MLOps
Which roles require it and how much it matters — mapped across real job-role profiles.
Short answer: MLOps is asked for by 3 of the 103 job-role profiles Skilture maps — most heavily by Machine Learning Engineer, AI Engineer and Data Scientist.
Source: Skilture's 103 job-role profiles · Updated
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- Roles that list it
- 3 of 103
- Core requirement
- Supportingcomplementary skill
- Skill type
- Technicalhard, teachable
Who hires for MLOps?
The roles in Skilture's catalogue that list MLOps, and how heavily each one weights it.
AI Engineer
Required as a hard skill.
Data Scientist
Required as a hard skill.
Machine Learning Engineer
Required as a hard skill.
Targeting one of these roles? Grab the ATS resume keywords:
How interviewers test MLOps
Real questions from Skilture's interview banks, with what the interviewer is listening for.
Machine Learning Engineer · advanced
What does MLOps add on top of standard DevOps for a model in production?
Listen for: Look for data and model versioning, retraining pipelines, drift monitoring, and reproducibility, not just CI/CD. Treating a model like a static binary that never degrades is a red flag.
What roles that use MLOps pay in the US
Annual wages in US dollars for the roles above: median, and the 10th–90th percentile range.
| Role | Median | Range |
|---|---|---|
| AI Engineer | $135,980 | $82,460 – $214,670 |
| Machine Learning Engineer | $135,980 | $82,460 – $214,670 |
| Data Scientist | $120,230 | $67,240 – $199,130 |
United States, USD. Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics), 2025; each median links to its occupation. India (INR): no sourced figure for these roles yet, so none is shown.
Skills that pair with MLOps
Employers hiring for MLOps most often ask for these alongside it.
Put MLOps to work
Does your resume show MLOps?
Score your resume against a role and see which of its skills you show and which are missing.
Can an ATS read your skills?
A skill a parser cannot extract does not count. See what an Applicant Tracking System reads.
Placements coming up?
An 8-week plan: resume, top skill gaps, ATS checks and applications.
Building your resume? ATS-friendly templates, each one scored · Resume format for freshers
MLOps: common questions
- Is MLOps worth learning in 2026?
- MLOps is listed in 3 of the 103 job-role profiles Skilture maps. Explore the roles above to see where it matters most, then run a free skill gap analysis to see if you already have it.
- Which jobs require MLOps?
- Roles that ask for MLOps include AI Engineer, Data Scientist, Machine Learning Engineer. You can check how your own skills match any of these roles with Skilture's free skill gap analysis — no signup required.
- How do interviewers test MLOps?
- A typical question, from Machine Learning Engineer interviews: "What does MLOps add on top of standard DevOps for a model in production?" What the interviewer listens for: Look for data and model versioning, retraining pipelines, drift monitoring, and reproducibility, not just CI/CD. Treating a model like a static binary that never degrades is a red flag.