Numerical Methods

Frequently asked questions

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

  Numerical Methods is a skill in the "Math & Foundations" category. It currently appears in 111 active AI roles across 29 companies in our index.

• Which companies are hiring for Numerical Methods?

  The top employers with active AI roles mentioning Numerical Methods are: Amazon (28), NVIDIA (19), Anduril (10), JPMorgan Chase (7), Mistral AI (5).

• Is demand for Numerical Methods growing?

  Over the last 12 weeks, 74 new AI postings mentioned Numerical Methods. Demand is rising — up 193% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Numerical Methods used?

  Roles requiring Numerical Methods are concentrated in: serving infrastructure (27%), agents (23%), post-training (22%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Numerical Methods?

  Job postings that mention Numerical Methods most often also require: Machine Learning, Computer Architecture, Python, Software Engineering, Statistics.