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 starting point's coefficients are fitted on the 2014–2022 midterms, and the model as it runs now is replayed on 2018 and 2022 (see Validation); the model stays experimental.
05
Explain
Use AI for retrieval and synthesis while keeping every numeric claim grounded.
