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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
today I choose violence

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Data scientist, analytics - 6 yoe
Industry: tech
Location: hcol
Salary: 173k
Bonus: 15%
Equity: $80k/yr
TC: $280k
IC4
Title: Consultant
Industry: Analytics, government
Location: Remote
Salary: 85k
Bonus: 10%
YOE: 1
Am I underpaid?
I think you’re paid well. I didn’t hit 85k till 4 years experience in government consulting so at that point I was def underpaid.
Vice President
17 YOE
275K base
30% bonus
375K shares equity (it’s private)
MLE (8YOE)
HCOL
Salary: 230k
Bonus: 15%
Equity: 165k per year
TC: 430k
Yep our company has DS but they do mostly product analytics. Tools and platforms are pyspark, tensorflow, pytorch and a lot of internally built stuff for inference
Data Scientist (5 YOE)
MCOL
Salary: 145k
Bonus: 15%
Equity: 40k per year
Previous TC: 206k
Current TC: 0 (Laid off)
Senior Lead Engineer
10 YOE
175K base
35% bonus
Chicago
Title: Senior Consultant (5 YOE)
Industry: Tech Consulting
Location: HCOL
Salary: 135k
Bonus: ~3-10%
TC: ~140k
Feel like I’m a bit underpaid 😂
Title: Data Science Consultant (2.5 yoe)
Industry: Tech Consulting
Location: NY (HCOL)
Salary: 115k
Target bonus: 8%
Tc: ~115k (2023 most likely a bad bonus year)
Senior data & ai consultant - 3 yoe
Industry: big 4 consulting
Location: L/MCOL
Salary: 116k (expect raise to ~130k in a couple weeks)
Bonus:~8-14%
TC: ~145k
Can you explain what a day in your role looks like?
Title: Senior Data Scientist / Consultant
Experience: 2 years at firm, 5 years industry, prior life sciences PhD
Location: NY
Salary: $195K
Bonus: Up to ~55K
Visual Storyteller
Principal, Data Strategy (7 YoE in Data, 7 prior Military)
Prior BA, BI, DE, and DS Lead
Consulting
DC (M/HCOL)
225K
25%
Private - non-equity, but I get a % if every sale on top
+300K
Title: Manager [8 YOE]
Industry: Advisory/Analytics
Location: MCOL/LCOL
Base: $125k
Bonus: 12%
TC: $140k
Anticipating a promotion to Senior Manager this year @ $145k base, $165k TC
It is low but fair for our area. Additionally, the hope is that TC will increase quite a bit next year, as we were acquired by a top 20 firm.
Recent offer, undecided
Title: VP, Data Science (~5 YoE)
Industry: PE Ops
Location: NYC
Salary: 230k
Target bonus: 120%
TC: ~500k
Awesome dude, go get that bag
Off topic.. just curious, anyone in this thread owns real estate ? If you want to build wealth and health, TC is great but it can’t be the only thing~ good luck to all!
Data science manager ( consulting)
8 YOE in data science (2 yrs in US)
133k base.
15 percent target bonus
HCOL ( NYC metro area)
OP - which firm?
Title: Software Engineer, AI/ML
Industry: Insurance
Location: MCOL
Salary: 115k
Bonus: 10%
Can’t put a price on that! :)
Title: Senior Consultant (5 YOE total, 1 in analytics)
Industry: Government Tech Consulting
Location: MCOL/HCOL
Salary: 130k
Bonus: 5-8%
Title: Analyst (1 YOE)
Industry: Tech Consulting
Location: HCOL
Salary: 95k
Target bonus: 5%
TC: ~100k
Title: Technical Solution Lead
YOE: 9, over 1 year at firm
Industry: Data Consulting
Salary: 145k
Bonus: 0
Equity: 0
TC: 145k
MCOL area