Looker and Rag frequently appear together in AI job postings, with 56 current openings requiring both skills. The most common role for this combination is AI/ML Engineer. Jobs requiring both skills pay up to $175K on average. Below you'll find detailed salary data, hiring companies, and related skill combinations.
Looker and Rag appear together in 56 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 Looker + Rag
AI/ML Engineer46 jobs
Data Scientist7 jobs
AI Product Manager2 jobs
Data Engineer1 jobs
Career Impact
Professionals who combine Looker and Rag earn a median salary ceiling of
$175K, compared to $174K for Looker alone and
$177K for Rag alone. This 0% discount
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, 56 positions require both Looker and Rag skills. The most common role for this combination is AI/ML Engineer.
Jobs requiring both Looker and Rag pay an average of $118K to $175K based on 40 postings with disclosed compensation.
Jobs requiring both Looker and Rag pay $175K on average (max), compared to $174K for Looker alone and $177K for Rag alone. That represents a 0% discount for having both skills.
The most common roles requiring both Looker and Rag are: AI/ML Engineer, Data Scientist, AI Product Manager, Data 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.
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Skill co-occurrence data is derived from 56 job postings that list both Looker 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.
