LLMs
Which roles require it and how much it matters — mapped across real job-role profiles.
Short answer: LLMs is asked for by 1 of the 103 job-role profiles Skilture maps — only by Machine Learning Engineer.
Source: Skilture's 103 job-role profiles · Updated
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- Roles that list it
- 1 of 103
- Core requirement
- Supportingcomplementary skill
- Skill type
- Technicalhard, teachable
Who hires for LLMs?
The roles in Skilture's catalogue that list LLMs, and how heavily each one weights it.
Targeting one of these roles? Grab the ATS resume keywords:
How interviewers test LLMs
Real questions from Skilture's interview banks, with what the interviewer is listening for.
Machine Learning Engineer · advanced
You are asked to add an LLM feature. How do you decide between prompting, fine-tuning, and retrieval?
Listen for: Look for starting simple with prompting/RAG for knowledge grounding and reserving fine-tuning for behaviour/format needs, weighing cost and data. Jumping to fine-tuning by default is a red flag.
What roles that use LLMs pay in the US
Annual wages in US dollars for the roles above: median, and the 10th–90th percentile range.
| Role | Median | Range |
|---|---|---|
| Machine Learning Engineer | $135,980 | $82,460 – $214,670 |
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 LLMs
Employers hiring for LLMs most often ask for these alongside it.
Put LLMs to work
Does your resume show LLMs?
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.
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LLMs: common questions
- Is LLMs worth learning in 2026?
- LLMs is listed in 1 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 LLMs?
- Roles that ask for LLMs include 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 LLMs?
- A typical question, from Machine Learning Engineer interviews: "You are asked to add an LLM feature. How do you decide between prompting, fine-tuning, and retrieval?" What the interviewer listens for: Look for starting simple with prompting/RAG for knowledge grounding and reserving fine-tuning for behaviour/format needs, weighing cost and data. Jumping to fine-tuning by default is a red flag.