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Undergraduate Certificate

Undergraduate Certificate in Data Science

University of Wisconsin-Madison College of Letters & Science 65 courses

About This Program

Students in the Data Science certificate develop abilities such as data management, reproducibility, modeling strategies, and ethical considerations of data science to be paired with their knowledge gained from their major or domain area. The certificate is a great fit for students who like programming, want to learn data analysis, and seek to be high-end users of data science tools in domain areas. Data science is one of the fastest growing career sectors in Wisconsin and across the nation.

Degree Requirements

Elective Courses

Code Course Title Credits
ACT SCI 654 Regression and Time Series for Actuaries 2-3
ACT SCI 655 Health Analytics 3
ACT SCI 657 Risk Analytics 3
BIOCORE 382 Evolution, Ecology, and Genetics Laboratory 2
BIOCORE 384 Cellular Biology Laboratory 2
BIOCORE 486 Principles of Physiology Laboratory 2
BSE 405 Artificial Intelligence in Agriculture 3
CHEM 361 Machine Learning in Chemistry 3
CIV ENGR 516 Hydrologic Data Analysis 3
COMP SCI 320 Data Science Programming II 4
COMP SCI 532 Matrix Methods in Machine Learning 3
COMP SCI 544 Introduction to Big Data Systems 3
COMP SCI 565 Introduction to Data Visualization 3
COMP SCI 574 Data Management for Data Science 3
COMP SCI 576 Introduction to Bioinformatics 3
ECON 315 Data Visualization for Economists 3-4
ECON 400 Introduction to Applied Econometrics 4
ECON 410 Introductory Econometrics 4
ECON 460 Economic Forecasting 3-4
ECON 570 Fundamentals of Data Analytics for Economists 3-4
ECON 695 Topics in Economic Data Analysis 3-4
ED PSYCH 551 Quantitative Ethnography 3-4
FINANCE 310 Data Analytics for Finance 3
F&W ECOL 395 Data and GIS Tools for Ecology 3
F&W ECOL 458 Environmental Data Science 3
GEOG 378 Introduction to Geocomputing 4
GEOG 560 Advanced Quantitative Methods 3
GEOG 573 Advanced Geocomputing and Geospatial Big Data Analytics 4
GEOG 574 Geospatial Database Design and Development 4
GEOG 579 GIS and Spatial Analysis 4
I SY E 412 Fundamentals of Industrial Data Analytics 3
I SY E 521 Machine Learning in Action for Industrial Engineers 3
INFO SYS 423 Digital Platform Analytics 3
MATH 444 Graphs and Networks in Data Science 3
MATH 535 Mathematical Methods in Data Science 3
MATH 616 Data-Driven Dynamical Systems, Stochastic Modeling and Prediction 3
PHYSICS 361 Machine Learning in Physics 3
SOC 361 Statistics for Sociologists II 4
SOC 362 Statistics for Sociologists III 4
SOIL SCI 585 Using R for Soil and Environmental Sciences 3
STAT 340 Data Science Modeling II 4
STAT 405 Data Science Computing Project 3
STAT 436 Statistical Data Visualization 3
STAT 471 Introduction to Computational Statistics 3
A A E 421 Economic Decision Analysis 4
BOTANY 563 Phylogenetic Analysis of Molecular Data 3
COMP SCI 524 Introduction to Optimization 3
COMP SCI 541 Theory & Algorithms for Data Science 3
GEN BUS 307 Business Analytics II 3
L I S 407 Data Storytelling with Visualization 3
L I S 440 Navigating the Data Revolution: Concepts of Data & Information Science 3
LSC 460 Social Media Analytics 3
LSC 660 Data Analysis in Communications Research 3
SOC 351 Introduction to Survey Methods for Social Research 3-4
SOC 365 Data Management for Social Science Research 3-4
SOC 618 Social Network Analysis 3
STAT 441 Advanced Sports Analytics 3
STAT 620 Statistics in Human Genetics 3
Total Elective Courses 6 credits

Click a course code or title to read the full course description.

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