Note: Due dates of the exams and project will not move, however the timeline of topics and smaller assignments might be updated throughout the semester.
Date |
Lesson |
Slides |
Reading |
Lab |
AE |
HW |
EC |
Exam |
Project |
|
Week 01 |
|
|
|
|
|
|
|
|
Tues, Aug 27 |
Welcome to Statistical Models |
|
|
|
|
|
|
|
|
Thur, Aug 29 |
Lab 01: R you ready? |
|
|
|
|
|
|
|
|
PART 1: |
Thinking about, visualizing, and wrangling data |
|
|
|
|
|
|
|
|
|
Week 02 |
|
|
|
|
|
|
|
|
Tues, Sep 3 |
Elements of data analysis |
|
|
|
|
|
|
|
|
|
Tidy data |
|
|
|
|
|
|
|
|
|
Data and visualization |
|
|
|
|
|
|
|
|
Thur, Sep 5 |
Lab 02: Data in the wild |
|
|
|
|
|
|
|
|
PART 2: |
Simple Regression |
|
|
|
|
|
|
|
|
|
Week 03 |
|
|
|
|
|
|
|
|
Tues, Sep 10 |
Simple Linear Regression |
|
|
|
|
|
|
|
|
Thur, Sep 12 |
Interpreting Results |
|
|
|
|
|
|
|
|
|
Lab 03: Simple linear regression |
|
|
|
|
|
|
|
|
|
Week 04 |
|
|
|
|
|
|
|
|
Tues, Sep 17 |
Evaluating models |
|
|
|
|
|
|
|
|
|
Influential points |
|
|
|
|
|
|
|
|
Thur, Sep 19 |
What if it's not a line? Data transformations! |
|
|
|
|
|
|
|
|
|
Recap |
|
|
|
|
|
|
|
|
|
Week 05 |
|
|
|
|
|
|
|
|
Tues, Sep 24 |
Drawing inference |
|
|
|
|
|
|
|
|
|
Partitioning variability |
|
|
|
|
|
|
|
|
Thur, Sep 26 |
Regression and correlation |
|
|
|
|
|
|
|
|
|
Prediction intervals |
|
|
|
|
|
|
|
|
|
Lab 04: Interpreting results |
|
|
|
|
|
|
|
|
|
Week 06 |
|
|
|
|
|
|
|
|
Tues, Oct 1 |
Review |
|
|
|
|
|
|
|
|
Thur, Oct 3 |
Midterm 01 |
|
|
|
|
|
|
|
|
|
Week 07 |
|
|
|
|
|
|
|
|
Tues, Oct 8 |
Reynolda Data |
|
|
|
|
|
|
|
|
Thur, Oct 10 |
No Class: Fall Break |
|
|
|
|
|
|
|
|
PART 3: |
Multiple Regression |
|
|
|
|
|
|
|
|
|
Week 08 |
|
|
|
|
|
|
|
|
Tues, Oct 15 |
Multiple linear regression |
|
|
|
|
|
|
|
|
Thur, Oct 17 |
Variable types |
|
|
|
|
|
|
|
|
|
Variable transformations |
|
|
|
|
|
|
|
|
|
Week 09 |
|
|
|
|
|
|
|
|
Tues, Oct 22 |
Variable transformations recap |
|
|
|
|
|
|
|
|
|
Model Comparison |
|
|
|
|
|
|
|
|
Thur, Oct 24 |
Lab 05: Multiple regression in practice |
|
|
|
|
|
|
|
|
PART 4: |
Categorical data analysis |
|
|
|
|
|
|
|
|
|
Week 10 |
|
|
|
|
|
|
|
|
Tues, Oct 29 |
What are the odds? |
|
|
|
|
|
|
|
|
Thur, Oct 31 |
Odds Ratios |
|
|
|
|
|
|
|
|
|
Assessing logistic conditions |
|
|
|
|
|
|
|
|
|
Week 11 |
|
|
|
|
|
|
|
|
Tues, Nov 5 |
Evaluating logistic regression models |
|
|
|
|
|
|
|
|
|
Logistic regression inference |
|
|
|
|
|
|
|
|
Thur, Nov 7 |
Lab 06: Inference with logistic regression |
|
|
|
|
|
|
|
|
|
Week 12 |
|
|
|
|
|
|
|
|
Tues, Nov 12 |
Multiple logistic regression |
|
|
|
|
|
|
|
|
Thur, Nov 14 |
Midterm 02 |
|
|
|
|
|
|
|
|
|
Week 13 |
|
|
|
|
|
|
|
|
Tues, Nov 19 |
Discuss final project |
|
|
|
|
|
|
|
|
PART 5: |
Data Science-ing |
|
|
|
|
|
|
|
|
Thur, Nov 21 |
Communicating a data analysis |
|
|
|
|
|
|
|
|
|
Better poster |
|
|
|
|
|
|
|
|
|
Week 14 |
|
|
|
|
|
|
|
|
Tues, Nov 26 |
Interactive data visualization and reporting |
|
|
|
|
|
|
|
|
Thur, Nov 28 |
No Class: Thanksgiving |
|
|
|
|
|
|
|
|
|
Week 15 |
|
|
|
|
|
|
|
|
Tues, Dec 3 |
PROJECT PRESENTATIONS |
|
|
|
|
|
|
|
|
Thur, Dec 5 |
PROJECT PRESENTATIONS |
|
|
|
|
|
|
|
|