PunterStatPunterStat
Simulation Engine

Explore probability without risking anything

Two interactive simulators to help you understand variance, expected value, and the long-term mechanics of betting mathematics — with no real money involved.

All simulations use virtual currency only. No real money is ever involved. This tool is for educational purposes — understanding probability and variance, not gambling.
Interactive

Bet Simulator

Start with a virtual ₦10,000 balance. Enter decimal odds and a stake, and watch your balance move with each outcome. Track your win streaks, ROI, and decision patterns over time.

  • Virtual ₦10,000 balance
  • Win / loss streak tracking
  • ROI & profit analytics
  • Per-bet history table
Monte Carlo

Probability Simulator

Enter your odds, estimated win percentage, and number of bets. Run 200 Monte Carlo simulations simultaneously and see the full distribution of possible outcomes — from ruin to profit.

  • 200 parallel simulations
  • Balance band charts
  • Expected value calculation
  • Variance & ruin rate analysis

What you'll learn

The house edge

Why bookmakers always price in a margin — and what that means for your long-term returns.

Variance

How you can make correct decisions and still lose money in the short term due to statistical noise.

Expected value

The single most important concept in probability-based decision making — and how to calculate it.

Bankroll decay

How staking too large a portion of your balance accelerates ruin — even with positive EV.

Sample size

Why 20 bets tells you almost nothing, and why 500+ bets starts to reflect your true edge (or lack of).

Emotional patterns

Streak chasing, loss chasing, and overconfidence — visible in your own bet history data.