Class Overview

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

Last Updated: Wed Nov 12 14:56:51

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	posted	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 (p98-103 Sec 7.8- 7.9 robustness, AND Section 7.13) Additional reference: IMS Ch 24	posted	lec08	HW08	Quiz 09
Moderation and Stratification		none	lec08b
Research Project					Project Phase 4
Multiple & Generalized Regression
Multiple Linear Regression	Topic Overview PMA6 Ch 8, 10.3, 10.5 A blog about statistical musings How to control confounding effects by statistical analysis	posted	lec09	HW09
Generalized Linear Models	PMA6 Ch 12.1-12.6	none	lec10a lec10b		Quiz 10
Classification	PMA6 11.4	none	lec10c
Research Project					Project Phase 5
Model Building
Measures of Model Fit	ASCN 10.5	none		in class jigsaw lecture
Variable Selection	PMA6 9.1-9.5 ASCN 10.2.1, ASCN 10.4 Intro, ASCN 10.3	none
Research Project					Project Phase 6