Job Skills Data
Skill demand by job title and month: 36K skills across 70K job titles (8.9M title-skill rows) with coverage, lift and essential, distinctive and emerging scores, plus monthly trends, state trends and co-occurrence. Computed over unique US postings for a trailing three years and refreshed monthly. Extraction is powered by a 43,000+ entry skills and credentials taxonomy.
Demand statistics, not a taxonomy file: the taxonomy powers extraction on every posting and is not sold on its own.
Key Highlights
- Per title and skill: coverage, lift, and essential, distinctive and emerging scores
- Monthly demand trends per title and skill, and per state and skill
- Skill co-occurrence: the top related skills for every skill
- Skill family summaries per title
- Extraction matched against a 43,000+ entry taxonomy of skills, certifications, licenses and soft skills
Use Cases
- Curriculum and training design
- Skills-based hiring and job architecture
- Workforce reskilling plans
- HR tech skills features
Sample FieldsView full schema
normalizedTitleskillskillCoverageskillLiftessentialScoredistinctiveScoreemergingScoreWhat You Receive
Delivered as separate files that join on one key, so you take only what you need. Catalog version 8.3.
| File | What it carries | Availability |
|---|---|---|
skills_title_stats | Per title and skill: coverage, lift and essential, distinctive and emerging scores | Standard |
skills_trends | Monthly demand per title and skill | Standard |
skills_state_trends | Monthly demand per state and skill | Standard |
skills_cooccurrence | Top related skills for every skill | Standard |
skills_global_stats | One row per skill across all titles | Standard |
skills_entity_summary | Skill families per title | Standard |
Delivery
Cadence: Monthly
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Frequently Asked Questions
Common questions about the Job Skills Data dataset.
- What does Job Skills Data contain?
- Skill demand statistics: 36K skills across 70K job titles, 8.9M title-skill rows, with monthly trends, state trends and co-occurrence.
- Can I buy the skills taxonomy itself?
- No. The 43,000+ entry taxonomy powers extraction on every posting; the product is the demand statistics built from it.
- Which postings are counted?
- Unique US postings over a trailing three years, so a job posted to several boards counts once.
- How is it delivered?
- Monthly. Parquet by default, CSV on request, delivered to Amazon S3, Google Cloud Storage, Azure Blob Storage, Google Drive or SFTP. Every product carries a catalog version (currently 8.3), so a delivered schema never changes without notice. Request a sample to evaluate the files before you buy.