I believe you need to get an Add-In which does this...
For one option you may read
http://www.bdagroup.nl/courses/stati..._exercises.pdf

"Ying-Foon Chow" wrote:

I'd appreciate if someone could tell me if we can perform principal
component analysis using Excel.

Thank you and regards,
Y. F. Chow