I wrote about it here. The short version is that I have no truck with those who argue that Hoover was like FDR (either to try to redeem Hoover or to condemn FDR).
And as far as I know, no serious scholar thinks Hoover caused the Great Depression, merely that his actions, his inactions (more important), and his vetoes really didn’t help or made things worse.