Blog

Insights on prediction markets, trading strategies, and how to leverage historical data for alpha discovery.

Polymarket's Bulgaria Election Call: 83.5¢ Conviction That Never Wavered
electionseurope

Polymarket's Bulgaria Election Call: 83.5¢ Conviction That Never Wavered

Polymarket priced Radev's Progressive Bulgaria at 83.5¢ to win a month before the vote. Here's what the price trajectory and volume ramp reveal about crowd intelligence on niche elections.

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Judge's gavel resting on financial charts, representing tariff court rulings and prediction market analysis
tariffstrade-war

Polymarket Tariff Markets 2026: The Court Bet Quietly Climbing to 52 Cents

Deep data analysis of Polymarket's two key tariff markets in 2026: the $497M court refund bet vs. the volatile recession market — and what their divergence reveals.

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Money loan shop, low exposure picture
recessionmacro

The Recession Spike-and-Revert: Polymarket's Fear Gauge Hit 44.5¢ Last Night and Already Snapped Back

Polymarket's US recession market spiked to an all-time high of 44.5¢ at 22:00 UTC on April 7 — on 12M volume, the lightest day in weeks. It reversed to 29.5¢ within 20 hours. This is the second identical pattern in five weeks.

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Bitcoin price probability curves over March 2026 derived from Polymarket touch-barrier binary options
bitcoincrypto

Polymarket's Bitcoin Forward Curve Called March Right — And the Rally Was Borrowed Time

How Polymarket's binary touch options on Bitcoin's March price range implied a 90% dip risk to $65K and 39% upside to $75K on Day 1 — and why the market knew the rally would stall.

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Dark financial data visualization with Iran and prediction market theme
market-analysisiran

The $160K Bet: Inside the Polymarket Iran Ceasefire Trade That Looks Like Insider Dealing

Ten coordinated wallets bought Polymarket's Iran ceasefire-by-March-31 market at 6¢ on March 21. Forty-eight hours later the price hit 32¢. We pulled every minute of the data.

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Oil tanker getting loaded
irangeopolitics

From 85% to 6.5%: What Polymarket's Iran War Markets Reveal After 22 Days

On day one of the US-Iran war, Polymarket gave 85% odds of a March 31 ceasefire. It's now at 6.5% — and 88% of traders expect the Strait of Hormuz to be nearly shut by the same date.

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Atlanta weather probabilities over time
weathertemperature markets

Warm Sector, Cold Truth: Atlanta's 28°F Crash and What Polymarket Missed

The March 2026 megastorm delivered the sharpest temperature swing in the US this winter. We tracked how Polymarket's daily weather markets priced — and mostly failed to anticipate — Atlanta's 28°F temperature collapse in 72 hours.

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Empty office building, symbolizing job losses and economic downturn
economicsjobs

Polymarket's $644M February Jobs Bet: How the Worst Payrolls Print in Years Was Priced

February payrolls came in at -92,000. Polymarket had $644M wagered across seven range markets and still priced the correct outcome at 22 cents the morning it happened. Here's the full price path.

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Aerial view of Tehran city buildings during daytime
irangeopolitics

The Oman Fake-Out: How Polymarket Priced Khamenei's Death at 7.5 Cents the Morning Before It Happened

On Feb 27, the US/Israel strikes Iran market hit 7.5¢ after an Oman diplomatic breakthrough. Less than 24 hours later, Khamenei was dead. Here's what the full data shows.

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Laptop with code and charts open for prediction market research
tutorialapi

Getting Started with Polymarket Historical Data

Set up a clean first workflow with Polymarket historical data: fetch markets, pull minute data, and structure your first reproducible research notebook.

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Code and analytics dashboards used for strategy backtesting
backtestingpython

How to Backtest Polymarket Strategies with 1-Minute Data in Python

Build an execution-aware Polymarket backtest in Python: align minute bars, apply liquidity filters, and simulate realistic fills from historical L2 depth.

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Developer workstation running local agent workflows and market analysis
openclawpolymarket

OpenClaw + Polymarket: Build a Local Trading Agent With Historical L2 Data

A research-hardened guide to using OpenClaw for Polymarket workflows with strict agent contracts, historical L2 execution checks, and reproducible backtests.

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Multi-screen trading desk showing order books and price ladders
slippageorder-book

How to Calculate Polymarket Slippage with Historical L2 Order Books

Estimate realistic fill prices on Polymarket using historical L2 depth, weighted fills, and basis-point slippage reporting by regime.

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Sports stadium under lights representing event-driven market volatility
sportspolymarket

Polymarket Sports Trading Strategies: Model Slippage With Historical L2 Data

Use historical L2 order books to build sports-market backtests that include spread shocks, partial fills, and execution-aware position sizing.

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