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Skill

Which roles ask for Ranking Systems at tech companies · 18 roles · 90 days to Oct 7, 2026

Updated

18 roles counted that list Ranking Systems, one per company, title and level; 68 postings in the window.

This page opens in search once it reaches 50 roles in 90 days.

In short

Ranking Systems: listed in 18 roles at tech companies whose requirements we read, in the 90 days to Oct 7, 2026. It was required in 9 and preferred in 9. The largest group is machine learning engineer roles: 8 of 18.

Required
9 of 18
Of the roles that list Ranking Systems
Preferred
9 of 18
Of the roles that list Ranking Systems
Largest group
8 of 18
Machine learning engineer

Roles that ask for Ranking Systems

Roles listing Ranking Systems, by title family. Where the role has a page, the count is also out of that role's roles whose requirements we read.

RoleRolesOf the role's roles we read
Machine learning engineer88 of 79
Data scientist44 of 112
Software engineer44 of 719
AI engineer11 of 70
Research scientist11 of 39

Companies that ask for it most

Asked alongside

Out of the 18 Ranking Systems roles whose requirements we read: the other skills they ask for. Too few to show shares, so we show counts.

Required
SkillRoles asking
Machine Learning
10 of 18
Python
10 of 18
Experimentation
9 of 18
Statistics
7 of 18
AI
5 of 18
Distributed Systems
5 of 18
Data Quality
4 of 18
SQL
4 of 18
Data Processing
3 of 18
Information Retrieval
3 of 18
Preferred
SkillRoles asking
Information Retrieval
5 of 18
LLMs
5 of 18
Model Evaluation
4 of 18
Go
3 of 18
Kafka
3 of 18
Kubernetes
3 of 18
Anomaly Detection
2 of 18
ClickHouse
2 of 18
Cloud Infrastructure
2 of 18
Developer Tools
2 of 18

Experience

Of the 8 roles that state years

Each line counts roles asking for at least that many years, so the lines overlap.

1+ year
8 of 8
2+ years
8 of 8
3+ years
8 of 8
5+ years
5 of 8
8+ years
1 of 8
10+ years
1 of 8

Degree

Of the 18 roles we could read for it

Required
2 of 18
Required, or experience instead
5 of 18
Preferred
0 of 18
Not mentioned
11 of 18

Pay and remote work

Of the 18 roles we could read for it. Pay these roles state, not what the skill pays.

Roles stating pay
5 of 18
Remote roles
5 of 18

How we count: 18 roles from 15 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