13 Keys
HarrisHistorical conditions and qualitative assessment of the incumbent party.
Deterministic outputPOLITICAL FORECAST OBJECT / US 2024
13 Keys.
Three lenses.
One result.
A historic forecasting model meets community intelligence, market information and retrospective verification against the actual election result.
LICHTMAN MODEL / PUBLISHED SNAPSHOTHARRIS FORECAST
8TRUE
3FALSE
2OPEN
0
6 FALSE = CHANGE
6The published model did not regard the critical threshold as having been reached. The actual election result contradicted the forecast.
ACTUAL RESULTDONALD TRUMP47th President-elect
01 / THE WHITE HOUSE KEYBOARD
Do not merely count.
Understand every key.
02 / MODEL VS CROWD VS MARKET
Three systems of evidence.
Three different questions.
The values are not interchangeable. The model classifies conditions, the community assesses whether they are met, and a market prices the expected outcome.
Opinion Miner
Key-by-KeyTransparent aggregation of many individual, time-stamped assessments.
Non-monetary · C/O/I/NPrediction Market
ProbabilityPrice-based expectation of the election outcome, influenced by information and trading.
Separate data sourceMODELWhat historical conditions should favour the incumbent party?
CROWDHow do many people assess the individual conditions?
MARKETWhich election outcome does a price-forming market expect?
OUTCOMEWhat actually happened?
03 / POST-EVENT REVIEW
An incorrect forecast is
not an endpoint. It is a dataset.
Model or assessment?
Was the underlying logic inadequate—or were individual keys classified using incorrect assumptions?
Subjective thresholds
Primary contest, scandal, foreign-policy success and charisma require explicit assessment criteria.
Structural break in 2024
The switch from Biden to Harris created an exceptional case for incumbency, the primary contest and the model’s temporal logic.
Calibration
A deterministic winner call contains no visible uncertainty. swarmalpha makes that additional layer measurable.
Methodological note: The key assignments are a source-based reconstruction of the published September snapshot, not a new forecast. The original model, community values, market prices and swarmalpha analysis remain separate layers.
PRIMARY REFERENCE