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
175 portfolios · top skills: CSS, HTML, JavaScript
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Data Scientist skill benchmarks
56 portfolios · top skills: Python, SQL, Power BI
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Marketing Manager skill benchmarks
54 portfolios · top skills: Canva, Social Media Marketing, Content Strategy
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Product Designer skill benchmarks
23 portfolios · top skills: Figma, Prototyping, Wireframing
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Product Manager skill benchmarks
22 portfolios · top skills: Product strategy, Roadmap planning, Cross-functional team leadership