Campuses:
Twin Cities Campus
Statistical Science B.S.Statistics, School of
College of Liberal Arts
Statistics is the science of learning from data, measuring, controlling, and communicating uncertainty. It provides the navigation essential for controlling the course of scientific and societal advances.
The statistical science BS degree is designed to help prepare students for graduate programs in statistics or careers as statisticians. It shares a core sequence of applied statistics courses with the statistical practice BA program, but requires more mathematics. This program allows students the flexibility to take additional advanced mathematics courses that are expected for admission to many graduate programs.
Program Delivery
This program is available:
Admission Requirements
Students must complete
1 courses
before admission to the program.
For information about University of Minnesota admission requirements, visit the
Office of Admissions
website.
Required prerequisites
Preparatory Course
Take exactly 1 course(s) totaling 3  4 credit(s) from the following:
General Requirements
All students in baccalaureate degree programs are required to complete general University and college requirements including writing and liberal education courses. For more information about Universitywide requirements, see the
liberal education requirements.
Required courses for the major, minor or certificate in which a student receives a D grade (with or without plus or minus) do not count toward the major, minor or certificate (including transfer courses).
Program Requirements
Students may earn no more than one degree from the statistics program: a BA or a BS or a minor.
At least 17 upperdivision credits in the major must be taken at the University of Minnesota Twin Cities campus.
All incoming CLA freshmen must complete the FirstYear Experience course sequence.
All students must complete a capstone in at least one CLA major. The requirements for double majors completing the capstone in a different CLA major will be clearly stated. Students must also complete all major requirements in both majors to allow the additional capstone to be waived. Students completing an additional degree must complete the Capstone in each degree area.
Foundation Courses
Take 5  6 course(s) totaling 20  24 credit(s) from the following:
Calculus
Take exactly 3 course(s) totaling exactly 12 credit(s) from the following:
·
MATH 1271  Calculus I
[MATH]
(4.0 cr)
or
MATH 1371  CSE Calculus I
[MATH]
(4.0 cr)
or
MATH 1571H  Honors Calculus I
[MATH]
(4.0 cr)
·
MATH 1272  Calculus II
(4.0 cr)
or
MATH 1372  CSE Calculus II
(4.0 cr)
or
MATH 1572H  Honors Calculus II
(4.0 cr)
·
MATH 2263  Multivariable Calculus
(4.0 cr)
or
MATH 2374  CSE Multivariable Calculus and Vector Analysis
(4.0 cr)
or
MATH 2573H  Honors Calculus III
(4.0 cr)
·
Linear Algebra
Choose one of the following options. Students planning to minor in mathematics should take Option 2.
Take 1  2 course(s) totaling 4  8 credit(s) from the following:
Option 1
MATH 2142  Elementary Linear Algebra
(4.0 cr)
or
CSCI 2033  Elementary Computational Linear Algebra
(4.0 cr)
or
Option 2
MATH 2243  Linear Algebra and Differential Equations
(4.0 cr)
MATH 4242  Applied Linear Algebra
(4.0 cr)
or
Option 3
MATH 2373  CSE Linear Algebra and Differential Equations
(4.0 cr)
MATH 4242  Applied Linear Algebra
(4.0 cr)
·
Programming for Statisticians
Take exactly 1 course(s) totaling exactly 4 credit(s) from the following:
Core Courses
Take exactly 7 course(s) totaling exactly 28 credit(s) from the following:
Statistics
Take exactly 6 course(s) totaling exactly 24 credit(s) from the following:
·
STAT 3032  Regression and Correlated Data
(4.0 cr)
·
STAT 3701  Introduction to Statistical Computing
(4.0 cr)
·
STAT 4051  Applied Statistics I
(4.0 cr)
·
STAT 4052  Introduction to Statistical Learning
(4.0 cr)
·
STAT 5101  Theory of Statistics I
(4.0 cr)
or
MATH 5651  Basic Theory of Probability and Statistics
(4.0 cr)
·
STAT 5102  Theory of Statistics II
(4.0 cr)
·
Technical Writing
Take exactly 1 course(s) totaling exactly 4 credit(s) from the following:
·
WRIT 3562W  Technical and Professional Writing
[WI]
(4.0 cr)
Electives
Students planning to pursue a minor in mathematics or an advanced degree in statistics or biostatistics should consult the undergraduate advisor for suggested coursework.
Take 10 or more credit(s) from the following:
STAT Electives
Take 4 or more credit(s) from the following:
·
STAT 3896  Internship for Academic Credit
(1.04.0 cr)
·
STAT 5201  Sampling Methodology in Finite Populations
(3.0 cr)
·
STAT 5303  Designing Experiments
(4.0 cr)
·
STAT 5401  Applied Multivariate Methods
(3.0 cr)
·
STAT 5421  Analysis of Categorical Data
(3.0 cr)
·
STAT 5511  Time Series Analysis
(3.0 cr)
·
STAT 5601  Nonparametric Methods
(3.0 cr)
·
STAT 5931  Topics in Statistics
(3.0 cr)
·
Other Electives
Take at most 6 credit(s) from the following:
·
CSCI 2011  Discrete Structures of Computer Science
(4.0 cr)
·
CSCI 2011H  Honors Discrete Structures of Computer Science
(4.0 cr)
·
CSCI 2021  Machine Architecture and Organization
(4.0 cr)
·
CSCI 2041  Advanced Programming Principles
(4.0 cr)
·
CSCI 3003  Introduction to Computing in Biology
(3.0 cr)
·
CSCI 3081W  Program Design and Development
[WI]
(4.0 cr)
·
CSCI 4011  Formal Languages and Automata Theory
(4.0 cr)
·
CSCI 4041  Algorithms and Data Structures
(4.0 cr)
·
CSCI 4061  Introduction to Operating Systems
(4.0 cr)
·
CSCI 4131  Internet Programming
(3.0 cr)
·
CSCI 4211  Introduction to Computer Networks
(3.0 cr)
·
CSCI 4511W  Introduction to Artificial Intelligence
[WI]
(4.0 cr)
·
CSCI 4611  Programming Interactive Computer Graphics and Games
(3.0 cr)
·
CSCI 4707  Practice of Database Systems
(3.0 cr)
·
CSCI 4950  Senior Software Project
(3.0 cr)
·
CSCI 4970W  Advanced Project Laboratory
[WI]
(3.0 cr)
·
CSCI 5103  Operating Systems
(3.0 cr)
·
CSCI 5105  Introduction to Distributed Systems
(3.0 cr)
·
CSCI 5106  Programming Languages
(3.0 cr)
·
CSCI 5115  User Interface Design, Implementation and Evaluation
(3.0 cr)
·
CSCI 5117  Developing the Interactive Web
(3.0 cr)
·
CSCI 5125  Collaborative and Social Computing
(3.0 cr)
·
CSCI 5143  RealTime and Embedded Systems
(3.0 cr)
·
CSCI 5161  Introduction to Compilers
(3.0 cr)
·
CSCI 5211  Data Communications and Computer Networks
(3.0 cr)
·
CSCI 5221  Foundations of Advanced Networking
(3.0 cr)
·
CSCI 5231  Wireless and Sensor Networks
(3.0 cr)
·
CSCI 5271  Introduction to Computer Security
(3.0 cr)
·
CSCI 5302  Analysis of Numerical Algorithms
(3.0 cr)
·
CSCI 5304  Computational Aspects of Matrix Theory
(3.0 cr)
·
CSCI 5421  Advanced Algorithms and Data Structures
(3.0 cr)
·
CSCI 5451  Introduction to Parallel Computing: Architectures, Algorithms, and Programming
(3.0 cr)
·
CSCI 5461  Functional Genomics, Systems Biology, and Bioinformatics
(3.0 cr)
·
CSCI 5471  Modern Cryptography
(3.0 cr)
·
CSCI 5481  Computational Techniques for Genomics
(3.0 cr)
·
CSCI 5511  Artificial Intelligence I
(3.0 cr)
·
CSCI 5512  Artificial Intelligence II
(3.0 cr)
·
CSCI 5521  Machine Learning Fundamentals
(3.0 cr)
·
CSCI 5523  Introduction to Data Mining
(3.0 cr)
·
CSCI 5525  Machine Learning: Analysis and Methods
(3.0 cr)
·
CSCI 5551  Introduction to Intelligent Robotic Systems
(3.0 cr)
·
CSCI 5552  Sensing and Estimation in Robotics
(3.0 cr)
·
CSCI 5561  Computer Vision
(3.0 cr)
·
CSCI 5607  Fundamentals of Computer Graphics 1
(3.0 cr)
·
CSCI 5608  Fundamentals of Computer Graphics II
(3.0 cr)
·
CSCI 5609  Visualization
(3.0 cr)
·
CSCI 5611  Animation & Planning in Games
(3.0 cr)
·
CSCI 5707  Principles of Database Systems
(3.0 cr)
·
CSCI 5708  Architecture and Implementation of Database Management Systems
(3.0 cr)
·
CSCI 5715  From GPS, Google Maps, and Uber to Spatial Data Science
(3.0 cr)
·
CSCI 5801  Software Engineering I
(3.0 cr)
·
CSCI 5802  Software Engineering II
(3.0 cr)
·
ECON 3101  Intermediate Microeconomics
(4.0 cr)
·
ECON 3102  Intermediate Macroeconomics
(4.0 cr)
·
ECON 4113  Introduction to Mathematical Economics
(4.0 cr)
·
ECON 4401  International Economics
[GP]
(3.0 cr)
·
ECON 4431W  International Trade
[GP, WI]
(3.0 cr)
·
ECON 4531  Labor Economics
(3.0 cr)
·
ECON 4631  Industrial Organization and Antitrust Policy
(3.0 cr)
·
ECON 4721  Money and Banking
(3.0 cr)
·
ECON 4731  Macroeconomic Policy
(3.0 cr)
·
ECON 4751  Financial Economics
(3.0 cr)
·
ECON 4758  Advanced Financial Economics
(4.0 cr)
·
ECON 4831  CostBenefit Analysis
(3.0 cr)
·
MATH 2283  Sequences, Series, and Foundations
(3.0 cr)
·
MATH 3283W  Sequences, Series, and Foundations: Writing Intensive
[WI]
(4.0 cr)
·
MATH 4065  Theory of Interest
(4.0 cr)
·
MATH 4067W  Actuarial Mathematics in Practice
[WI]
(3.0 cr)
·
MATH 4151  Elementary Set Theory
(3.0 cr)
·
MATH 4152  Elementary Mathematical Logic
(3.0 cr)
·
MATH 4281  Introduction to Modern Algebra
(4.0 cr)
·
MATH 4428  Mathematical Modeling
(4.0 cr)
·
MATH 4512  Differential Equations with Applications
(3.0 cr)
·
MATH 4567  Applied Fourier Analysis
(4.0 cr)
·
MATH 4603  Advanced Calculus I
(4.0 cr)
·
MATH 4604  Advanced Calculus II
(4.0 cr)
·
MATH 4707  Introduction to Combinatorics and Graph Theory
(4.0 cr)
·
MATH 5067  Actuarial Mathematics I
(4.0 cr)
·
MATH 5068  Actuarial Mathematics II
(4.0 cr)
·
MATH 5075  Mathematics of Options, Futures, and Derivative Securities I
(4.0 cr)
·
MATH 5076  Mathematics of Options, Futures, and Derivative Securities II
(4.0 cr)
·
MATH 5165  Mathematical Logic I
(4.0 cr)
·
MATH 5248  Cryptology and Number Theory
(4.0 cr)
·
MATH 5251  ErrorCorrecting Codes, Finite Fields, Algebraic Curves
(4.0 cr)
·
MATH 5285H  Honors: Fundamental Structures of Algebra I
(4.0 cr)
·
MATH 5286H  Honors: Fundamental Structures of Algebra II
(4.0 cr)
·
MATH 5335  Geometry I
(4.0 cr)
·
MATH 5345H  Honors: Introduction to Topology
(4.0 cr)
·
MATH 5378  Differential Geometry
(4.0 cr)
·
MATH 5385  Introduction to Computational Algebraic Geometry
(4.0 cr)
·
MATH 5445  Mathematical Analysis of Biological Networks
(4.0 cr)
·
MATH 5447  Theoretical Neuroscience
(4.0 cr)
·
MATH 5467  Introduction to the Mathematics of Image and Data Analysis
(4.0 cr)
·
MATH 5485  Introduction to Numerical Methods I
(4.0 cr)
·
MATH 5486  Introduction To Numerical Methods II
(4.0 cr)
·
MATH 5525  Introduction to Ordinary Differential Equations
(4.0 cr)
·
MATH 5535  Dynamical Systems and Chaos
(4.0 cr)
·
MATH 5583  Complex Analysis
(4.0 cr)
·
MATH 5587  Elementary Partial Differential Equations I
(4.0 cr)
·
MATH 5588  Elementary Partial Differential Equations II
(4.0 cr)
·
MATH 5615H  Honors: Introduction to Analysis I
(4.0 cr)
·
MATH 5616H  Honors: Introduction to Analysis II
(4.0 cr)
·
MATH 5652  Introduction to Stochastic Processes
(4.0 cr)
·
MATH 5654  Prediction and Filtering
(4.0 cr)
·
MATH 5705  Enumerative Combinatorics
(4.0 cr)
·
MATH 5707  Graph Theory and Nonenumerative Combinatorics
(4.0 cr)
·
MATH 5711  Linear Programming and Combinatorial Optimization
(4.0 cr)
·
PUBH 3415  Introduction to Clinical Trials  Online
(3.0 cr)
·
PUBH 6420  Introduction to SAS Programming
(1.0 cr)
·
PUBH 6431  Topics in Hierarchical Bayesian Analysis
(1.0 cr)
·
PUBH 6432  Biostatistical Methods in Translational and Clinical Research
(1.0 cr)
·
PUBH 6470  SAS Procedures and Data Analysis
(3.0 cr)
·
PUBH 7415  Introduction to Clinical Trials
(3.0 cr)
Capstone: Consultation and Communication for Statisticians
The capstone is a course that focuses on how to interact and collaborate as a statistician on a multidisciplinary team. Students will learn about all aspects of statistical consulting by performing an actual consultation. This includes understanding the needs of the researcher or client, designing a study to investigate the client's needs, and communicating study results in a manner that a nonstatistician can understand.
Take exactly 1 course(s) totaling exactly 3 credit(s) from the following:
Students who double major and choose to complete the capstone requirement in their other major are still required to take the Statistics BS capstone.
·
STAT 4893W  Consultation and Communication for Statisticians
[WI]
(3.0 cr)
Upper Division Writing Intensive within the major
Students are required to take one upper division writing intensive course within the major. If that requirement has not been satisfied within the core major requirements, students must choose one course from the following list. Some of these courses may also fulfill other major requirements.
Take 0  1 course(s) from the following:
·
STAT 4893W  Consultation and Communication for Statisticians
[WI]
(3.0 cr)


Credits:  4.0 [max 4.0] 
Course Equivalencies:  AnSc 3011/ESPM 3012/Stat 3011/ 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1271/Math 1281/Math 1371/ 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1271/Math 1281/Math 1371/ 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1271/Math 1281/Math 1371/ 
Grading Basis:  AF only 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1272/Math 1282/Math 1372/ 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1272/Math 1282/Math 1372/ 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 1272/Math 1282/Math 1372/ 
Grading Basis:  AF only 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2263/Math 2374/Math 2573H 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2263/Math 2374/Math 2573H 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2263/Math 2374/Math 2573H 
Grading Basis:  AF only 
Typically offered:  Every Fall 
Credits:  4.0 [max 1.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2243/Math 2373/Math 2574H 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 4242/Math 4457 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2243/Math 2373/Math 2574H 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 4242/Math 4457 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF or Aud 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 5651/Stat 5101 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Writ 3562V/Writ 3562W 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  1.0 4.0 [max 4.0] 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 2011/CSci 2011H 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 2011/CSci 2011H 
Grading Basis:  AF only 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 3003/CSci 5465 
Typically offered:  Fall Odd Year 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 3081W/CSci 4018W/CSci4089 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 4041/CSci 4041H 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 4061/INet 4001 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4131/CSci 5131 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4211/CSci 5211/INET 4002 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 4511W/CSci 5511 
Prerequisites:  2041 or # 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4707/CSci 5707/INET 4707 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 6.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 9.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Spring Even Year 
Credits:  3.0 [max 3.0] 
Typically offered:  Spring Even Year 
Credits:  3.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Periodic Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4211/CSci 5211/INET 4002 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Spring Even Year 
Credits:  3.0 [max 3.0] 
Typically offered:  Spring Odd Year 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4511W/CSci 5511 
Prerequisites:  [2041 or #], grad student 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 5512W/CSci 5512 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Fall Even Year 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Fall Even Year 
Credits:  3.0 [max 3.0] 
Typically offered:  Fall Odd Year 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 4707/CSci 5707/INET 4707 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Spring Even Year 
Credits:  3.0 [max 3.0] 
Prerequisites:  2041 or # 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Typically offered:  Periodic Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Econ 3101/Econ 3101H/ApEc 3001 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Econ 3102/ApEc 3006 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Econ 4113/Econ 4113H/Econ 4118 
Grading Basis:  AF only 
Typically offered:  Periodic Fall & Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 4431W/Econ 4431V/Econ 443 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 4531/Econ 4538 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 3601/Econ 4631/Econ 4631H 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 3701/Econ 4721/Econ 4721H 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 4731/Econ 4731H/Econ 4731 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 4751/Econ 4751H/Econ 4758 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Econ 4751/Econ 4751H/Econ 4758 
Grading Basis:  AF only 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Econ 4611H/Econ 4831 
Grading Basis:  AF only 
Typically offered:  Every Fall, Spring & Summer 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Math 2283/3283W 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 2283/3283W 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  Math 4152/5165 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Periodic Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 4606/Math 5615/Math 5616 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 4604/Math 5616 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF or Aud 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 4152/5165 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Periodic Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  Math 3574/Math 5583 
Typically offered:  Every Fall, Spring & Summer 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Grading Basis:  AF or Aud 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Summer 
Credits:  1.0 [max 1.0] 
Typically offered:  Periodic Fall & Summer 
Credits:  1.0 [max 1.0] 
Grading Basis:  OPT No Aud 
Typically offered:  Every Summer 
Credits:  1.0 [max 1.0] 
Grading Basis:  OPT No Aud 
Typically offered:  Periodic Summer 
Credits:  3.0 [max 3.0] 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  PubH 3415/PubH 7415 
Typically offered:  Every Fall & Summer 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 4203/EE 4363 
Typically offered:  Every Fall & Spring 
Credits:  4.0 [max 4.0] 
Course Equivalencies:  CSci 4203/EE 4363 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 5204/EE 5364 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Course Equivalencies:  CSci 5204/EE 5364 
Typically offered:  Every Fall 
Credits:  3.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 
Credits:  3.0 [max 3.0] 
Grading Basis:  AF only 
Typically offered:  Every Fall & Spring 