Tutorials

Listing of tutorials (grouped by resource) along with their contributors and a link to the individual tutorial's page.
Related Resources	Tutorial Name	Contributors	Link
Multivariate Analysis in Developmental Science	Actor Partner Interdependence Model (APIM): A Basic Dyadic/Bivariate Analysis	Miriam Brinberg	Read More
	Multivariate Analysis in Developmental Science	Cluster Analysis: An Example	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Growth Modeling Basics	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Growth Trajectory Generator	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Intro Data Reshape Plots (WISC)	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Probing Interactions in Multilevel Models of Change: A Start	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Regression with Continuous, Count, and Binary Outcomes	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	RM ANOVA to RM MANOVA to Growth Curves: Connections within a Multilevel Framework: Part 2	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Survival Analysis: An Example	Miriam Brinberg	Read More
	Multivariate Analysis in Developmental Science	Survival Analysis: An Example	Survival Analysis: An Example	Read More	Jessica Lougheed	Read More
	Multivariate Analysis in Developmental Science	The Cortisol Data - Growth Modeling: Simple to Complex	Nilam Ram	Read More
	Multivariate Analysis in Developmental Science	Two-Occasion Change	Nilam Ram	Read More
Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 1: Introduction, Data Files, Descriptives & Plots	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 2.1: Univariate Intraindividual Variability Metrics (Part 1)	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 2.2: Univariate Intraindividual Variability Metrics (Part 2)	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 3.1: Bivariate Intraindividual Covariation (Part 1)	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 3.2: Bivariate Intraindividual Covariation (Part 2)	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 4: Generalized MLM for Bivariate Intraindividual Covariation	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 5 (Part1): Dyadic MLM for Intradyad Dynamics	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data		Analysis of Experience Sampling & EMA Data - Chapter 5 (Part1): Dyadic MLM for Intradyad Dynamics	Read More	Miriam Brinberg	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 5 (Part2): Multivariate MLM for Intraindividual Coupling	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 6: Multilevel Model with Heterogeneous Variance	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 7: Within-Person (1-1-1) Mediation	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data		Analysis of Experience Sampling & EMA Data - Chapter 7: Within-Person (1-1-1) Mediation	Read More	Carl F. Falk	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Analysis of Experience Sampling & EMA Data - Chapter 8: P-technique Factor Analysis for Multivariate Intraindividual Variability	Nilam Ram	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	Psychometrics of Intensive Longitudinal Measures of Emotional States	Allison L. Gray	Read More
	Intensive Longitudinal Data: Analysis of Experience Sampling and EMA Data	The AMIB Data - A Multiple Time-Scale Experience Sampling Study	Nilam Ram	Read More
APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session C - Data, Descriptives & Data Viz	Xiao Yang	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session E - Intraindividual Variability Metrics	Lizbeth Benson	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session H - Basic Multilevel Model	Lizbeth Benson	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session J - Generalized Multilevel Model (Poisson)	Xiao Yang	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session M - Dyadic Multilevel Model	Miriam Brinberg	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session O - Within-Person Mediation	Miriam Brinberg	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session R - Multivariate Dynamics & Networks	Xiao Yang	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session T - Random Effect Tree Models	Miriam Brinberg	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session V - Diff-Eq Models	Lizbeth Benson	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session W - Time Series Clustering	Nilam Ram	Read More
	APA-ATI Analysis of Intensive Longitudinal Data: Experience Sampling and Ecological Momentary Assessment	APA-ATI Intensive Longitudinal Data: Session Z - Power Analysis	Nilam Ram	Read More
Other	Basics of brain graph analysis in R with igraph	Lizbeth Benson	Read More
	Other	BERD Text Mining Workshop, Part 1: Text Data Handling and Descriptives	Timothy R. Brick	Read More
	Other		BERD Text Mining Workshop, Part 1: Text Data Handling and Descriptives	Read More	Priyanka Paul	Read More
	Other	BERD Text Mining Workshop, Part 2: Sentiment, Topics, and Clusters	Timothy R. Brick	Read More
	Other		BERD Text Mining Workshop, Part 2: Sentiment, Topics, and Clusters	Read More	Priyanka Paul	Read More
	Other	BERD Text Mining Workshop, Part 3.1: Deep word embeddings	Timothy R. Brick	Read More
	Other	BERD Text Mining Workshop, Part 3.1: Deep word embeddings	BERD Text Mining Workshop, Part 3.1: Deep word embeddings	Read More	Priyanka Paul	Read More
	Other	BERD Text Mining Workshop, Part 3.2: Deep Learning	Timothy R. Brick	Read More
	Other	BERD Text Mining Workshop, Part 3.2: Deep Learning	BERD Text Mining Workshop, Part 3.2: Deep Learning	Read More	Priyanka Paul	Read More
	Other	Boolean Network Analysis of Time-Series Data - Part 1	Xiao Yang	Read More
	Other	Boolean Network Analysis of Time-Series Data - Part 2	Xiao Yang	Read More
	Other	Calculating Fear Sensitivity scores using a Hyperbolic Tangent Growth Model	Nilam Ram	Read More
	Other	Cross Recurrence Quantification Analysis	Allison L. Gray	Read More
	Other	Diversity-type Intraindividual Variability Calculation	Lizbeth Benson	Read More
	Other	Emodiversity Supplementary Analyses - As U Live Data	Nilam Ram	Read More
	Other	Emodiversity Supplementary Analyses - As U Live Data	Emodiversity Supplementary Analyses - As U Live Data	Read More	Lizbeth Benson	Read More
	Other	Five-ish Steps to Create Pretty Interaction Plots for a Multi-level Model in R	Rachel E. Koffer	Read More
	Other	Gatzke-Kopp & Ram (2018): Developmental Dynamics of Autonomic Function in Childhood	Nilam Ram	Read More
	Other	Generating a Custom Color Palette Function in R	Lizbeth Benson	Read More
	Other	Generating and Plotting Data from ODE Models: Part 1	Nilam Ram	Read More
	Other	Generating and Plotting Data from ODE Models: Part 2	Nilam Ram	Read More
	Other	Grid-Sequence Analysis Tutorial	Miriam Brinberg	Read More
	Other	High Performance Computing in R	Lizbeth Benson	Read More
	Other	Impulse Response Analysis to Extract Network Metrics	Xiao Yang	Read More
	Other	Intraindividual Variability + Network Analysis	Xiao Yang	Read More
	Other	Intro - Basic Confirmatory Factor Analysis	Nilam Ram	Read More
	Other	Intro - Basic Confirmatory Factor Analysis	Intro - Basic Confirmatory Factor Analysis	Read More	Lizbeth Benson	Read More
	Other	Intro - Basic Exploratory Factor Analysis	Nilam Ram	Read More
	Other	Intro - Basics of Longitudinal Measurement Invariance	Nilam Ram	Read More
	Other	Intro to Geospatial Data and Maps in R	Julie Wood	Read More
	Other	Intro to Geospatial Data and Maps in R	Intro to Geospatial Data and Maps in R	Read More	Lizbeth Benson	Read More
	Other	Introduction to IRT Modeling	Julie Wood	Read More
	Other	Introduction to IRT Modeling	Introduction to IRT Modeling	Read More	Peter Molenaar	Read More
	Other	Introductory ODEs	Julie Wood	Read More
	Other	Matrix of Implied Causation for Intervention Comparison	Timothy R. Brick	Read More
	Other	Matrix of Implied Causation in a Simple Mediation	Timothy R. Brick	Read More
	Other	Morales et al (2017) Age-related changes in the dynamics of fear-related regulation in early childhood	Nilam Ram	Read More
	Other	Obtaining Finance Data with tidyquant	Allison L. Gray	Read More
	Other	One-with-many (OWM) Tutorial	Miriam Brinberg	Read More
	Other	R Bootcamp: Introduction to Multilevel Model and Interactions	Miriam Brinberg	Read More
	Other	RMANOVA - Towards a Multilevel Framework: Part 1	Nilam Ram	Read More
	Other	Socioemotional Dynamics of Emotion Regulation and Depressive Symptoms: A Person-Specific Network Approach	Xiao Yang	Read More
	Other	Structural Equation Modeling in R using lavaan	Lizbeth Benson	Read More
	Other	The Matrix of Implied Causation (MIC) for Design and Model Checking	Timothy R. Brick	Read More
	Other	Using Functional Data Analysis to Compute Derivative Estimates	Sy-Miin Chow	Read More
	Other	Using the qualtRics and boxr R Packages	Lizbeth Benson	Read More
Data Mining	Cross-Validation Tutorial	Miriam Brinberg	Read More
	Data Mining	Ensemble Methods - Bagging, Random Forests, Boosting	Nilam Ram	Read More
	Data Mining	Introduction to Classification & Regression Trees	Nilam Ram	Read More
	Data Mining	k Nearest Neighbors: An Introductory Example	Miriam Brinberg	Read More
	Data Mining	k Nearest Neighbors: An Introductory Example	k Nearest Neighbors: An Introductory Example	Read More	Roisin White	Read More
	Data Mining	Regression as a Statistical Learning Tool + Cross-Validation	Nilam Ram	Read More
	Data Mining	Sequence Analysis: Clustering on Edit Distance	Miriam Brinberg	Read More
	Data Mining	Supervised Machine Learning: The Caret Package	Lizbeth Benson	Read More
	Data Mining	Topic Modeling: Just a Start	Xiao Yang	Read More
	Data Mining	Unsupervised Machine Learning: The hclust, pvclust, cluster, mclust, and more	Lizbeth Benson	Read More
What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr.mi: Multiple Imputation in dynr	Linying Ji	Read More
	dynr.mi: Multiple Imputation in dynr	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	Read More	dynr.mi: Multiple Imputation in dynr	Yanling Li	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: LinearSDE	Linying Ji	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: LinearSDE	dynr: LinearSDE	Read More	Meng Chen	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: RSLinearDiscreteExample	Linying Ji	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: RSLinearDiscreteExample	dynr: RSLinearDiscreteExample	Read More	Meng Chen	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: RSNonlinearDiscreteExample	Linying Ji	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	dynr: RSNonlinearDiscreteExample	dynr: RSNonlinearDiscreteExample	Read More	Meng Chen	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	R Bootcamp: GCM demo in dynr	Sy-Miin Chow	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	R Bootcamp: GCM demo in dynr	R Bootcamp: GCM demo in dynr	Read More	Yanling Li	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	R Bootcamp: PFA in dynr	Sy-Miin Chow	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	R Bootcamp: VAR demo in dynr	Linying Ji	Read More
	What’s for dynr: A package for linear and nonlinear dynamic modeling in R	R Bootcamp: VAR demo in dynr	R Bootcamp: VAR demo in dynr	Read More	Yanling Li	Read More
Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 10: Growth Models with Nonlinearity in Time	Allison L. Gray	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 11: Growth Models with Nonlinearity in Parameters	Nilam Ram	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches		Growth Modeling Chapter 11: Growth Models with Nonlinearity in Parameters		Miriam Brinberg	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches		Growth Modeling Chapter 11: Growth Models with Nonlinearity in Parameters		Jessica Lougheed	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 12: Models with Nonlinearity in Random Coefficients	Nilam Ram	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches		Growth Modeling Chapter 12: Models with Nonlinearity in Random Coefficients	Read More	Miriam Brinberg	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 13: Modeling Change with Latent Entities	Allison L. Gray	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 14: Modeling Change with Latent Variables Measured by Continuous Indicators	Julie Wood	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 16: Introduction to Latent Change Score Modeling	Xiao Yang	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 17: Multivariate Latent Change Score Models	Miriam Brinberg	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 2: Practical Preliminaries	Miriam Brinberg	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 3: Linear Growth Models	Miriam Brinberg	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 4: Continuous Time Metrics	Julie Wood	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 4: Continuous Time Metrics	Growth Modeling Chapter 4: Continuous Time Metrics	Read More	Eric Layland	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 5: Linear Growth Models with Time-Invariant Covariates	Julie Wood	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches		Growth Modeling Chapter 5: Linear Growth Models with Time-Invariant Covariates	Read More	Eric Layland	Read More
	Growth Modeling: Structural Equation and Multilevel Modeling Approaches	Growth Modeling Chapter 8: Multivariate Growth Models and Dynamic Parameters	Xiao Yang	Read More
Survival Analysis	Part 1: How to format data for several types of survival analysis models	Lizbeth Benson	Read More
		Survival Analysis	Read More	Part 1: How to format data for several types of survival analysis models	Jessica Lougheed	Read More
	Survival Analysis	Part 2: Single-episode Cox regression model with time-invariant predictors	Lizbeth Benson	Read More
	Survival Analysis		Part 2: Single-episode Cox regression model with time-invariant predictors	Read More	Jessica Lougheed	Read More
	Survival Analysis	Part 3: Single-episode Cox regression model with time-varying predictors	Lizbeth Benson	Read More
	Survival Analysis		Part 3: Single-episode Cox regression model with time-varying predictors	Read More	Jessica Lougheed	Read More
	Survival Analysis	Part 4: Recurring-episode Cox regression model with time-invariant predictors	Lizbeth Benson	Read More
	Survival Analysis		Part 4: Recurring-episode Cox regression model with time-invariant predictors	Read More	Jessica Lougheed	Read More
	Survival Analysis	Part 5: Recurring-episode Cox regression model with time-varying predictors	Lizbeth Benson	Read More
	Survival Analysis		Part 5: Recurring-episode Cox regression model with time-varying predictors	Read More	Jessica Lougheed	Read More