Electoral Map & Path Simulation

Overview

This pillar analyzes the US Electoral College by simulating thousands of potential outcomes based on state-level data. It moves beyond national polls to identify the specific combinations of states that lead to victory, revealing the true strategic landscape of an election.

What It Does

It ingests state-by-state polling averages, historical voting trends, and demographic correlations. Using this data, it runs Monte Carlo simulations to model the entire election thousands of times. The output is a probabilistic forecast of the final electoral vote count and a breakdown of the most likely paths to victory for each candidate.

Why It Matters

The US presidency is won in the Electoral College, not by popular vote. This pillar provides a crucial edge by focusing on the state-level battles that actually decide the outcome, helping to identify which states are overvalued or undervalued by the market.

How It Works

First, the model calculates a win probability for each candidate in every state using weighted polling averages. Next, it runs thousands of simulations where each state's outcome is determined based on these probabilities. Finally, it aggregates the results to calculate the overall chance of winning the presidency and identifies the 'tipping-point' states that most frequently provide the decisive vote.

Methodology

The core is a Monte Carlo simulation model with 10,000+ iterations per run. State win probabilities are derived from a weighted average of polls within a 30-day window, adjusted for pollster rating and historical partisan lean. The model also incorporates state-to-state correlations; for example, a polling shift in Ohio will probabilistically influence outcomes in Pennsylvania.

Edge & Advantage

This model pinpoints which state-level markets offer the most leverage on the national outcome, allowing for smarter, more targeted predictions than those based on national sentiment alone.

Key Indicators

• Tipping-Point State Probability

  high

  The probability that a specific state will be the one to deliver the 270th and decisive electoral vote.

• Path Viability Score

  high

  The likelihood of a candidate winning via a specific strategic combination of states, like the 'Blue Wall' or 'Sun Belt' paths.

• State-Level Polling Correlation

  medium

  Measures how polling shifts in one state are likely to impact demographically similar states.

Data Sources

• FiveThirtyEight

  Provides aggregated, weighted state-level polling averages and election forecast models.

• RealClearPolitics

  A source for raw polling data from a wide variety of pollsters across all 50 states.

• The Cook Political Report

  Offers non-partisan analysis and qualitative ratings (e.g., toss-up, lean, likely) for state-level races.

Example Questions This Pillar Answers

• → Will the Democratic candidate win the 2028 US Presidential Election?
• → Will the Republican candidate win Arizona in the 2028 election?
• → What will be the electoral vote margin in the 2028 US Presidential Election?

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