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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
So I've had 2 hiring managers and several recruiters from Amazon reach out to me about applying for some open positions with the company (android). I completed the coding assessment and now they want me to go through a round of 5 hour interviews next week. Is there a good chance I'll be hired if engineering managers are reaching out to me? I'm really not sure how badly I want to work for them and I don't want to be laid off months after being hired on. Anyone know what Amazon hiring is like?
Paypal Hello, I've been offered Data engineer /Software Engineer at PayPal, india.
How's the company doing, is it profitable? Bit skeptical about the recent layoffs at PayPal.
Any data engineers at PayPal around? Whats your thoughts, how's the team doing and how would be the growth?
YOE - 5 TC offered : 19 Base +10k RSU (3 years)
TC seems to be a lowball, but that's their budget, no scope of negotiation.
Is it worth joining paypal
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Any book recommendations on change management?
Ahh.. how I miss the good ol’ days.

Recs for sushi grade tuna to buy pls? Thanks!
Any reasonable monthly parking in Midtown?
For anyone using Khan Academy and Canvas I made a free application built on a Google Spreadsheet that reads in Khan Academy CSV files and sends the scores to the Canvas gradebook. Demo video below and link to site. Hope it helps someone! The setup takes a bit but it has made grading Khan exercises so much easier and quicker.
Demo: https://youtu.be/oQoVrhpp7R0
Website: https://apps.joshbunzel.com/docs/khan2canvas/
Additional Posts in Consulting
who's in hk?
Should I resign on a Monday or a Friday?
Digital hotel keys are sooo cool.
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Head count in my OP is down 15-20% since last Aug. They have already pretty aggressively trimmed via both involuntary and not hiring to replace
5% ain’t too bad.
Rising Star
Good point. Wondering what’s the average in normal times?