Looker and Rag frequently appear together in AI job postings, with 122 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.
Looker and Rag appear together in 122 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 Engineer106 jobs
Data Scientist6 jobs
AI Architect5 jobs
AI Software Engineer2 jobs
Data Engineer1 jobs
AI Product Manager1 jobs
Career Impact
Professionals who combine Looker and Rag earn a median salary ceiling of
$262K, compared to $242K for Looker alone and
$176K for Rag alone. This 25% 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, 122 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 $134K to $262K based on 102 postings with disclosed compensation.
Jobs requiring both Looker and Rag pay $262K on average (max), compared to $242K for Looker alone and $176K for Rag alone. That represents a 25% premium for having both skills.
The most common roles requiring both Looker and Rag are: AI/ML Engineer, Data Scientist, AI Architect, AI Software Engineer. 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 122 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.
