I have the opposite problem: I constantly feel inadequately prepared for my job as a data scientist because I never got a PhD. I know mid-career doctorates are considered risky but I still have my mind made up to get one.
Start from the start though: epistemology is grossly underrated, but the scientific method (aka: calling bullshit) is my most valuable tool.