Optimization

Frequently asked questions

• What is Optimization and how common is it in AI job postings?

  Optimization is a skill in the "Math & Foundations" category. It currently appears in 52 active AI roles across 21 companies in our index.

• Which companies are hiring for Optimization?

  The top employers with active AI roles mentioning Optimization are: Amazon (16), ByteDance (8), NVIDIA (6), Walmart (2), Together AI (2).

• Is demand for Optimization growing?

  Over the last 11 weeks, 36 new AI postings mentioned Optimization. Demand is rising — up 70% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Optimization used?

  Roles requiring Optimization are concentrated in: serving infrastructure (35%), agents (33%), application (12%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Optimization?

  Job postings that mention Optimization most often also require: Machine Learning, Optimization Methods, Production ML Systems, Data Science, Python.