Seera Data & Skill Benchmarks
What do real portfolios actually contain? We aggregate anonymized data from portfolios published on Seera to benchmark the skills, tech stacks, and experience that define each role. Free to cite under CC BY 4.0.
Benchmarks by role
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Software Engineer skill benchmarks
165 portfolios · top skills: JavaScript, CSS, HTML
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Marketing Manager skill benchmarks
45 portfolios · top skills: Social Media Management, Canva, Content Creation
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Data Scientist skill benchmarks
37 portfolios · top skills: Python, Power BI, SQL
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Product Designer skill benchmarks
24 portfolios · top skills: Figma, Wireframing, Photoshop
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Product Manager skill benchmarks
22 portfolios · top skills: Product strategy, Roadmap planning, Cross-functional team leadership