Skill report · Machine Learning & AI
scikit-learn: demand in job postings
scikit-learn is named in 2% of the 28,652 tech job postings Mettlespark read in the United States and Canada over the last 180 days (617 postings), most often for Applied Scientist at 18%, Machine Learning Engineer at 16% and Data Scientist at 14%. When a posting names it, 72% 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
- 6172% of all postings
- Required when named
- 72%rather than nice to have
- Senior level or above
- 60%of the postings naming it
- Time to learn
- about 35 hoursfrom zero to job-ready, Mettlespark's estimate
Over time
Its share of postings has held steady since October 2023, comparing like with like.
The roles that ask for it most
The share of each role's postings that name scikit-learn.
| Role | Share of the role's postings |
|---|---|
| Applied Scientist | |
| Machine Learning Engineer | |
| Data Scientist | |
| MLOps Engineer | |
| Applied AI Engineer | |
| AI Engineer | |
| Forward Deployed Engineer |
Often asked for alongside
The share of postings naming scikit-learn that also name each.
- Machine Learning96%
- Python95%
- PyTorch67%
- TensorFlow64%
- Statistics55%
- LLMs53%
Industries
Where the postings naming it come from.
- Banking & Financial Services14%
- Healthcare9%
- Retail & E-commerce7%
- Aerospace & Defense6%
Learn first
What Mettlespark's learning plans put before scikit-learn:
Quick answers
Is scikit-learn in demand?
scikit-learn is named in 2% of tech job postings in the United States and Canada over the last 180 days, 617 postings, and required in 72% of those. Its share of postings has held steady since October 2023, comparing like with like.
Which jobs ask for scikit-learn?
Applied Scientist, Machine Learning Engineer, Data Scientist and MLOps Engineer postings name it most often: 18% of Applied Scientist postings, 16% of Machine Learning Engineer postings, 14% of Data Scientist postings.
What skills go with scikit-learn?
Postings that name scikit-learn most often also name Machine Learning, Python, PyTorch and TensorFlow.
What should I learn before scikit-learn?
Mettlespark's learning plans put Python and Machine Learning first.
How long does it take to learn scikit-learn?
About 35 hours from zero to job-ready, by Mettlespark's estimate; less with the prerequisites already in hand.