See how a sequence of coin flips/games alters bankroll trajectory under each sizing model.
Why Sizing Matters More Than Picking Winners for Beginners
When a beginner places one large wager (25% to 100%), a standard 2-to-4 game losing streak causes irreversible risk of ruin. Even in games with negative mathematical expectation (the bookmaker's vigorish or casino house edge), micro-stakes (1% to 2%) minimize immediate capital exhaustion, dramatically smooth out variance, and allow room to learn without bankruptcy.
Simulation Audit & Bankroll Plan
Below is the serialized analysis of 1,000 Monte Carlo runs with your exact parameters. Copy or download as JSON/CSV.