Which roles ask for Causal Inference at tech companies · 27 roles · 90 days to Oct 7, 2026
Updated
27 roles counted that list Causal Inference, one per company, title and level; 51 postings in the window.
This page opens in search once it reaches 50 roles in 90 days.
In short
Causal Inference: listed in 27 roles at tech companies whose requirements we read, in the 90 days to Oct 7, 2026. It was required in 15 and preferred in 12. The largest group is data scientist roles: 20 of 27.
- Required
- 15 of 27
- Of the roles that list Causal Inference
- Preferred
- 12 of 27
- Of the roles that list Causal Inference
- Largest group
- 20 of 27
- Data scientist
Roles that ask for Causal Inference
Roles listing Causal Inference, by title family. Where the role has a page, the count is also out of that role's roles whose requirements we read.
| Role | Roles | Of the role's roles we read |
|---|---|---|
| Data scientist | 20 | 20 of 112 |
| Data analyst | 4 | 4 of 47 |
| Machine learning engineer | 3 | 3 of 79 |
Companies that ask for it most
Asked alongside
Out of the 27 Causal Inference roles whose requirements we read: the other skills they ask for. Too few to show shares, so we show counts.
| Skill | Roles asking |
|---|---|
| Python | 26 of 27 |
| SQL | 23 of 27 |
| Experimentation | 13 of 27 |
| Statistics | 12 of 27 |
| R | 10 of 27 |
| A/B Testing | 9 of 27 |
| Machine Learning | 9 of 27 |
| Statistical Modeling | 7 of 27 |
| Data Visualization | 6 of 27 |
| AI | 5 of 27 |
| Skill | Roles asking |
|---|---|
| Experimentation | 6 of 27 |
| LLMs | 5 of 27 |
| Machine Learning | 4 of 27 |
| Spark | 4 of 27 |
| Statistics | 4 of 27 |
| Developer Tools | 3 of 27 |
| Model Deployment | 3 of 27 |
| Personalization | 3 of 27 |
| Anomaly Detection | 2 of 27 |
| Classification | 2 of 27 |
Experience
Of the 17 roles that state years
Each line counts roles asking for at least that many years, so the lines overlap.
- 1+ year
- 17 of 17
- 2+ years
- 17 of 17
- 3+ years
- 16 of 17
- 5+ years
- 11 of 17
- 8+ years
- 5 of 17
- 10+ years
- 2 of 17
Degree
Of the 23 roles we could read for it
- Required
- 9 of 23
- Required, or experience instead
- 4 of 23
- Preferred
- 2 of 23
- Not mentioned
- 8 of 23
Pay and remote work
Of the 27 roles we could read for it. Pay these roles state, not what the skill pays.
- Roles stating pay
- 18 of 27
- Remote roles
- 12 of 27
How we count: 27 roles from 16 employers in the 90 days to Oct 7, 2026, each role counted once however many boards post it. Skills are counted out of the roles whose requirements we read. Roles are not filtered by country. Methodology