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.

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Causal Inference

183 active AI roles across 43 companies mention Causal Inference. Category: Math & Foundations.

Demand trend

New AI postings mentioning Causal Inference per week — 134 total over 13 weeks.

Sector

All Big Tech · 87 Consumer · 35 Enterprise · 14 Retail · 10 AI Frontier · 9 Banking · 7 Robotics · 5 Fintech · 5 Vertical AI · 4 Hospitality · 3 Semiconductors · 2 Telecom · 1 Data AI · 1

Function

All Engineering · 134 Research · 34 Product · 15

Status

All Active only

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14 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
CrowdStrike	Director, AI Alignment and Interpretability (Remote)	Enterprise	9	L2
Autodesk	Senior Principal Data Scientist, AEC	Enterprise	8	L4
Unity	Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)	Enterprise	8	L6
Unity	Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)	Enterprise	8	L6
Unity	Machine Learning Engineer, Next-Generation Recommendation Systems (New Grad / PhD)	Enterprise	8	L6
Adobe	2026 University Graduate - Machine Learning Engineer	Enterprise	8	L3
DocuSign	Technical Product Manager - Payment Optimization	Enterprise	7	L4
Autodesk	Principal Data Scientist	Enterprise	7	L4
Replit	Data Scientist, People	Enterprise	7	L4
Outreach	Staff Data Scientist	Enterprise	7	L4
ServiceTitan	Lead Data Scientist	Enterprise	7	L4
Salesforce	Lead Data Engineer \| Senior Python & SQL	Enterprise	7	L4
Salesforce	Lead Decision Scientist	Enterprise	7	L5
Adobe	Director of Data Science & Engineering	Enterprise	7	L6

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.

Causal Inference

Top employers

Often paired with

Demand trend

Frequently asked questions

Causal Inference

Top employers

Often paired with

Demand trend

Frequently asked questions