Credits & Data Sources
Last Updated: March 24, 2026
Perspicax products incorporate data and services from the following open and publicly available sources. We gratefully acknowledge these providers and comply with their respective terms of use.
O*NET
This site incorporates information from O*NET Web Services by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). O*NET® is a trademark of USDOL/ETA.
Additional Sources
Content published in the Perspicax Knowledge Hub draws on research and data from the following organizations. These citations are provided for attribution and reader reference; they do not imply endorsement by or affiliation with these organizations.
World Economic Forum — Future of Jobs Report 2025
Cengage Group — 2025 Graduate Employability Report
AACSB International — Top 3 Higher Education Trends to Watch in 2025
Hanover Research — 2025 Trends in Higher Education
Higher Learning Commission — Criteria for Accreditation (revised 2024)
California Community Colleges Chancellor's Office — Vision 2030 and AI Workplan
Coalition of State Biosciences Institutes / TEConomy Partners — Life Sciences Workforce Trends
Harvard Business School — AI and Community Colleges Conference Proceedings (2025)
Georgetown University Center on Education and the Workforce — workforce and credential research
U.S. Bureau of Labor Statistics — occupational and labor market data
If you have questions about our use of any data source, please contact us at founder@perspicaxllc.com.