What this index is
The WW3 Chance Index is a weighted probabilistic signal aggregator. It ingests geopolitical news from major international sources every 2 hours, classifies each event using an AI model, assigns a numerical escalation weight, and computes a composite probability score.
It does not predict the future. It measures the current density and direction of escalatory signals across active global conflict zones — and translates that into a single, trackable number.
Data sources
The index ingests RSS feeds from the following sources, checked every 2 hours:
Articles are deduplicated by URL hash. Only articles relevant to military conflict, diplomatic relations, weapons, or geopolitical tension are processed. Irrelevant articles (sports, entertainment, domestic politics) are discarded.
Event classification
Each relevant article is passed to an AI classifier (Gemini 2.0 Flash) with a fixed scoring prompt. The classifier assigns:
- Zone — which conflict region the event belongs to
- Event type — military action, diplomatic, rhetorical, nuclear, proxy, economic
- Direction — escalatory, de-escalatory, or neutral
- Weight — a numerical value from −2.0 to +3.0
- Coordinates — approximate geolocation for the map
Weight calibration
The weight scale is anchored to real-world severity. These are fixed reference points used to train consistent classification:
| Weight | Event type |
|---|---|
| +3.0 | Nuclear weapon used, or direct credible nuclear threat with military posture |
| +2.0 | Direct strike on sovereign territory by a major power (US, Russia, China) |
| +1.5 | Major chokepoint closure (Hormuz, Bosphorus) or carrier group deployment |
| +1.0 | Confirmed airstrike, missile launch, or cross-border military incursion |
| +0.5 | Major military mobilisation or formal war declaration |
| +0.3 | Significant escalatory rhetoric from head of state or defence minister |
| +0.1 | Minor proxy skirmish, localised incident, unconfirmed reports |
| 0.0 | Routine exercise, diplomatic statement, or unverified claim |
| −0.3 | Ceasefire announcement or peace talks initiated |
| −0.5 | Confirmed diplomatic backchannel or mediator engagement |
| −1.0 | Troop withdrawal, military stand-down, or formal agreement signed |
| −2.0 | Major peace deal or conflict resolution |
Index calculation
The global index is computed from all events in the last 72 hours. Recent events are weighted more heavily using exponential time decay:
rawScore = Σ decay(all events in 72h window)
probability = 1.5 + (clamp(rawScore, 0, 50) / 50) × 28
The half-life of any event is approximately 23 hours — meaning an event scored at +1.0 will contribute +0.5 to the index the following day, and approximately +0.25 two days later.
The output is mapped to a range of 1.5% to 29.5% under normal conditions. Values above 30% are reserved for confirmed nuclear events or direct superpower military engagement — thresholds that have never been triggered in the post-Cold War era.
What the numbers mean
| Range | Interpretation |
|---|---|
| 0–5% | Background geopolitical noise. Normal tension levels, no major active escalation vectors. |
| 5–15% | Elevated. Active military posturing or significant diplomatic failure in at least one major zone. |
| 15–30% | High alert. Multiple zones escalating simultaneously with direct superpower involvement. |
| 30%+ | Critical threshold. Reserved for nuclear use, direct US-Russia or US-China kinetic conflict. |
Limitations
This index has deliberate limitations you should understand:
- It cannot access classified intelligence or diplomatic backchannels
- It relies on public news sources, which may lag real events by hours
- AI classification is probabilistic — individual events may be miscategorised
- Black swan events by definition cannot be anticipated by any model
- The weight calibration reflects editorial judgment, not scientific consensus