The Importance of Roles in Data Mining

I think for me it's well, where do I fit or where does an organization fit is it the same person doing all of this now is it. Are there defined roles? This was very different when data bricks and Azure lived in a certain location. And now it's that gap of who's doing what and who should be doing what That is to me the most ambiguous and the storm the stormiest sees, so to speak. So, yeah, you've essentially it's it's made accessible. A lot of these backends and the power behind them to generate end to end workflows. But if I have a lay user that doesn't know what they're doing, and the visibility