Domain Adaptation

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.