2023 Fall
PBHLTH C242C 001 - LEC 001
Longitudinal Data Analysis
Alan E Hubbard
Aug 23, 2023 - Dec 08, 2023
Tu, Th
11:00 am - 12:29 pm
Berkeley Way West 1205
Class #:30963
Units: 4
Instruction Mode:
In-Person Instruction
Offered through
School of Public Health
Current Enrollment
Total Open Seats:
6
Enrolled: 24
Waitlisted: 0
Capacity: 30
Waitlist Max: 10
No Reserved Seats
Also offered as:
STAT C247C
Hours & Workload
7 hours of outside work hours per week, 2 hours of instructional experiences requiring special laboratory equipment and facilities per week, and 3 hours of instructor presentation of course materials per week.
Other classes by Alan E Hubbard
Course Catalog Description
Course covers statistical issues surrounding estimation of effects using data on units followed through time. Course emphasizes a regression model approach for estimating associations of disease incidence modeling, continuous outcome data/linear models & longitudinal extensions to nonlinear models forms (e.g., logistic). Course emphasizes complexities that repeated measures has on the estimation process & opportunities it provides if data is modeled appropriately. Most time is spent on 2 approaches: mixed models based upon explicit (latent variable) maximum likelihood estimation of the sources of the dependence, versus empirical estimating equation approaches (generalized estimating equations). Primary focus is from the analysis side.
Rules & Requirements
Repeat Rules
Course is not repeatable for credit.
Reserved Seats
Current Enrollment
No Reserved Seats
Textbooks & Materials
See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.
Guide to Open, Free, & Affordable Course Materials