Minor Required Courses
Lower Division Requirements
Requirement  UC Berkeley Course  Alternatives 

Calculus I 
Math 1a 

Calculus II 
Math 1b 

Multivariable Calculus 
Math 53 

Linear Algebra and Differential Equations 
Math 54 
Upper Division Requirements
Statistics Core Courses
Requirement  UC Berkeley Course  Alternative 

Concepts of Probability 
Stat 134 
Data/Stat C140* (Probability for Data Science) 
Concepts of Statistics 
Stat 135 
*Prerequisites are enforced for Data/Stat C140 (Probability for Data Science); see the course website for details. Due to overlap of course content, students will only receive credit for either Stat 134 or Data/Stat C140.
Statistics Electives
Statistics minors must choose three of the elective courses below, with at least one being a laboratory course.
Course  Course Name 

Data/Stat C102 (lab)  Data, Inference, and Decisions 
Stat 150  Stochastic Processes 
Stat 151a (lab)  Linear Modeling: Theory and Applications 
Stat 152 (lab)  Sampling Surveys 
Stat 153 (lab)  Introduction to Time Series 
Stat 154 (lab)  Modern Statistical Prediction and Machine Learning 
Stat 155  Game Theory 
Stat 156 (lab)  Causal Inference 
Stat 157  Seminar on Topics in Probability and Statistics 
Stat 158 (lab)  The Design and Analysis of Experiments 
Stat 159 (lab)  Reproducible and Collaborative Statistical Data Science 
Stat 165  Forecasting 