Model Validation

Frequently asked questions

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

  Model Validation is a skill in the "ML Ops & Evaluation" category. It currently appears in 278 active AI roles across 70 companies in our index.

• Which companies are hiring for Model Validation?

  The top employers with active AI roles mentioning Model Validation are: Amazon (67), NVIDIA (22), Capital One (22), OpenAI (19), Anduril (14).

• Is demand for Model Validation growing?

  Over the last 12 weeks, 181 new AI postings mentioned Model Validation. Demand is rising — up 179% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Model Validation used?

  Roles requiring Model Validation are concentrated in: agents (40%), application (17%), serving infrastructure (17%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Model Validation?

  Job postings that mention Model Validation most often also require: Machine Learning, Python, Production ML Systems, Software Engineering, LLM Evaluation & Grading.