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Data Analysis Techniques

Resource List:

Big Data in Developmental Science seminar series

Bayesian Analysis for Big Data

Bridging Brain and Behavioral Big Data

Multilevel and Longitudinal Big Data

MPlus SEM analysis

SEM analysis in R, general

 

 

Big Data in Developmental Science seminar series

In March 2017, DISCERN hosted three days of lectures and workshops about “Big Data” in developmental science.

 

Bayesian Analysis for Big Data, March 15th: Prof Zoltan Dienes

Bayesian Analysis for Big Data, lecture slides

Bayesian Analysis for Big Data, workshop slides

Prof Zoltan Dienes’ Bayes calculator and other resources

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Bridging Brain and Behavioral Big Data, March 27th: Dr Rogier Kievit and Dr Duncan Astle 

Dr Rogier Kievit, lecture slides

Dr Duncan Astle, lecture slides

Dr Rogier Kievit, open source SEM resources/tutorials using R

Dr Rogier Kievit, interactive Latent Change Score model app

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Multilevel and Longitudinal Big Data, March 30th: Prof Courtenay Norbury and Dr Brianna Doherty

Multilevel and Longitudinal Big Data Analysis Lecture, slides

Multilevel and Longitudinal Big Data Analysis Workshop, slides

Prof Georges Monette’s resources for multilevel and longitudinal analysis in R

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Mplus SEM analysis

Slides from the Mplus: Longitudinal Data Analysis Workshop held at the Department of Psychology at the University of Oxford on 23rd June, 2015 taught by Dr Rachael Bedford (@Rachael_Bedford).

Intro

Lecture 1 SEM and nested models

Lecture 2 Maximum likelihood

Lecture 3 Autoregressive and Growth Curve Models

Practical – Getting Data into Mplus

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SEM analysis in R (free to use!)

Jim Grace at USGS has excellent resources …

… as does Jarrett Byrnes at UMass Boston

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