EDJE Predict Responsibly®
EDJE METHOD · WHITEPAPER

Game theory + ML on primary-source data.

EDJE isn't a hunch. It's a four-stage pipeline: ingest live Kalshi and Polymarket feeds, enrich with primary-source data, score with calibrated ML, and route the user to the best venue. Below is the method, in plain English.

◆ THE FOUR STAGES

Four stages. Every market, every hour.

Each live Kalshi or Polymarket market passes through the same pipeline. The model updates probabilities hourly and alerts users when a market moves into the +5-edge-or-better band.

01 · INGEST

Live market feed

Kalshi + Polymarket public APIs. Normalized into unified market objects: outcomes, prices, volume, resolution date, source.

02 · ENRICH

Primary-source data

Weather (NWS), injuries (ESPN), polls (538), Fed calendar (FOMC), demographics, line movement, sharp vs. public.

03 · MODEL

ML + game theory

Monte Carlo field simulator (20K sims) + Bayesian updating + base-rate calibration against 10 yr of historical resolutions.

04 · ACT

Place the bet

User routes to Kalshi or Polymarket via EDJE referral. We earn a fee. User gets the edge. The sharpest wager wins.

◆ THE SCORING FORMULA

How we build a probability from scratch.

Every EDJE market probability starts from a historical base rate and gets adjusted by multiplicative factors. Each adjustment is tied to a backtested sample (minimum n = 18). The output: a calibrated probability that is systematically compared against the Kalshi or Polymarket price. The delta is the edge.

EDJE PROBABILITY · WORKED EXAMPLE
Base rate (historical class): 56.4% // 3.5-pt NFL favorites, 2010–2026 (n=4,312)
+ Factor 1 adjustment: +6.8% // Mahomes post-bye vs. top-10 defenses
+ Factor 2 adjustment: +2.1% // 49ers interior OL downgrade
+ Factor 3 adjustment: +1.9% // Primetime SNF historical lift
– Risk discount: –6.2% // Kelce questionable

= EDJE Model Output: 61.0% YES vs. Kalshi: 52% YES → +9.0 EDGE
◆ PRIMARY-SOURCE DATA

What goes in · the enrichment layer.

Every market type gets its own enrichment pipeline. Sports needs weather and injuries. Politics needs polling aggregation and demographic shift data. Fed decisions need the dot plot, inflation prints, and labor market reads. We don't invent data. We assemble it from primary sources.

Live data feeds

◆ TRANSPARENT PERFORMANCE

Every call published. Every result tracked.

EDJE publishes a quarterly backtest of every market it scored. Over the last 90 days we've resolved 148 markets with a 73.2% hit rate on +5-edge-or-higher recommendations and a Sharpe ratio of 2.41. The track record isn't curated. If a call missed, it's in the backtest.

Read Q3 2026 Backtest → Open Shadow Portfolio
◆ LAST REVIEWED · OCTOBER 20, 2026 · EDITORIAL STANDARDS · ABOUT EDJE