polyshadow

Polymarket Market Dynamics by Category

Different market categories move in fundamentally different ways. This page aggregates statistics from thousands of resolved Polymarket markets: lead changes, probability swings, reversal timing, calibration, and where large capital enters.

🏀NBA

Most lead changes

A team at 85% with 8 minutes left can still lose. The market knows it. NBA markets have the widest min-to-max ranges of any category.

🏒NHL

Latest reversals

No category flips later. Markets stable for 55+ minutes can reverse in the final 90 seconds on an empty-net goal.

Crypto

3-5x sports volatility

Round-the-clock, with no schedule or halftime. A single tweet or Fed statement can move a binary market 15+ points in an hour.

🗳Politics

Lowest reversal rate

Once consensus forms it sticks. Political markets have the lowest lead-change count of any category. The edge is in being early.

Why This Matters for Trading

Knowing the historical distribution of outcomes tells you what “normal” looks like, and where prices systematically deviate from it.

Halftime Arbitrage

NBA

If a favoured team trails by 8+ at the half, their price often undershoots. Historical data shows heavy mean reversion in the third quarter; buying the oversold favourite is one of the most consistent NBA edges.

Late Entry

NHL

Buying the underdog at 8-10% with 2 minutes left in a one-goal game is historically positive EV. Polymarket underweights the empty-net-and-tie scenario more than any other sport.

📉

Volatility Selling

Crypto

Sharp moves that push a binary to 80%+ are frequently followed by partial reversion within 24 hours. Selling the initial spike has historically been positive expected value in BTC and ETH markets.

Early Entry

Politics

The most valuable political positions are taken before consensus forms. Late-stage political markets (within 2 weeks of resolution) offer almost no price discovery; the edge decays quickly.

Browse by Category

Click any category to see the full distribution, calibration curve, and whale entry data.

Other

481 markets

Miscellaneous markets

Avg lead changes1.1
Avg prob swing26%
Volatility score1.83
Decisive60% one-sided

Crypto

332 markets

24/7 volatility · event-driven · 3-5x sports volatility

Avg lead changes0.5
Avg prob swing16%
Volatility score0.59
Decisive76% one-sided
🎮

Esports

42 markets

Tournament brackets · patch meta shifts · roster changes

Avg lead changes2.2
Avg prob swing48%
Volatility score3.92
Decisive33% one-sided
🏀

NBA

22 markets

Highest lead changes · biggest probability swings

Avg lead changes1.2
Avg prob swing43%
Volatility score4.83
Decisive41% one-sided

MLB

18 markets

Long exposure windows · early-inning overreaction common

Avg lead changes0.7
Avg prob swing22%
Volatility score2.39
Decisive67% one-sided
🗳

Politics

10 markets

Sticky consensus · lowest lead changes · one-sided

Avg lead changes1.4
Avg prob swing27%
Volatility score2.10
Decisive60% one-sided

Soccer

10 markets

Low scoring · single-event reversals · draw volatility

Avg lead changes2.1
Avg prob swing31%
Volatility score1.56
Decisive20% one-sided
🎾

Tennis

9 markets

Set-by-set momentum shifts · break-of-serve swings

Avg lead changes2.8
Avg prob swing50%
Volatility score1.90
Decisive33% one-sided
🏈

NFL

7 markets

High-variance single events · early blowouts or nail-biters

Avg lead changes3.1
Avg prob swing27%
Volatility score0.99
Decisive43% one-sided
🤖

AI

7 markets

Model releases · capability benchmarks · policy decisions

Avg lead changes0.6
Avg prob swing33%
Volatility score3.15
Decisive71% one-sided
🌍

Geopolitics

5 markets

International events · conflicts · diplomatic shifts

Avg lead changes3.0
Avg prob swing12%
Volatility score1.04
Decisive80% one-sided
🎬

Pop Culture

4 markets

Sentiment-driven · unpredictable · narrative momentum

Avg lead changes2.8
Avg prob swing59%
Volatility score1.87
Decisive25% one-sided
💻

Tech

2 markets

Product launches · earnings · regulatory outcomes

Avg lead changes12.5
Avg prob swing36%
Volatility score2.32
Decisive0% one-sided
🏒

NHL

2 markets

Most late reversals · contested until the final minutes

Avg lead changes0.5
Avg prob swing44%
Volatility score4.33
Decisive50% one-sided
📊

Finance

0 markets

Interest rates · economic data · earnings surprises

Avg lead changes0.0
Avg prob swing
Volatility score0.00

Category Comparison

Head-to-head across all three dimensions.

Avg Lead Changes

Higher = more contested outcomes

Tech
12.5
NFL
3.1
Geopolitics
3.0
Tennis
2.8
Pop Culture
2.8
Esports
2.2
Soccer
2.1
Politics
1.4
NBA
1.2
Other
1.1
MLB
0.7
AI
0.6
NHL
0.5
Crypto
0.5

Hourly Volatility

Avg absolute hourly price change (%)

NBA
4.83
NHL
4.33
Esports
3.92
AI
3.15
MLB
2.39
Tech
2.32
Politics
2.10
Tennis
1.90
Pop Culture
1.87
Other
1.83
Soccer
1.56
Geopolitics
1.04
NFL
0.99
Crypto
0.59

Late Reversal Timing

Avg % through market when last reversal happened

NHL
91%
Geopolitics
88%
AI
87%
Crypto
78%
Tech
77%
Tennis
77%
NBA
75%
NFL
71%
MLB
64%
Esports
64%
Other
61%
Pop Culture
57%
Politics
55%
Soccer
30%

How the Data Is Collected

Market Indexing

Polyshadow monitors the top 100 active Polymarket markets every two minutes, categorised by sport, crypto, or topic using Polymarket's own tag data. Active markets have prices sampled once per hour.

Stats Computation

When a market closes, the full hourly price history is fetched from the Polymarket CLOB API. We compute lead changes (crossings of 50%), the winner's lowest probability, the loser's peak, and reversal timing.

Volatility Score

Mean absolute change in the primary outcome's probability from one hourly sample to the next. A score of 0.05 means prices moved 5 percentage points per hour on average; crypto markets typically run 3-5x higher.

Get signals when patterns repeat in real time

The dynamics described here play out market-by-market, trade-by-trade. Polyshadow signals fire when smart money moves match the patterns: late-money whale bets, new accounts making large first positions, and convergence across unconnected wallets.

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