Dashboard
HowSoon
Updated hourly
Society
Live tracking

Zero Road Fatalities (AI Autonomous)

Autonomous vehicles eliminate road fatalities — saving 1.35 million lives annually.

Evidence:arxivmetaculus Source refresh pending
20%progress
Median Predicted Year
2048
P10: 2035 · P90: 2065
Time to Median Prediction
Syncing countdown…
Progress Index Over Time
Proprietary progress score
Prediction Range
P10 / Median / P90 estimates
expertmarketmodel
Why It Moved — Recent Events
No events yet — data refreshes hourly
Accelerators & Bottlenecks
What speeds it up
L4 robotaxis showing zero-fatality records in limited areas
What slows it down
Requires near-universal autonomous vehicle adoption

Forecast methodology: Progress % and predicted years are computed by our proprietary algorithm combining real-money prediction markets (Polymarket, Kalshi), expert forecasts weighted by Brier score accuracy, and hard data trend extrapolation using S-curves fitted to clinical trial progression (ClinicalTrials.gov), AI benchmark scores (HuggingFace), publication velocity (arXiv), and drug approvals (openFDA). P10/P50/P90 represent optimistic, median, and pessimistic scenarios. Updated hourly.