The Development Value Index maps human stability, systemic pressure, and growth velocity across four dimensions and nine sub-signals — every output named, every driver visible. No black boxes. No risk labels.
Strong Stability and Growth, low active Load, and intact Support continuity.
Each dimension maps a distinct layer of pressure. Together they form a full picture of someone's current situation — without collapsing it into a single number.
Administrative continuity and legal readiness. The floor of everything — visa status, document expiry, evidence readiness. Without it, nothing else compounds.
Timing friction and active pressure. The invisible weight that builds silently until it breaks something visible. DVI surfaces it 21 days before the institution sees the damage.
Forward momentum and opportunity conversion. The proof that systems are helping, not stalling. DVI tracks whether effort translates into academic, social, and economic progress.
Whether help is reachable, continuous, and capable of following through. Support is not soft — it is an operational determinant. When support breaks, stability and growth collapse within weeks.
Every institutional system that reduces a person to a score isn't measuring them — it's judging them. DVI maps the external forces bearing down on them instead.
Every DVI output names the specific driver — housing friction, visa delay, exam load — not a score. Users understand exactly what is happening and why.
Posture is not a snapshot. It's a preserved history of resilience, pressure, and intervention — traceable across every life transition without reset.
Support is triggered by context, not by collapse. DVI routes help before failure is visible — not after it has already cost someone their future.
DVI signals appear roughly 21 days before traditional administrative failure becomes visible. That window is the only one where institutions still have the leverage to act.
Reduction in dropout risk
Support efficiency ROI
Days earlier detection
Dimensions × sub-signals
Three layers. One shared posture frame. Each sees what they need to act.
See which pressure is structural vs temporary. Know where the next action should land — before load peaks and choices narrow.
Identify cohort-level load spikes. Route support before administrative failure becomes visible. Act inside the T-21 window.
Protect onboarding, reduce invisible life-load risk, and avoid preventable turnover in young talent and newcomers.
DVI bridges the gap between academic sociology and predictive technology — built where both the research rigour and the lived context to test it exist in the same building.
Verify Academic SupportExplainability — Every output names specific external drivers, not a composite number.
Continuity — Posture tracked across every transition and never reset on a new institutional form.
Dignity — Help triggered by context, not by collapse. Before failure costs someone their future.
Consent — Every data scope explicitly authorised by the individual, revocable at any time.
Request a technical briefing and see DVI running on a live profile — no slides, no pitch decks, just the four dimensions in motion.