Dataaxy Market Signals
See which roles and skills are showing up now.
A 90-day view of role families and skill mentions in jobs observed by Dataaxy.
- Job descriptions
- 2,390
- Window
- 90 days
- Through
- Oct 22, 2026
- AI Engineering30.5%
- Machine Learning Engineering21.5%
- Data Engineering16.1%
- Data Science11.2%
- Data Analytics10.8%
- AI Research9.9%
What stands out
Three signals worth your attention
Start here, then use the role and skill views below to add context.
- 01
AI Engineering leads the current role mix
AI Engineering accounts for 30.5% of observed descriptions (730 jobs).
- 02
Python is the most common shared signal
Python appears in 66.5% of the observed descriptions (1590 jobs).
- 03
SQL stands out in Data Analytics
SQL appears in 75.6% of Data Analytics descriptions, 45.4 points above the full observed corpus.
Role distribution
Where recent roles are concentrated
Each bar shows the share of deduplicated descriptions assigned to a role family during this 90-day window.
- AI Engineering30.5%n=730
- Machine Learning Engineering21.5%n=515
- Data Engineering16.1%n=384
- Data Science11.2%n=267
- Data Analytics10.8%n=258
- AI Research9.9%n=236
Role-to-skill map
Compare skill mentions by role
Choose a role to see its leading skill mentions, or use the full matrix on a larger screen to compare all six families.
- Python60.3%
- LLMs55.6%
- Machine Learning23.2%
- RAG20.8%
- AWS18.4%
- Azure16.8%
Percentages show direct mentions, not mandatory requirements. The amber marker identifies the highest share in each role.
Methodology
How this page is calculated
The analysis covers 2,390 deduplicated descriptions dated between Jul 24, 2026 and Oct 22, 2026. The window uses each source's available publication or last-updated date and includes six Data & AI role families.
Dataaxy assigns each job to one role family, then checks its title and description against its technical skill vocabulary and aliases. A skill counts once per description.
These figures describe the jobs observed by Dataaxy. They do not represent every job in the global market, and a mention is not proof that a skill is required.