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What is a data lake in basic terms?
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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Captech is a highly respected and very well known for analytics consulting. If you want to leave for a larger firm, the name won’t be an issue. It’s not exactly a boutique.
What city ?
Never heard of them
1000+ person data consulting firm
CapTech is a good firm and I echo what VP1 has been saying here.
Worked for CapTech for 3 years out of undergrad across 2 offices. Salaries were on par with my friends who went to Big 4 firms.
Typical in-firm promotional path is 2 years to go from Consultant->Senior consultant.
Anecdotally, I have friends from my time at the firm who made the jump to MBB after spending 2 years at CapTech. They usually entered MBB at the level other college graduates would though. (Maybe a few years ahead still).