Hierarchical data structures, institutional research, and multilevel modeling

This chapter provides an introduction to multilevel modeling, including the impact of clustering and the intraclass correlation coefficient. Prototypical research questions in institutional research are examined, and an example is provided to illustrate the application and interpretation of multilevel models.

[1]  Harvey Goldstein Ethical Aspects of Multilevel Modeling , 2011 .

[2]  Allan Donner,et al.  Design and Analysis of Cluster Randomization Trials in Health Research , 2001 .

[3]  Robert S. Stawski,et al.  Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling (2nd Edition) , 2013 .

[4]  Ana V. Diez Roux Bringing context back into epidemiology: variables and fallacies in multilevel analysis. , 1998 .

[5]  S. Schwartz The fallacy of the ecological fallacy: the potential misuse of a concept and the consequences. , 1994, American journal of public health.

[6]  Anthony S. Bryk,et al.  Hierarchical Linear Models: Applications and Data Analysis Methods , 1992 .

[7]  O. Paccagnella Centering or Not Centering in Multilevel Models? The Role of the Group Mean and the Assessment of Group Effects , 2006, Evaluation review.

[8]  Joop J. Hox,et al.  Multilevel modeling: When and why , 1998 .

[10]  R. Voorhees Institutional Research's Role in Strategic Planning. , 2008 .

[11]  Martijn P. F. Berger,et al.  OPTIMAL EXPERIMENTAL DESIGNS FOR MULTILEVEL MODELS WITH COVARIATES , 2001 .

[12]  David M. Murray,et al.  Design and Analysis of Group- Randomized Trials , 1998 .

[13]  J. Hox,et al.  Sufficient Sample Sizes for Multilevel Modeling , 2005 .

[14]  ‘Supra-institutional research’: a cost-effective contribution towards enhancement , 2010 .

[15]  J. M. Oakes,et al.  Commentary: Individual, ecological and multilevel fallacies. , 2009, International journal of epidemiology.

[16]  Craig K. Enders,et al.  Centering predictor variables in cross-sectional multilevel models: a new look at an old issue. , 2007, Psychological methods.

[17]  Barbara E. Brittingham,et al.  Accreditation and Institutional Research: The Traditional Role and New Dimensions. , 2008 .

[18]  S. Raudenbush,et al.  Effects of study duration, frequency of observation, and sample size on power in studies of group differences in polynomial change. , 2001, Psychological methods.

[19]  Larry V. Hedges,et al.  Statistical Power Analysis in Education Research , 2010 .

[20]  D. A. Kenny,et al.  Consequences of violating the independence assumption in analysis of variance. , 1986 .

[21]  Andrew Gelman,et al.  Data Analysis Using Regression and Multilevel/Hierarchical Models , 2006 .

[22]  Martijn P. F. Berger,et al.  Design Issues for Experiments in Multilevel Populations , 2000 .

[23]  David A. Hofmann,et al.  Centering Decisions in Hierarchical Linear Models: Implications for Research in Organizations , 1998 .

[24]  Floyd J. Fowler,et al.  Survey Research Methods , 1984 .

[25]  Seymour Sudman,et al.  Mail Surveys of Reluctant Professionals , 1985 .

[26]  Jonathan L. Blitstein,et al.  Design and analysis of group-randomized trials: a review of recent methodological developments. , 2004, American journal of public health.

[27]  Leslie Kish,et al.  Survey sampling / Leslie Kish , 1995 .

[28]  A. Donner,et al.  Randomization by cluster. Sample size requirements and analysis. , 1981, American journal of epidemiology.

[29]  M Susser,et al.  The logic in ecological: I. The logic of analysis. , 1994, American journal of public health.

[30]  S. Raudenbush,et al.  Statistical power and optimal design for multisite randomized trials. , 2000, Psychological methods.

[31]  W. S. Robinson Ecological correlations and the behavior of individuals. , 1950, International journal of epidemiology.

[32]  D M Murray,et al.  Planning for the appropriate analysis in school-based drug-use prevention studies. , 1990, Journal of consulting and clinical psychology.

[33]  David A. Hofmann An Overview of the Logic and Rationale of Hierarchical Linear Models , 1997 .

[34]  Jacob Cohen Statistical Power Analysis , 1992 .

[35]  C. Leimer Taking a broader view: Using institutional research's natural qualities for transformation , 2009 .

[36]  Ernest T. Pascarella,et al.  How college affects students , 1991 .