Class Overview

⚠️ Details are subject to change. See Canvas for due dates.

Last Updated: Sun Oct 05 15:24:40

Topic Reading Video Slides Activities Assess
Welcome!
Introduction to the class Topic Overview
Syllabus
Help page		 lec00a HW 0 Checklist (Canvas)
How to use the class tools posted lec00b
Research Project posted Project Phase 1
Data Architecture
The uses and structure of data Topic Overview
PMA6 Ch 2
Tidy data principles		 lec01 HW01 Quiz 01
Formulating Research Questions
Asking Answerable Questions Topic Overview
How to Write an Effective Research Question		 lec02 HW02
Research Project Project Phase 2
Preparing data for analysis
Reproducible workflows Topic Overview
PMA6 Ch 3
Use R Projects
Project Structure by Danielle Navarro		 lec03a Hello, Quarto HW03 Quiz 02
Data cleaning posted lec03b
Describing distributions of data
Describing a single categorical variable Topic Overview
PMA6 Ch 4
ASCN Ch 2.3		 posted lec04 HW04 Quiz 03
Describing a single numeric variable
Describing relationships between two variables
Describing relationships between two variables Topic Overview
PMA6 Ch 4
IMS 1.2.4 Explantory and Response Variables
ASCN Ch 2.4		 posted lec05a HW05 Quiz 04
Best practices in Data Visualization PMA6 Ch 4.6 posted lec05b
Research Project Project Phase 3 Report Draft
Foundations for Inference
Study Design Topic Overview
IMS - Chapter 2		 Study Design HW06 Quiz 05
Statistical Inference with randomization IMS Chapter 11-11.1 lec06a Bias in hiring
Statistical Inference with mathmatical models IMS - Chapter 13.1-13.3 posted lec06b CLT Explorer Quiz 06
Modeling Bivariate relationships
Choosing appropriate analysis Topic Overview
PMA6 Chapter 6
ASCN Ch 5		 lec07a - Choosing HW07
Two Sample T-Test IMS - Chapter 20 in progress lec07b T-test
ANOVA IMS - Chapter 22 posted lec07c - ANOVA Quiz 07
Chi-Squared posted lec07d - Chi2
Correlation posted lec07e - Correlation Quiz 08
Regression Modeling
Simple Linear Regression Topic Overview
PMA6 Ch 7
IMS Ch 24		 posted lec08 HW08 Quiz 09
Research Project Project Phase 4
Multiple & Generalized Regression
Multiple Linear Regression PMA6 Ch 8
ASCN Ch 9
A blog about statistical musings
How to control confounding effects by statistical analysis		 posted lec09 HW09
Generalized Linear Models PMA6 Ch 12
ASCN 11.1-11.3		 Quiz 10
Research Project Project Phase 5
Measures of Model Fit ASCN 10.5
Variable Selection ASCN 10.2.1, ASCN 10.4 Intro, ASCN 10.3
Research Project Project Phase 6