BS in Data Science

 

A group of student sitting in a row in front of laptops in class

 

The Bachelor of Science in Data Science guides students through essential concepts including data mining and visualization, data warehousing as well as ethical perspectives and policies in an increasingly digital world.

All students in the major also complete a required capstone course, during which they learn to apply the theoretical knowledge and practical skills gained in major courses to a real-world problem.

 


Domain Concentrations

BS students must choose from one of three domain concentrations, which offer the opportunity to delve more deeply into an area of data science.

 

  • Astronomy and astrophysics
  • Biology: biodiversity and global change
  • Biology: biotechnology
  • Data journalism

 

  • Geospatial data science
  • Mathematical modeling
  • Physics
  • Science, technology and society

Students may petition to substitute a second major or a minor in another discipline for the domain.

 


Course Requirements

The following requirements must be fulfilled:

The general requirements stated under Columbian College of Arts and Sciences, Undergraduate Programs.

Program-specific curriculum:

Prerequisite courses (15 credits)
CSCI 1012Introduction to Programming with Python
MATH 1231Single-Variable Calculus I
MATH 1232Single-Variable Calculus II
MATH 2184Linear Algebra I
STAT 1051Introduction to Business and Economic Statistics
or STAT 1053 Introduction to Statistics in Social Science
or STAT 1111 Business and Economic Statistics I
or STAT 1127 Statistics for the Biological Sciences
Core courses (18 credits)
DATS 1001Data Science for All
DATS 2101Ethical Life in a Digital World
DATS 2102Data Visualization for Data Science
DATS 2103Data Mining for Data Science
DATS 2104Data Warehousing for Data Science
DATS 4001Data Science Capstone
Domain concentration (9 credits)
Students must complete a 9-credit domain concentration. Domain options are astronomy and astrophysics; biology–biodiversity and global change; biology–biotechnology; data journalism; geospatial data science; mathematical modeling; physics; and science, technology, and society.
Students may petition to substitute a second major or a minor in another discipline for the domain.
Astronomy and astrophysics domain
Prerequisites
PHYS 1011
PHYS 1021
General Physics I
and University Physics I
PHYS 1012
PHYS 1022
General Physics II
and University Physics II
Required
ASTR 2121Introduction to Modern Astrophysics
One course from the following:
ASTR 2131Astrophysics Seminar
ASTR 3141Data Analysis in Astrophysics
ASTR 3161Space Astrophysics
Biology–biodiversity and global change domain
Prerequisites
BISC 1111Introductory Biology: Cells and Molecules
BISC 1112Introductory Biology: The Biology of Organisms
Required
BISC 2450Organic Evolution
Two courses from the following:
BISC 2010Global Change Biology
BISC 2332Comparative Vertebrate Anatomy
BISC 2333Evolution and Extinction of Dinosaurs
BISC 2454General Ecology
BISC 3454Marine Ecology
BISC 3458Plant Comparative Structure and Function
BISC 3460Conservation Biology
Biology–biotechnology domain
Prerequisites
BISC 1111Introductory Biology: Cells and Molecules
BISC 1112Introductory Biology: The Biology of Organisms
BISC 2202Cell Biology
BISC 2337Introductory Microbiology Laboratory
CHEM 1111General Chemistry I
CHEM 1112General Chemistry II
BISC 3209Molecular Biology
BISC 3209Molecular Biology
Required
BISC 2207Genetics
Two courses from the following:
BISC 2202Cell Biology
BISC 2213Biology of Cancer
BISC 2337Introductory Microbiology Laboratory
BISC 3209Molecular Biology
PUBH 3201Introduction to Bioinformatics
Data journalism domain
Prerequisite
SMPA 2110WIntroduction to News Writing and Reporting
Required
SMPA 2111WAdvanced News Reporting
SMPA 3230Reporting in the Digital Age
One course from the following:
SMPA 3233Photojournalism
SMPA 3234Editing and Design for Print and Web
SMPA 3235WBroadcast News Writing
SMPA 3240WWashington Reporting
SMPA 3241WCampaign Reporting
SMPA 3242Investigative Reporting
SMPA 3246Specialized Reporting
Geospatial data science domain
Required
GEOG 2104Introduction to Cartography and GIS
GEOG 3105Techniques of Spatial Analysis
One course from the following:
GEOG 3106Intermediate Geographic Information Systems
GEOG 3107Introduction to Remote Sensing
GEOG 3196Special Topics in Techniques (Mathematical modeling domain)
Mathematics domain
Prerequisite
MATH 2233Multivariable Calculus
Required
Three courses from the following:
MATH 3553Introduction to Numerical Analysis
MATH 3359Introduction to Mathematical Modeling
MATH 4981Seminar: Topics in Mathematics (Complex Networks)
MATH 4981Seminar: Topics in Mathematics (Bioinformatics Algorithms)
MATH 4981Seminar: Topics in Mathematics (Wavelets and Fourier Analysis)
STAT 4197Fundamentals of SAS Programming for Data Management
Physics domain
Prerequisites
MATH 2233Multivariable Calculus
MATH 3342Ordinary Differential Equations
PHYS 1021
PHYS 1025
University Physics I
and University Physics I with Biological Applications
PHYS 1022
PHYS 1026
University Physics II
and University Physics II with Biological Applications
Required:
PHYS 2023Modern Physics
PHYS 3161Mechanics
PHYS 3181Computational Physics
Science, technology, and society domain
Three courses from the following:
AMST 2610Science, Technology, and Politics in Modern America
or HIST 2610 Science, Technology, and Politics in Modern America
AMST 2620Human Mind and Artificial Intelligence
AMST 2680WHashtag America
ANTH 2502Anthropology of Science and Technology: Twenty-First Century Brave New Worlds
ANTH 3531Methods in Sociocultural Anthropology
ANTH 3691Special Topics in Linguistic Anthropology
SMPA 3476Media, Technology, and Culture
SMPA 3477Information Technology and Politics