Fine Tuning and Rag frequently appear together in AI job postings, with 71 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $262K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Fine Tuning and Rag appear together in 71 current AI job postings, most commonly for AI/ML Engineer positions. This combination signals that employers are looking for versatile engineers who can work across multiple layers of the AI stack. Companies hiring for this pair tend to value candidates who can bridge different technical domains rather than specialize in just one.
Top Roles Requiring Fine Tuning + Rag
AI/ML Engineer50 jobs
AI Software Engineer17 jobs
Data Scientist2 jobs
Research Scientist1 jobs
AI Engineering Manager1 jobs
Career Impact
Professionals who combine Fine Tuning and Rag earn a median salary ceiling of
$262K, compared to $260K for Fine Tuning alone and
$176K for Rag alone. This 20% premium
reflects the market values the integration of these two skills. Employers pay more for candidates who can work across both rather than hiring separate specialists.
Based on our analysis of current AI job postings, 71 positions require both Fine Tuning and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Fine Tuning and Rag pay an average of $175K to $262K based on 58 postings with disclosed compensation.
Jobs requiring both Fine Tuning and Rag pay $262K on average (max), compared to $260K for Fine Tuning alone and $176K for Rag alone. That represents a 20% premium for having both skills.
The most common roles requiring both Fine Tuning and Rag are: AI/ML Engineer, AI Software Engineer, Data Scientist, Research Scientist. These positions typically involve building production AI systems that use both technologies.
Data Source: Analysis based on 26,159 AI job postings collected and verified by AI Pulse. Data reflects active job listings as of April 2026. Salary figures represent posted compensation ranges and may not include equity, bonuses, or other benefits.
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Methodology
Skill co-occurrence data is derived from 71 job postings that list both Fine Tuning and Rag
as required or preferred skills. Salary data includes only postings with disclosed compensation ranges.
Data is updated weekly from major job boards and company career pages.
