Chroma and Rag frequently appear together in AI job postings, with 115 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $179K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Chroma and Rag appear together in 115 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 Chroma + Rag
AI/ML Engineer113 jobs
Data Engineer1 jobs
AI Software Engineer1 jobs
Career Impact
Professionals who combine Chroma and Rag earn a median salary ceiling of
$179K, compared to $179K for Chroma alone and
$177K for Rag alone. This 1% premium
reflects the salary ceiling is roughly equivalent whether you specialize in one skill or combine both, suggesting the market values either path equally.
Based on our analysis of current AI job postings, 115 positions require both Chroma and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Chroma and Rag pay an average of $123K to $179K based on 70 postings with disclosed compensation.
Jobs requiring both Chroma and Rag pay $179K on average (max), compared to $179K for Chroma alone and $177K for Rag alone. That represents a 1% premium for having both skills.
The most common roles requiring both Chroma and Rag are: AI/ML Engineer, Data Engineer, AI Software Engineer. These positions typically involve building production AI systems that leverage both technologies.
Data Source: Analysis based on 16,778 AI job postings collected and verified by AI Market Pulse. Data reflects active job listings as of February 2026. Salary figures represent posted compensation ranges and may not include equity, bonuses, or other benefits.
Track AI Skill Demand
Get weekly updates on which skill combinations are trending in AI job postings.
Skill co-occurrence data is derived from 115 job postings that list both Chroma 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.
