Note: The timeline of topics and assignments might be updated throughout the semester.
week
|
date
|
topic
|
prepare
|
slides
|
appex
|
assignment
|
assessment
|
1
|
28 August
|
Welcome to Statistical Models
|
|
|
|
|
|
1
|
30 August
|
Lab 01: R you ready?
|
|
|
|
|
|
2
|
4 September
|
Design Principles of Data Analysis
|
|
|
|
|
|
|
|
Getting to know ggplot2
|
|
|
|
|
|
2
|
6 September
|
Exploratory Data Analysis
|
|
|
|
|
|
3
|
11 September
|
Data Manipulation
|
|
|
|
|
|
3
|
13 September
|
Review of Summarizing Continuous Variables
|
|
|
|
|
|
|
|
Simple Linear Regression
|
|
|
|
|
|
|
|
Lab 02: Simple Linear Regression Part 1
|
|
|
|
|
|
4
|
18 September
|
Simple Linear Regression
|
|
|
|
|
|
4
|
20 September
|
Data Collection (Virtual)
|
|
|
|
|
|
5
|
25 September
|
Drawing Inference (Part 1)
|
|
|
|
|
|
|
|
Drawing Inference (Part 2)
|
|
|
|
|
|
5
|
27 September
|
Assumptions of Simple Linear Regression
|
|
|
|
|
|
|
|
Lab 03: Simple Linear Regression Part 2
|
|
|
|
|
|
6
|
2 October
|
Unusual Observations
|
|
|
|
|
|
|
|
Hypothesis Testing
|
|
|
|
|
|
|
|
Partitioning variability
|
|
|
|
|
|
6
|
4 October
|
Regression and correlation
|
|
|
|
|
|
|
|
Prediction intervals
|
|
|
|
|
|
7
|
9 October
|
Lab 04: Interpreting Results
|
|
|
|
|
|
7
|
11 October
|
Review
|
|
|
|
|
|
8
|
16 October
|
Midterm 01
|
|
|
|
|
|
8
|
18 October
|
Midterm Review
|
|
|
|
|
|
9
|
23 October
|
Multiple linear regression
|
|
|
|
|
|
9
|
25 October
|
Types of Variables
|
|
|
|
|
|
|
|
Variable transformations
|
|
|
|
|
|
10
|
30 October
|
Model comparison
|
|
|
|
|
|
10
|
1 November
|
Selecting Predictors
|
|
|
|
|
|
|
|
Conditions for Multiple Linear Regression
|
|
|
|
|
|
|
|
Lab 05: Multiple regression in practice
|
|
|
|
|
|
11
|
6 November
|
Interpeting Coefficients
|
|
|
|
|
|
|
|
Introduction to logistic regression
|
|
|
|
|
|
11
|
8 November
|
Odds Ratios
|
|
|
|
|
|
|
|
Assessing logistic regression conditions
|
|
|
|
|
|
12
|
13 November
|
Logistic regression inference
|
|
|
|
|
|
|
|
Lab 06: Inference with logistic regression
|
|
|
|
|
|
12
|
15 November
|
Multiple logistic regression
|
|
|
|
|
|
13
|
20 November
|
Midterm 02
|
|
|
|
|
|
13
|
22 November
|
Thanksgiving [No Class]
|
|
|
|
|
|
14
|
27 November
|
Final Projects [No Class]
|
|
|
|
|
|
14
|
29 November
|
Final Projects
|
|
|
|
|
|
15
|
4 December
|
Final Projects
|
|
|
|
|
|
15
|
6 December
|
Final Presentations
|
|
|
|
|
|