Skip to main content
. 2021 Oct 11;9:710961. doi: 10.3389/fpubh.2021.710961

Table 1.

Proposed Program for Acquiring Competency in Health Data Science (1A. Required Courses; 1B. Elective Courses).

1A. Required Courses
Statistics/Mathematics Computer Science Public Health
•Regression Modeling Strategies
•Mathematical Statistics
•Computational Statistics
•Data Visualization and Exploratory Analysis
•Introduction to Computing in Python
•Machine Learning
•Advanced Algorithm Analysis
•Health Research Methods
•Ethics and Scientific Writing in Health Research
•Health Informatics
•Epidemics Models and Data Science
•Infectious Disease Modeling
1B. Elective Courses
•Bayesian Statistics
•Causal Inference
•Spatial Analysis
•Time Series Analysis
•Linear Algebra
•Numerical Optimization
•Theory of Probability
•Advanced Calculus
•Natural Language Processing
•Big Data Analytics
•Artificial Intelligence
•Introduction to Cloud Computing
•Fundamentals of Epidemiology
•Statistical Genetics
•Epidemics Models and Data Science
•Computational Biology