MODEL PIPELINE
From raw observation to published probability
01
Collect
Polling, official results, ratings, demographics and campaign-finance data.
02
Normalize
Preserve field dates, sample, population, mode, sponsor and source URL.
03
Estimate
Weight the national environment and run 50,000 seeded, correlated simulations.
04
Validate
The probability engine is backtested on 2018 and 2022; the benchmark itself cannot be replayed, so the model stays experimental.
05
Explain
Use AI for retrieval and synthesis while keeping every numeric claim grounded.