Skills & Taxonomy
37,000+ skills extracted via NLP from 900M+ job postings, including 3,000+ certifications and 400+ soft skills. Track skill demand trends, identify emerging skills, and benchmark requirements across roles, industries, and geographies.
How Skills Extraction Works
Multi-stage NLP extracts technical skills, certifications, and soft skills from job descriptions — not just keyword matching.
37K+ skills organized into categories. Certifications and soft skills are tagged separately for precise filtering.
Skills extracted from every posting. Array fields allow multi-skill analysis, co-occurrence patterns, and trend detection.
Sample Records
| Job Title | Company | City | State | Seniority | Work Mode | Min Salary | Max Salary | SOC Code | SOC Title | Skills | Certifications | +6 more |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Full Stack Developer | Shopify | Ottawa | ON | Mid | Remote | 120,000 | 165,000 | 15-1252 | Software Developers | React, Node.js, TypeScript, GraphQL, PostgreSQL | AWS Solutions Architect | ... |
| Cybersecurity Analyst | CrowdStrike | Austin | TX | Mid | Hybrid | 105,000 | 145,000 | 15-1212 | Information Security Analysts | SIEM, Threat Hunting, Python, Splunk, MITRE ATT&CK | CISSP, CEH, Security+ | ... |
| Data Engineer | Snowflake | San Mateo | CA | Senior | Hybrid | 165,000 | 225,000 | 15-1252 | Software Developers | Spark, Airflow, dbt, Python, SQL, Kafka | Snowflake SnowPro | ... |
| Cloud Architect | Accenture | Atlanta | GA | Lead | Remote | 175,000 | 240,000 | 15-1244 | Network Architects | AWS, Azure, Terraform, Docker, CI/CD, IaC | AWS SA Pro, Azure Solutions Architect | ... |
| AI Research Scientist | OpenAI | San Francisco | CA | Senior | On-site | 250,000 | 400,000 | 15-2051 | Data Scientists | PyTorch, Transformers, RLHF, C++, CUDA, Linear Algebra | PhD Publications | ... |
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Based on 37K+ skills extracted from 900M+ job postings
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