not sure how much you can blame Hoover for the great depression, guy just had bad luck in being president when the entire world economy imploded. The US didn't pull out of it until WWII
The crash of 1919 was way worse in terms of relative drop compared to the total economy. But the US bounced back quickly. Coolidge warned before hoover was president that hoover was meddlesome: "for six years that man has given me unsolicited advice – all of it bad". Despite how people seem to misremember, hoover was very interventionist, outright declaring that he thought that society was something with knobs and levers that you could engineer your way around.
Believe it or not, FDR ran on a platform declaring that hoover was dicking around too much, though when he became president he obviously doubled down on what hoover was doing.
"Although Roosevelt would oversee a dramatic expansion of the federal government himself, he attacked Hoover during the 1932 presidential campaign for engaging in “reckless and extravagant” spending and ran on a Democratic platform calling for “an immediate and drastic reduction of governmental expenditures” by at least 25 percent. Roosevelt’s running mate, John Nance Garner, went so far as to accuse Hoover of “leading the country down the path of socialism.”
I am not entirely sure how history got rewritten to be the exact opposite of what it actually was.