Class Overview

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

Last Updated: Fri Aug 22 9:32:02 PM

Topic	Reading	Slides	Activities	Assess
Welcome!
Introduction to the class	Topic Overview Syllabus Help page	lec00a	HW 0 Checklist (Canvas)
How to use the class tools		lec00b
Research Project				Project Phase 1
Data Architecture
The uses and structure of data	Topic Overview PMA6 Ch 2 Tidy data principles	lec01	HW01 Data Entry	Quiz 01
Formulating Research Questions
Asking Answerable Questions	Topic Overview How to Write an Effective Research Question Poster prep Phase 2	lec02	HW02 RQ Formulation
Research Project				Project Phase 2
Preparing data for analysis
Reproducible workflows	Topic Overview PMA6 Ch 3 ASCN Ch 1, Appendix Project Structure by Danielle Navarro	lec03a	Hello, Quarto HW03 Data Management	Quiz 02
Data cleaning		lec03b
Describing distributions of data
Describing a single categorical variable	Topic Overview PMA6 Ch 4 ASCN Ch 2.3	lec04	HW04 Describing Distributions	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	lec05a	HW05 Describing Relationships	Quiz 04
Best practices in Data Visualization	PMA6 Ch 4.6
Research Project				Project Phase 3 Report Draft
Foundations for Inference
Study Design	Topic Overview IMS - Chapter 2		Collab notes 6 HW06 Foundations for Inference	Quiz 05
Statistical Inference with randomization	IMS Chapter 11-11.1	lec06a	In class printed activity.
Statistical Inference with mathmatical models	IMS - Chapter 13.1-13.3	lec06b	CLT Explorer	Quiz 06
Modeling Bivariate relationships
Choosing appropriate analysis	Topic Overview PMA6 Chapter 6 ASCN Ch 5	lec07a - Choosing	HW07 Describing Relationships
Two Sample T-Test	IMS - Chapter 20	lec07b T-test
ANOVA	IMS - Chapter 22	lec07c - ANOVA		Quiz 07
Chi-Squared		lec07d - Chi2
Correlation		lec07e Correlation		Quiz 08
Regression Modeling
Simple Linear Regression	Topic Overview PMA6 Ch 7 IMS Ch 24	lec08	HW08 Simple Linear Regression	Quiz 09
Research Project				Project Phase 4
Multiple Linear Regression	PMA6 Ch 8 ASCN Ch 9 A blog about statistical musings How to control confounding effects by statistical analysis	lec09	HW09 Multiple Regression
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