Question: how to calculate variance from eigenvalues?
Answer: In conclusion, then, the eigenvalues can be considered as partitions of the total common variance, and the percentage of explained common variance can be easily computed as the corresponding eigenvalue divided by the total common variance: for example, the percentage of common variance explained by the first factor is ...