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.

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Numerical Methods

111 active AI roles across 29 companies mention Numerical Methods. Category: Math & Foundations.

Demand trend

New AI postings mentioning Numerical Methods per week — 74 total over 12 weeks.

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Function

All Engineering · 65 Research · 44 Product · 2

Status

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11 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Mistral AI	Applied Scientist / Research Engineer - EMEA	AI Frontier	10	L2
Anthropic	Research Scientist, Life Sciences	AI Frontier	9	L2
Mistral AI	Applied Scientist / Research Engineer - Singapore	AI Frontier	9	L2
Lila Sciences	Research Scientist I/II, AI for Process Engineering	AI Frontier	9	L4
Mistral AI	Applied Scientist / Domain Expert, AI4Engineering - EMEA	AI Frontier	8	L2
Mistral AI	Applied Scientist / Research Engineer, AI4Engineering - EMEA	AI Frontier	8	L4
Lila Sciences	Research Scientist I/II, Statistical Mechanics and Dynamics	AI Frontier	8	L4
Lila Sciences	Co-op, Machine Learning for Digital Twins	AI Frontier	7	L2
Mistral AI	AI Deployment Strategist, AI4Engineering - EMEA	AI Frontier	7	L4
Lila Sciences	Research Scientist I/II, Multiscale & Multiphysics Simulations	AI Frontier	7	L4
OpenAI	Simulation Realism Engineer	AI Frontier	7	L4

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.

Numerical Methods

Top employers

Often paired with

Demand trend

Frequently asked questions

Numerical Methods

Top employers

Often paired with

Demand trend

Frequently asked questions