Building the Agentic OS connecting education, employment, and the economy.
Where education, employment, and the economy fall out of alignment.
Recent Graduates
Underemployed or working in roles that don't require a degree.
Jobs Facing Skill Shifts
Will see major skill changes due to AI and automation by 2030.
Untapped Economic Value
Lost annually to skills mismatch and misaligned career pathways.
Divergence Analysis · 2000–2030
College degree ROI vs. real workforce skill demands — diverging trends accelerate post-2020.
Our infrastructure is outdated and ripe for innovation in the ai-economy
Users of our Classroom to Boardroom System now attend top Universities with Alumni now employed by Industry Leaders
We are building the Agentic
Intelligence Infrastructure connecting
Education Systems5,800+Education SystemsHigher Education Institutions in the United States. and Labor Market Demand170MLabor Market DemandNew jobs created by AI by 2030.
in the emerging AI Economy.$15.7TAI EconomyEconomic impact from AI by 2030.
The Ecosystem Synergy approach to Education, Employment, and the Economy
Education looks backward. Labor markets move forward. Institutions need navigation.
Research notes and analysis across education, employment, and the economy.
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