AI Career Observatory

AI Skills in Demand

Skill demand extracted from 3,302 active tracked job postings. Each skill page shows real labor-market evidence: which roles ask for it, which companies and live postings.

Python
Programming
875 jobs · 14 cos · 26%
Evaluation
AI Core
725 jobs · 15 cos · 22%
LLM
AI Core
652 jobs · 14 cos · 20%
AWS
Cloud
583 jobs · 14 cos · 18%
AI Agents
AI Core
560 jobs · 15 cos · 17%
Google Cloud
Cloud
507 jobs · 12 cos · 15%
Azure
Cloud
498 jobs · 11 cos · 15%
SQL
Data
482 jobs · 12 cos · 15%
System Design
Engineering Fundamentals
473 jobs · 14 cos · 14%
Spark
Data
350 jobs · 8 cos · 11%
Java
Programming
274 jobs · 11 cos · 8%
Kubernetes
Infrastructure
260 jobs · 13 cos · 8%
Observability
Engineering Fundamentals
244 jobs · 13 cos · 7%
TypeScript
Programming
241 jobs · 15 cos · 7%
Fine-Tuning
AI Core
179 jobs · 13 cos · 5%
C++
Programming
173 jobs · 11 cos · 5%
JavaScript
Programming
143 jobs · 11 cos · 4%
Rust
Programming
128 jobs · 9 cos · 4%
Guardrails
AI Safety
124 jobs · 11 cos · 4%
React
Frontend
119 jobs · 14 cos · 4%
Docker
Infrastructure
106 jobs · 10 cos · 3%
MCP
AI Core
91 jobs · 9 cos · 3%
PyTorch
ML Frameworks
89 jobs · 9 cos · 3%
RAG
AI Core
83 jobs · 9 cos · 3%
MLflow
MLOps
69 jobs · 2 cos · 2%
PostgreSQL
Data
68 jobs · 10 cos · 2%
Prompt Engineering
AI Core
65 jobs · 9 cos · 2%
Embeddings
AI Core
64 jobs · 9 cos · 2%
Inference Optimization
ML Infrastructure
45 jobs · 10 cos · 1%
dbt
Data
39 jobs · 9 cos · 1%
Airflow
Data
35 jobs · 9 cos · 1%
Distributed Training
ML Infrastructure
35 jobs · 6 cos · 1%
Vector Databases
AI Infrastructure
33 jobs · 4 cos · 1%
REST APIs
Engineering Fundamentals
30 jobs · 10 cos · 1%
JAX
ML Frameworks
29 jobs · 8 cos · 1%
TensorFlow
ML Frameworks
26 jobs · 5 cos · 1%
LangChain
AI Tooling
25 jobs · 2 cos · 1%
Go
Programming
17 jobs · 7 cos · 1%
LangGraph
AI Tooling
6 jobs · 2 cos · 0%