, Higher Education

Pike, Gary R. – Research in Higher Education, 1991
A study used a latent variable model with various factors to examine the relationship between college student grades and satisfaction. Results suggest satisfaction is a stronger influence on grades than vice versa. It is recommended that popular recursive models be reevaluated because nonrecursive models may more accurately represent effects.…
Descriptors: Academic Achievement, College Students, Grades (Scholastic), Higher Education

Pike, Gary R. – Research in Higher Education, 1992
A study compared three methods for measuring college student growth and development in the course of a college education: (1) gain scores; (2) residual scores; and (3) repeated measures. Analyses indicated that all three are seriously flawed, although repeated measures offer the greatest potential for adequately representing student change.…
Descriptors: Academic Achievement, Achievement Gains, College Administration, College Outcomes Assessment

Pike, Gary R. – Research in Higher Education, 1993
Two competing models of the relationship between college graduates' perceived learning and satisfaction with the college experience are examined, one representing a true effect and one treating the relationship as an artifact of the halo effect. It is recommended that researchers be cautious in interpreting self-reports of learning and…
Descriptors: College Graduates, College Outcomes Assessment, Comparative Analysis, Graduate Surveys

Pike, Gary R. – Research in Higher Education, 1991
Analysis of data on freshman-to-senior developmental gains in 722 University of Tennessee-Knoxville students provides evidence of the advantages of structural equation modeling with latent variables and suggests that the group differences identified by traditional analysis of variance and covariance techniques may be an artifact of measurement…
Descriptors: Case Studies, College Freshmen, College Seniors, Error of Measurement