What is Domain Adaptation and how common is it in AI job postings?

Domain Adaptation is a skill in the "ML Techniques" category. It currently appears in 50 active AI roles across 31 companies in our index.

Which companies are hiring for Domain Adaptation?

The top employers with active AI roles mentioning Domain Adaptation are: Amazon (9), NVIDIA (3), Mistral AI (3), Celonis (3), OpenAI (2).

Is demand for Domain Adaptation growing?

Over the last 12 weeks, 34 new AI postings mentioned Domain Adaptation. Demand is rising — up 36% in the last four weeks compared to the earliest four weeks in the window.

At which stage of AI development is Domain Adaptation used?

Roles requiring Domain Adaptation are concentrated in: agents (42%), post-training (22%), application (14%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

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Domain Adaptation

50 active AI roles across 31 companies mention Domain Adaptation. Category: ML Techniques.

Top employers

Amazon9Big Tech NVIDIA3Semiconductors Mistral AI3AI Frontier Celonis3Data AI OpenAI2AI Frontier Glean2Enterprise GE Healthcare2Healthcare Apple2Big Tech Anduril2Defense Workday1Enterprise Visa1Fintech Together AI1Data AI Sumo Logic1Enterprise SoFi

Demand trend

New AI postings mentioning Domain Adaptation per week — 34 total over 12 weeks.

Sector

All Big Tech · 14 Enterprise · 8 AI Frontier · 6 Data AI · 5 Semiconductors · 3 Robotics · 3 Fintech · 3 Defense · 3 Healthcare · 2 Consumer · 2 Pharma · 1 Banking · 1

Function

All Engineering · 32 Research · 15 Product · 4

Status

All Active only

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AI score Recently posted Company A–Z

51 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Mistral AI	Applied Scientist / Research Engineer - EMEA	AI Frontier	10	L2
GE Healthcare	Senior Staff AI Scientist	Healthcare	9	L6
Together AI	Frontier Agents Intern (Fall 2026)	Data AI	9	L4
Oracle	Applied Scientist 3	Enterprise	9	L0
Amazon	Applied Scientist, Prime Video - Generative AI	Big Tech	9	L2
NVIDIA	Senior Quantum AI Research Scientist, Applied Research	Semiconductors	9	L2
Workday	Principal AI Researcher	Enterprise	9	L1
Amazon	Senior Applied Scientist, Shopping Core Foundations - BuyForMe	Big Tech	9	L4
Handshake	Senior Forward Deployed Engineer, Handshake AI Enterprise	Enterprise	9	L4
Mistral AI

Frequently asked questions

What is Domain Adaptation and how common is it in AI job postings?
Domain Adaptation is a skill in the "ML Techniques" category. It currently appears in 50 active AI roles across 31 companies in our index.
Which companies are hiring for Domain Adaptation?
The top employers with active AI roles mentioning Domain Adaptation are: Amazon (9), NVIDIA (3), Mistral AI (3), Celonis (3), OpenAI (2).
Is demand for Domain Adaptation growing?
Over the last 12 weeks, 34 new AI postings mentioned Domain Adaptation. Demand is rising — up 36% in the last four weeks compared to the earliest four weeks in the window.
At which stage of AI development is Domain Adaptation used?
Roles requiring Domain Adaptation are concentrated in: agents (42%), post-training (22%), application (14%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.