Quantization

Frequently asked questions

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

  Quantization is a skill in the "Infrastructure & Systems" category. It currently appears in 125 active AI roles across 35 companies in our index.

• Which companies are hiring for Quantization?

  The top employers with active AI roles mentioning Quantization are: NVIDIA (21), Capital One (16), Amazon (13), JPMorgan Chase (6), Rivian (5).

• Is demand for Quantization growing?

  Over the last 12 weeks, 68 new AI postings mentioned Quantization. Demand is rising — up 33% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Quantization used?

  Roles requiring Quantization are concentrated in: serving infrastructure (51%), post-training (22%), agents (14%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Quantization?

  Job postings that mention Quantization most often also require: Machine Learning, PyTorch, Computer Architecture, Large Language Models (LLMs), Optimization Methods.