Resources and Workshop Products

Workshop Resources

2021 Workshop Presentations & RMarkdown Files:

Kate Mills — Intro: PDF

Responsible use of ABCD Dataset: PDF

Sara Weston, Michelle Byrne, & Jenn Pfeifer — Secondary Data Analysis & Preregistration of Longitudinal Studies: PDF

Jenn Pfeifer — Neurodevelopmental Theories of Adolescent Mental Health: The Cases of Puberty and Early Adversity: PDF

Eric Feczko — Adolescent Brain Cognitive Development (ABCD) Community MRI Collection and Utilities: PDF

Tyler Matta — Multilevel modeling Theory Track 1 PDF

Megan Herting — Multilevel modeling Theory Track 2: PDF

Wes Thompson — Multilevel modeling Tutorial Track 1: R Script

Kate Mills — Multilevel modeling Tutorial Track 2: RMarkdown

Ethan McCormick & John Flournoy — SEM Theory & Tutorials: PDF & RMarkdown

Michelle Byrne — COVID Hot Mess & Best Practices for Missing Data in Longitudinal Studies PDF

Tara Madhyastha — Neuropointilist walkthrough PDF

2021 Recorded Talks

Tyler Matta — Intro to Longitudinal Modeling: Theory & Issues Tyler Matta — Intro to Longitudinal Modeling: Theory & Issues

Sara Weston, Michelle Byrne, and Jenn Pfeifer — Secondary Data Analysis & Pre-registration of Longitudinal Analyses Sara Weston, Michelle Byrne, and Jenn Pfeifer — Secondary Data Analysis & Pre-registration of Longitudinal Analyses

Nick Allen & Jenn Pfeifer— Adolescent Brain Development and Mental Health: Theories of Change and Clinical Outcomes Nick Allen & Jenn Pfeifer— Adolescent Brain Development and Mental Health: Theories of Change and Clinical Outcomes

John Flournoy & Ethan McCormick — Introduction to Longitudinal Structural Equation Modeling John Flournoy & Ethan McCormick — Introduction to Longitudinal Structural Equation Modeling

Ethan McCormick- SEM Track 2 Theory Ethan McCormick- SEM Track 2 Theory

Megan Herting — Mixed Effects Models Track 2 Theory Megan Herting- Mixed Effects Models Track 2 Theory

Tara Madhyastha & John Flournoy — Data Science Tools Tutorials: Track 2 Tara Madhyastha & John Flournoy — Data Science Tools Tutorials: Track 2

Michelle Byrne — Missing Data in Longitudinal Studies Michelle Byrne — Missing Data in Longitudinal Studies

Tara Madhyastha — Neuropointilist Tara Madhyastha — Neuropointilist

Eric Feczko — Intro to ABCC Eric Feczko — Intro to ABCC

2019 Workshop Resources

For recorded talks and lecture slides from the 2019 workshop, check out this page: 2019 Resources

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