FAQ

What concrete evidence shows SageMaker is penalized more than TFX in Amazon loops?
The Q3 2023 Amazon S3 HC recorded a 4‑1 reject for a SageMaker‑only answer and a 5‑0 advance for a TFX‑focused answer; the compensation gap of $23,000 base confirms the penalty.

Can I recover from a “Vendor‑Lock” flag in a Google interview?
Only if you demonstrate a concrete migration path and cite a past project where you swapped from a managed service to an on‑prem pipeline; otherwise the bias score stays at 2 / 5 and the loop rejects.

Does the choice of platform affect equity offers at FAANG?
Yes. In the Amazon ML hiring cycle, a candidate with a low “Risk Adjustment” score received 0.04 % equity versus 0.06 % for a low‑risk TFX candidate; the equity difference equals roughly $12,000 at a $200 M valuation.

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