statsguidetree
Aim is to provide tutorials, insights, and discussions on topics related to applied statistics.
Random Forest in R for Classification and Regression
Propensity Score Analysis in R with Nearest Neighbor, Optimal Pair, and Optimal Full Matching
What is P-Hacking & P-Values
Data Splitting using Cross Validation and Bootstrap in R
Multidimensional IRT and DIF in R with mirt
Estimate Reliability in R with Alpha, Omega, and Kappa
Reduce Test Length with IRT models in R
Multilevel Modeling in R Predicting NYC Vaccination Rates
Logistic Regression with Variable Selection and Categorical Data Analysis in R
General Comparison of Psychometric Models IRT & CDM
IRT GRM model and DIF for Ordinal Polytomous data in R
Differential Item Functioning DIF in R with IRT & non-IRT (Detecting Bias Items)
Hierarchical Clustering in R for UFC Fighter Analytics
IRT Models (Rasch, 2PL, & 3PL) in R with ltm package
MC-DINA (CDM) model in R with GDINA
DINO (CDM) model in R for Depression Symptoms
DINA (CDM) model in R with CDM package