FAQ

What level of Pandas depth is expected for a new‑grad data scientist role?
The bar is a solid grasp of merge, groupby, and time‑series ops, plus the ability to articulate performance trade‑offs. Anything less triggers a No‑Hire in Google, Amazon, and Meta loops.

Should I study the latest Pandas 2.0 release features?
Yes, but only if you can map new APIs to the three‑step pattern used in production at Uber. Knowing a new function that you cannot justify in a business context adds noise, not value.

How much can I negotiate if I receive an offer after passing the loop?
Candidates who cleared the loop at Google in Q3 2023 typically saw offers around $150,000–$175,000 base, $20,000–$35,000 sign‑on, and 0.04–0.06 % equity. Use those numbers as a baseline; ask for performance‑based equity only if you can prove scaling expertise.amazon.com/dp/B0GWWJQ2S3).