ABSTRACT

Data ......................................................................................................................483 Response and Explanatory Variables ..........................................................483 Weights ............................................................................................................484 Missing Data ................................................................................................... 487

Dichotomous Response Variables ..................................................................... 490 Multilevel Binary Logistic Regression ........................................................ 490 A Latent Variable Approach ......................................................................... 493 Estimation ........................................................................................................ 495 Example for Binary Response Variable ....................................................... 496

Nominal Response Variables ............................................................................. 501 Baseline Multinomial Model ........................................................................ 501 Estimation ........................................................................................................502 Multinomial Example ....................................................................................503

Ordinal Response Variables ...............................................................................508 Continuation Ratios .......................................................................................508 Adjacent Categories .......................................................................................509 Cumulative Probabilities ............................................................................... 512 Example ........................................................................................................... 514

Software ................................................................................................................ 516 Discussion ............................................................................................................ 517 Acknowledgment ................................................................................................ 518 References ............................................................................................................. 518