cupholder comments on Preference utilitarian measure of historical welfare - Less Wrong
You are viewing a comment permalink. View the original post to see all comments and the full post content.
You are viewing a comment permalink. View the original post to see all comments and the full post content.
Comments (25)
PCA components cluster correlated input variables, with component weights essentially proportional to number of inputs corresponding to it. If you put 10 health indicators, 2 economy indicators, and 2 education indicators - your principal component will be health-based. If you put 10 education indicators, 2 economy, 2 health, your principal component will be education-based etc. In no case will it be meaningfully "welfare".
That's how you get 5-factor models in psychology - you just know what kind of questions to put on the questionnaire, and as long as you don't stray too far from it, you'll get exactly the 5 factors you want.
PCA can only be insightful if all inputs are equally important - something that people using PCA rarely bother sanity-checking.
Good point, thanks.