Frequently asked questions

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

  Causal Inference is a skill in the "Math & Foundations" category. It currently appears in 183 active AI roles across 43 companies in our index.

• Which companies are hiring for Causal Inference?

  The top employers with active AI roles mentioning Causal Inference are: Amazon (68), Walmart (10), Uber (9), Instacart (8), Apple (7).

• Is demand for Causal Inference growing?

  Over the last 13 weeks, 134 new AI postings mentioned Causal Inference. Demand is rising — up 136% in the last four weeks compared to the earliest four weeks in the window.

• At which stage of AI development is Causal Inference used?

  Roles requiring Causal Inference are concentrated in: application (39%), agents (36%), post-training (10%). These stages follow a seven-stage AI lifecycle from data preparation through to shipped product.

• What skills are commonly paired with Causal Inference?

  Job postings that mention Causal Inference most often also require: Machine Learning, Statistics, A/B Testing, Python, Data Science.