EV, Scale, and Variance

The key point in blackjack is that the edge is usually small while variance is large. These numbers are scale intuition, not guarantees.

Basic Strategy (No Counting)

Scale intuition: with a 1-unit bet each hand, -0.5% is about losing 1 unit per 200 hands in the long run, but short-term swings are usually much larger.

Basic Strategy Simulation

The result below uses basic strategy without counting over about 500,000 rounds. Overall ROI is -0.70%, EV / 100 rounds is -7.90, and SD / 100 rounds is 114.84.

Basic strategy simulation statistics for ROI, EV, and variance without counting
Basic strategy simulation result, without counting

These numbers match the earlier scale intuition: without counting, ROI is negative and the house edge slowly takes over in the long run. But SD / 100 rounds is still 114.84, so short-term results can be much larger than the expectation itself.

Adding Card Counting (Hi-Lo + Ramp)

The actual range is heavily affected by rules, penetration, table limits, and bet ramp.

Variance

Blackjack is a game of small edges and large swings; short-term results are often just noise.

App Simulation Stats

The result below uses Hi-Lo with Bet Ramp 2/4/6/8/12 over 500,000 rounds. Overall ROI is +0.08%, EV / 100 rounds is +1.66, and SD / 100 rounds is 315.10.

Hi-Lo with Bet Ramp 2/4/6/8/12 over 500,000 rounds, EV and variance statistics
Hi-Lo + Bet Ramp 2/4/6/8/12, 500,000-round simulation result

These numbers match the scale idea above: ROI is positive, but only +0.08%, still a small long-term edge. Per 100 rounds, EV is +1.66 while SD is 315.10. When TC >= k, ROI rises to +1.22% and EV / 100 rounds rises to 83.37, but SD / 100 also rises to 741.40. Counting improves long-term expectation, but short-term results are still dominated by variance.