Program Requirements - Data Science & Applied Statistics

A minimum of 30 units of coursework, with at least a 3.0 GPA, past the Bachelor's Degree is required made up as follows:

1. Complete 18 units of core coursework.

  • Foundational Theory
    MATH 509D      Statistics for Data Science
    STAT 675           Statistical Computing
    MATH 574M     Statistical Machine Learning 

  • Application Tools
    CSC 501           Advanced Programming
    BIOS 576E        Data Management
    CSC 544            Data Visualization

Most top Data Science Professional Master’s degrees have a similar core curriculum. The degree can be completed by taking three additional data science elective courses.  The University of Arizona offers the option of completing the Master’s Degree with a subject matter emphasis. Our first two are Computational Biology and Earth Science.

2. Complete 9 units of coursework from one of the following three emphases:

  • Computational Biology
    MCB 516A        Bioinformatic and Functional Genomic Analysis
    MCB 547          Big Data in Molecular Biology and Biomedicine 
    MCB 580           Introduction to Systems Biology

  • Earth Science
    HAS 5xx           Earth Informatics  (new) 
    ATMO 545        Introduction to Data Assimilation 
    HWRS 642        Analysis of Hydrologic systems

  • General
    BIOS 647 (3) Categorical Data Analysis
    BIOS 648 (3) Analysis of High Dimensional Data
    BIOS 684 (3) Mixed Effects Models and Longitudinal Data
    CSC 535 (3) Probabilistic Graphical Models
    STAT 568 (3) Applied Stochastic Processes
    STAT 571A  (3) Advanced Statistical Regression Analysis
    STAT 574B  (3) Bayesian Statistical Theory and Applications

3. Complete Capstone (2 units)

4. Complete Professional Development Course (1 unit) MATH/CSC 597