Every region has a demographic dividend. Almost none has the data to deploy it.
One 45-minute session per student, twice a year, in their language — turned into one comparable Future Readiness Score for every school, district and state.
± 1.3 · 95% confidence interval
Four profilers. One session. Every student.
Personality
How students adapt and lead under change.
Career
What they aspire to — with an AI-impact rating per career.
Industry
Where they want to work — by sector cluster.
Learning style
How they learn best — by pedagogy fit.
Five forces decide whether students become your workforce — or someone else’s.
The diagnostic reads the leading signal at ages 13–18 — years before it shows up in employment statistics.
- AI & automationof core skills change by 203039%
- Sunrise industrial policyis the binding constraint on every plantTalent
- The youth transitionyoung people NEET · 20.4% in 20231 in 5
- The demographic windowpasses the transition every yearOne cohort
- Migration & mobilitybefore a region knows it had itTalent leaves
One score. Six scopes. Seven days.
Results roll up through your hierarchy exactly as it exists — nothing renamed, nothing re-entered.
- Studentpseudonymised
- Classteacher
- Schoolhead teacher
- Block / zoneblock officer
- Districtdistrict officer
- State / provinceministry
Every level sees the same evidence base through its own authorised lens. Every action is logged.
The Future Readiness Score
- AI resistance
- Industry stability
- Adaptive personality
- Learning agility
One dataset. Nine policy levers.
Evidence for all nine from the same cycle — tagged with the SDG targets it serves.
Skill development
Vocational education
Teacher training
Higher education
Career guidance
Industry partnership
STEM gender equity
Migration insights
Budget allocation
Leading indicators for the goals you already report against.
Census-scale evidence, disaggregated by sex, age and location — years before the official indicator moves.
Find the students wired for tomorrow’s industries — first.
Every aspired career carries an AI-impact rating. Every district gets a sunrise-affinity read. One chart shows where to act.
Adaptability, learning agility, interpersonal and hands-on orientation.
What share of a cohort’s ambitions point at automatable work.
The pipeline an investment-promotion team can put in a pitch.
A statewide baseline in 12 weeks.
One district, ~50 schools, first 5,000 students.
Full rollout; first dashboards live.
Five representative districts.
Score, action plans, cabinet brief.
Three things start a first cycle.
Everything else — devices, training, processing, dashboards, the report — is covered by the programme.
Department sign-off
An MoU covering data sharing, privacy and pilot-district selection.
Pilot district nomination
One district, representative across rural/urban and gender ratios.
Read-only roster access
Your existing rosters, so we sync on day one — no new identity records.
See your region’s students the way a workforce planner needs to.
A 45-minute briefing: a live dashboard, the 12-week plan, and what a first cycle in your region would look like.