Skill report · GenAI & LLMs
LLM Evaluation: demand in job postings
LLM Evaluation is named in 5% of the 28,652 tech job postings Mettlespark read in the United States and Canada over the last 180 days (1,423 postings), most often for Applied AI Engineer at 32%, AI Engineer at 28% and Machine Learning Engineer at 24%. When a posting names it, 78% list it as required.
From 28,652 postings in the United States and Canada, April 23, 2026 to October 20, 2026. Updated October 20, 2026. How we count
- Postings naming it
- 1,4235% of all postings
- Required when named
- 78%rather than nice to have
- Senior level or above
- 64%of the postings naming it
- Time to learn
- about 20 hoursfrom zero to job-ready, Mettlespark's estimate
Over time
Its share of postings has risen about 2.5 points since October 2023, comparing like with like, but it has turned down lately.
The roles that ask for it most
The share of each role's postings that name LLM Evaluation.
| Role | Share of the role's postings |
|---|---|
| Applied AI Engineer | |
| AI Engineer | |
| Machine Learning Engineer | |
| MLOps Engineer | |
| Applied Scientist | |
| Research Scientist (ML) | |
| Forward Deployed Engineer | |
| Data Scientist |
Often asked for alongside
The share of postings naming LLM Evaluation that also name each.
- Machine Learning74%
- LLMs73%
- Python67%
- AI Agents64%
- Observability37%
- RAG37%
Industries
Where the postings naming it come from.
- AI Research & Foundation Models16%
- Banking & Financial Services11%
- Healthcare8%
- Enterprise Software & SaaS8%
Learn first
What Mettlespark's learning plans put before LLM Evaluation:
Quick answers
Is LLM Evaluation in demand?
LLM Evaluation is named in 5% of tech job postings in the United States and Canada over the last 180 days, 1,423 postings, and required in 78% of those. Its share of postings has risen about 2.5 points since October 2023, comparing like with like, but it has turned down lately.
Which jobs ask for LLM Evaluation?
Applied AI Engineer, AI Engineer, Machine Learning Engineer and MLOps Engineer postings name it most often: 32% of Applied AI Engineer postings, 28% of AI Engineer postings, 24% of Machine Learning Engineer postings.
What skills go with LLM Evaluation?
Postings that name LLM Evaluation most often also name Machine Learning, LLMs, Python and AI Agents.
What should I learn before LLM Evaluation?
Mettlespark's learning plans put LLMs first.
How long does it take to learn LLM Evaluation?
About 20 hours from zero to job-ready, by Mettlespark's estimate; less with the prerequisites already in hand.