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Principal Component Analysis and Factor Analysis

The Craft of Statistical Analysis Webinars

  • Principal Component Analysis

Statistically Speaking Member Trainings

  • Confirmatory Factor Analysis
  • Exploratory Factor Analysis

Workshops

  • Principal Component and Factor Analysis

Articles at The Analysis Factor

Introduction to Factor Analysis Series

  • Factor Analysis: A Short Introduction, Part 1
  • Factor Analysis: A Short Introduction, Part 2–Rotations
  • Factor Analysis: A Short Introduction, Part 3-The Difference Between Confirmatory and Exploratory Factor Analysis
  • Factor Analysis: A Short Introduction, Part 4–How many factors should I find?
  • Factor Analysis: A Short Introduction, Part 5–Dropping unimportant variables from your analysis
  • Factor Analysis: A Short Introduction, Part 6–Common Problems

Specific Issues in PCA and FA

  • In Factor Analysis, How Do We Decide Whether to Have Rotated or Unrotated Factors?
  • The Fundamental Difference Between Principal Component Analysis and Factor Analysis
  • How To Calculate an Index Score from a Factor Analysis
  • Can You Use Principal Component Analysis with a Training Set Test Set Model?
  • In Principal Component Analysis, Can Loadings Be Negative?
  • Principal Component Analysis for Ordinal Scale Items
  • Three Tips for Principal Component Analysis
  • Can We Use PCA for Reducing Both Predictors and Response Variables?
  • How to Reduce the Number of Variables to Analyze
  • Correlated Errors in Confirmatory Factor Analysis
  • Life After Exploratory Factor Analysis: Estimating Internal Consistency
  • Confirmatory Factor Analysis: How To Measure Something We Cannot Observe or Measure Directly
  • Three Myths and Truths About Model Fit in Confirmatory Factor Analysis
  • Four Common Misconceptions in Exploratory Factor Analysis

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This Month’s Statistically Speaking Live Training

  • April Member Training: Statistical Contrasts

Upcoming Workshops

  • Logistic Regression for Binary, Ordinal, and Multinomial Outcomes (May 2021)
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