Professional knowledge,
structured at scale.

Anonymized career data from thousands of professionals — industry, skills, goals, challenges, and AI readiness. Built for AI training, workforce research, and consulting intelligence.

Records
15+
Industries
9
Data Fields
100%
Anonymized

What's in the dataset.

Each record represents one completed professional assessment — real people sharing their background, skills, and career goals. All PII is stripped.

Category

Industry

Healthcare, Technology, Finance, Legal, Education, and 10+ more sectors.

Text

Profession

Self-reported job title or role — Marketing Manager, Nurse Practitioner, Software Engineer, etc.

Bracket

Years of Experience

Experience level from <1 year to 15+ years, in structured brackets.

Array

Skills

Multi-select from 16 professional skill categories plus free-text additions.

Bracket

Hours Available

Weekly time commitment from 1–3 hours (side project) to 30+ hours (full-time).

Bracket

Income Goal

Target monthly income from $500/mo to $100K+ annual revenue.

Category

Biggest Challenge

Primary obstacle: lack of direction, technical barriers, time constraints, imposter syndrome, etc.

Timestamp

Completion Date

When the assessment was completed. Enables temporal analysis of workforce trends.

Hash

Record ID

SHA-256 hashed anonymous identifier. No PII, no traceability, fully compliant.

Who this is for.

The dataset has value for anyone building products, models, or strategies around the future of work.

🤖

AI Training Companies

Fine-tune models on real professional knowledge graphs — skills, industries, career transitions, and readiness signals.

📊

Workforce Analytics Firms

Track which industries are AI-curious, what skills professionals value, and where the talent gaps are.

💼

Consulting & Strategy

Build data-backed presentations on AI adoption patterns, workforce readiness, and upskilling demand by industry.

🎓

EdTech & Training Platforms

Understand what professionals want to learn, how much time they have, and what challenges block adoption.

Sample record.

Every record follows this structure. Available as JSON or CSV.

{
  "record_id": "dxl_a3f8c2e19b04",
  "industry": "Healthcare",
  "profession": "Nurse Practitioner",
  "years_experience": "5-10 years",
  "skills": ["Teaching / coaching", "Research / analysis", "Writing / copywriting"],
  "hours_available": "4-7 hours/week (serious side hustle)",
  "income_goal": "$1,000-$3,000/month extra",
  "biggest_challenge": "I don't know where to start with AI",
  "completed_at": "2026-04-05T14:32:18.000Z"
}

Interested in licensing this data?

We offer custom licensing for AI training, research, and commercial use. Dataset grows daily as new professionals complete the assessment.

Contact Us About Licensing →

Custom pricing based on use case and volume. Enterprise agreements available.