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Thought this was interesting. Across 160 teams of researchers, just about all failed to make good life outcome predictions on things like GPA, evictions, layoffs, and others. Data followed 4.5k families across 15 years, with 13k features (varied over time). Haven't looked at it directly yet, but will be turning the docs and data inside out... In the meantime, authors claim this as showing the limits of ML. Oh, and it's published in PNAS, so you know there's some big publication energy there.
https://www.pnas.org/content/117/15/8398
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The pace will feel different. Try not to compare processes. Take time to understand how they work and why. Your agency experience will be an asset, just don’t lead with it. Push the work where it really matters, and avoid being the person who wants to change everything in the first few weeks.
Man I wish I read this before I started my in-house gig. Really good advice.
Don't be an egotistical rockstar dick, you're now a cost center not a source of profit