Epidemiology at the speed of biology
The hidden burden exists. The question is whether the nation sees it before the hospital does.
- Every point is a person.
- Visible to the record
- Hidden until you look
One inversion. Everything downstream of it changes.
Sickness creates the report first.
- Symptoms
- Care
- Report
Symptoms drive care. Care creates the record. The record becomes the statistic. The nation plans from what has already happened, and is silent on everyone else.
National priority defines the population.
- Priority
- Population
- Person
- Data
Begin with the priority. The report follows. The priority defines the population. The population surfaces the person. Data arrives last, and it is data the nation did not have before.
See who is at risk before sickness reports it.
Lagging systems report what already happened. Leading signals arrive earlier.
- Physiology shiftsThe new world sees here
- Symptoms appear
- Clinic visit
- Diagnosis
- Claim or case reportThe old world sees here, weeks to months later
The window between them: care is early, close to home and low cost.
A health system acts on what it sees early.
The health ministry sees illness after it advances. The finance ministry sees expenditure after it is committed. Both see the risk after outcomes and cost are set. A claim or a case report arrives weeks to months after the first shift, and the interval between them cannot be recovered.
Breaking the waste in total cost of care.
The old world pays at the end, where care costs the most. The new world moves spending upstream, to where care costs the least.
returned to society for every $1 invested in scaling up action on noncommunicable diseases in low- and lower-middle-income countries.
WHO, “Saving lives, spending less” (2018). WHO states the return as at least US$7 per US$1, by 2030.
A sustainable national fund.
Every unit of budget buys more health.
- Lower claim severity
- Actuarial foresight
- Claims tied to need
A population seen in real time.
Epidemiology at the speed of biology.
- Every district, every week
- Earlier population health signals
- Programs sized to burden
Seen early. Owned by the nation.
A stronger economy
- Spending moves upstream to early care
- Local jobs and locally owned capacity
Sovereign data. It stays in the country, under the country’s own law.
Move spending upstream, to where care costs the least
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