A degeneracy in Factor Analysis
We can always make an equivalent model by
applying a rotation to the factors and then
applying the inverse rotation to the factor loading
The data does not prefer any particular
orientation of the factors.
This is a problem if we want to discover the true
causal factors.
Psychologists wanted to use scores on
intelligence tests to find the independent
factors of intelligence.