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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AI score Recently posted Company A–Z

FilteredsectorRetail×

10 AI roles requiring this skill.

Company	Title	Sector	AI score	Stage
Walmart	Staff, Data Scientist	Retail	8	L2
Walmart	(USA) Senior Manager, Data Science (AI Technical Lead) – Next-Gen Customer Engagement & Returns	Retail	8	L4
Walmart	(USA) Principal, Software Engineer	Retail	8	L4
Walmart	Staff, Data Scientist	Retail	8	L4
Walmart	(IND) Senior, Data Analyst	Retail	7	L2
Walmart	Principal, Data Scientist, Experimentation Sciences	Retail	7	L5
Walmart	(USA)Staff, Data Scientist	Retail	7	L2
Walmart	(USA) Senior Manager, Data Science, Perishable First Mile	Retail	7	L3
Walmart	(USA) Senior Manager, Data Science	Retail	7	L4
Walmart	(USA) Senior Manager, Data Science	Retail	7	L4

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

Demand trend

Causal Inference

Top employers

Often paired with

Frequently asked questions