Differential Privacy

Frequently asked questions

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

  Differential Privacy is a skill in the "Security & Compliance" category. It currently appears in 79 active AI roles across 30 companies in our index.

• Which companies are hiring for Differential Privacy?

  The top employers with active AI roles mentioning Differential Privacy are: Apple (11), Amazon (11), NVIDIA (8), ByteDance (8), ClickUp (4).

• Is demand for Differential Privacy growing?

  Over the last 12 weeks, 47 new AI postings mentioned Differential Privacy. Demand is rising — up 125% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Differential Privacy used?

  Roles requiring Differential Privacy are concentrated in: agents (44%), serving infrastructure (25%), application (9%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Differential Privacy?

  Job postings that mention Differential Privacy most often also require: Machine Learning, Production ML Systems, AI Safety, Agentic Systems, Software Engineering.