Data Sources & Acknowledgments
We combine open datasets with proprietary models to deliver accurate career impact assessments
Open Economic Data
Our AI Career Impact Assessment incorporates data from:
Dataset Components
- SOC Structure Analysis
- Automation vs Augmentation
- ONET Task Mappings
- Employment Data Trends
Proprietary Models
- AI Impact Assessment Models
- Career Trajectory Analysis
- Skill Evolution Frameworks
- Industry-specific Augmentation Patterns
Career Trajectory Analysis
Our proprietary models analyze how careers evolve with AI integration, identifying:
Growth SectorsAt-Risk RolesEmerging SkillsHybrid Careers