Editor’s drop
Published 2026-08-20 · optimism.fun
blackpaper · the problem
whitepaper · the proposal
The four-axis ranking
We rank humanity’s most important problems on four quantifiable dimensions — quantity of humans affected, severity per capita, current solution quality, and addressable market size — and package each as a proposal in the spirit of Musk’s Hyperloop Alpha. This document is the proposal for newborn survival. Every number below is sourced and tagged with confidence. Every ranking is a conjecture, open to refutation.
Quantity · humans affected
2.3M
highSeverity · WTP / wealth
90%
lowCurrent solutions
2.0 / 10
medMarket size · TAM
$60M
lowWhat we are trying to solve
Neonatal deaths fell from roughly 5 million in 1990 to 2.3 million in 2024, but progress has lagged behind under-5 mortality broadly: the neonatal share of all under-5 deaths rose from 40% to 47% over the same period, because the interventions that drove the rest of the decline — vaccines, oral rehydration — don't fix a newborn in respiratory distress or sepsis. Small and sick newborns need functional oxygen delivery, pulse oximetry, and same-day sepsis diagnostics, and low-resource facilities routinely lack all three: not because the devices don't exist, but because power, consumables, maintenance, and training don't reliably reach the facilities that need them. This is a delivery and market-incentive problem — commercial returns on neonatal diagnostics in low-income markets are too thin to finance development without external structure like advance market commitments.
The gap between the world and the world that is physically possible
Today: 2.3M newborns die in their first month each year, and many more survive with preventable brain injury or sepsis-driven disability, largely because low-resource facilities lack functional oxygen, pulse oximetry, and same-day sepsis diagnostics.
Current solution quality is rated 2.0 / 10 (med confidence) — meaning there is substantial unclaimed ground between what exists and what is possible. Lancet Global Health Oxygen Commission: functional oxygen and pulse oximetry both absent in most high-burden facilities.
Who is already working on this
No companies have yet been tagged to this problem in the dataset. If you know one, open a PR.
If we solve this, here is the world we get
After · 10 years
Every facility caring for newborns has working oxygen delivery, pulse oximetry, and a rapid point-of-care sepsis test as a minimum operating standard, cutting preventable neonatal deaths by more than half.
Requests for startups · 1 concrete companies to build
A sepsis risk score that needs no new hardware
Neonatal sepsis can kill within hours, but the confirmatory test — a blood culture — takes two to three days, so frontline low-resource facilities either over-treat every newborn with antibiotics or miss the ones who needed them. Skip the hardware race and ship the software: a validated risk-prediction model that runs on vital signs facilities already collect, with no new lab or device required.
- why now
- Published multivariable and machine-learning models already predict early-onset neonatal sepsis risk from routine low-resource-setting data with real accuracy, and modeling shows a working point-of-care approach could save 100,000-280,000 newborn lives while cutting unnecessary antibiotic use by more than half — the missing piece is a deployed product, not more science.
- shape
- A lightweight risk-scoring app that ingests the vitals and basic exam data community health workers and low-resource maternity wards already record, flags high-risk newborns for referral or treatment, and requires zero new hardware or lab infrastructure.
- success
- Frontline low-resource facilities triage sepsis risk accurately without a lab, cutting both missed cases and antibiotic overuse.
full rubric + framing on the Requests for Startups page.
What the market can pay
The world is already paying $60M per year against this problem (Center for Global Development — NeoTest: Accelerating Neonatal Sepsis Diagnostics; low confidence).
A successful solution does not need to capture more — it needs to redirect a meaningful slice of existing spend, plus the latent willingness-to-pay implied by the severity score above. The cost ceiling for a real solution is bounded by this number; everything cheaper is dominated, everything more expensive is a non-starter.
What could go wrong, and how we know we are not wrong
Section in progress
Failure modes, ethical considerations, and the conditions under which this whitepaper would be falsified are being authored as the weekly cadence ships. The Deutschian commitment: every claim above is a conjecture; we publish the conditions under which we would update. New whitepaper sections ship with each Monday newsletter drop. Subscribe to get the upgrade, or contribute on GitHub.
Who would back this
Section in progress
No capital allocators have yet been tagged to this problem in the dataset. New whitepaper sections ship with each Monday newsletter drop. Subscribe to get the upgrade, or contribute on GitHub.
Where this is wrong, tell us
Every number on this page carries a source and a confidence tag. Every section open to refutation. If a citation is wrong, a number is stale, or a conjecture is unfounded — file a correction.
- [1] UNICEF — Neonatal mortality data
- [2] Lancet Global Health Oxygen Commission
- [3] CGD — NeoTest: Accelerating Neonatal Sepsis Diagnostics
corrections → use the feedback widget in the nav · open issue at github.com/adamtpang/optimism.fun