Career moves · 231,145 postings · 163 markets · 2026-07-16
Where can your career go next?
Search the role you're in. We count what employers ask for across 231,145 active postings, then show you the markets one step away: how big each one is, and exactly which skills you'd need to add.
What this is and isn't
Markets sit close together when employers on both sides ask for the same skills, measured across 350 normalized skills. This is not a record of people moving between them. That would need career histories we don't have. A close market also isn't automatically a good move. Skills counted are the ones postings list explicitly, so every figure is a floor.
You are here
Machine Learning Engineer
570 open jobs·232 employers
10 markets are one step away
These are the 10 careers with the highest skill overlap with Machine Learning Engineer. Bigger circles mean more openings; careers closer to the center require fewer new skills.
Among nearby careers, Software Engineer has the most openings (7,054), while Member Of Technical Staff requires the fewest new skills.
Skill transition
How much each market's required skills differ from your
current role.
- Very close4
- Close6
Larger circles = more open jobs, from 143 to 7,054 here.
TapSelect a market to put it at the center.
Member Of Technical Staff
from Machine Learning Engineer
Excellent match
Very close
Among the 4 closest moves from Machine Learning Engineer.
165
openings in Member Of Technical Staff
6
skills you already have
6
skills to learn
0
skills to strengthen
You already have
Machine Learning EngineerMember Of Technical Staffshare of postingspython
75%66%
ml
100%50%
llm
39%32%
pytorch
64%19%
deep learning
36%12%
tensorflow
54%9%
You'll need to learn
- infrastructureasked for in 74% of Member Of Technical Staff postings
- typescriptasked for in 15% of Member Of Technical Staff postings
- full stackasked for in 15% of Member Of Technical Staff postings
- total rewardsasked for in 15% of Member Of Technical Staff postings
- valuationasked for in 10% of Member Of Technical Staff postings
- postgresasked for in 10% of Member Of Technical Staff postings
How much work is out there
Machine Learning Engineer570Member Of Technical Staff165This market has 3.5x fewer postings than yours.
Smaller than the market you're in, but 6 of the skills it asks for are ones you already have.
What to do next
1 · Learn
infrastructure
Asked for in 74% of Member Of Technical Staff postings, and 5 other new skills.
2 · Look at the work
165 Member Of Technical Staff postings
Observed active in this snapshot.
570 Machine Learning Engineer postings · 165 Member Of Technical Staff postings · 350 normalized skills · snapshot 2026-07-16
Methodology
What is this based on?
231,145 live job postings from 28,870 employers across 163 markets, captured 2026-07-16. Skills come from each posting's stated requirements.
How is distance calculated?
Each market becomes a profile of the skills its postings request, and markets are compared by how much those profiles overlap (an IDF-weighted cosine similarity, so skills that appear in almost every role count for less). The closest markets sit nearest the center, grouped into five bands from Very close to Different field.
What do the skill lists mean?
Shared skills are the ones both roles commonly ask for. Skills to learn are the ones the target market asks for that your current role doesn't, ranked by how much more often they come up.
What isn't included?
Years of experience, seniority, salary, portfolio or certification requirements, or how competitive a role is to land. Skill overlap is one axis of a move, not the whole picture.
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