An editorial encyclopedia of casino table games · Vol. III · MMXXVI
Front Page / First Principles / House math

Expected value is only half the story — variance and standard deviation at the table

Variance · standard deviation · the square-root law
Calculator and percentages — computing variance and standard deviation for casino table bets
Image: Pixabay Content License.

Two games with the same house edge can feel completely different. Standard deviation is why — and here is how it is computed per hand.

I. Two numbers describe every bet, not one

The house edge is the mean of a bet's outcome distribution — the centre of gravity your bankroll drifts toward. But a distribution has a width as well as a centre, and the width is what you actually feel session to session. That width is the variance, and its square root, the standard deviation (SD), is measured in the same units as the bet itself. Edge sets the destination; standard deviation sets the size of the detours.

II. The definition

Variance and standard deviation of one bet

Var = E[X²] − (E[X])² ; SD = √Var

X is the net result of a one-unit bet. Because the mean (E[X]) is tiny for table games, the variance is dominated by E[X²] — the size of the payouts, weighted by how often they land.

III. Roulette, derived exactly

Compare two bets on the same single-zero wheel, both carrying the identical 2.70% edge. First, a straight-up bet on one number, paying 35 to 1:

Straight-up bet (pays 35:1, single zero)

E[X²] = 35² × (1/37) + 1² × (36/37) = 1261/37 ≈ 34.08

Var ≈ 34.08 − (0.027)² ≈ 34.08 → SD ≈ 5.84 units

Now an even-money bet — red, say — on the same wheel:

Even-money bet (red/black, single zero)

E[X²] = 1² × (18/37) + 1² × (19/37) = 1.0

Var ≈ 1.0 − (0.027)² ≈ 0.999 → SD ≈ 1.0 unit

Identical 2.70% edge; standard deviation differs almost sixfold. The straight-up bet is the same game, priced identically, delivered as a completely different experience.

IV. Standard deviation by bet

Per-bet standard deviation in betting units (premises noted)
BetHouse edgeStd. deviation (units)
Baccarat — Banker≈ 1.06%≈ 0.93
Blackjack — one hand, basic strategy≈ 0.5%≈ 1.15
Roulette — even money (single zero)≈ 2.70%≈ 1.0
Craps — pass line≈ 1.41%≈ 1.0
Roulette — straight-up (single zero)≈ 2.70%≈ 5.84

Premise. Roulette figures are derived exactly above. Blackjack's ≈ 1.15 reflects the extra swing from doubles, splits and the 3:2 natural on a standard six-deck game; baccarat's ≈ 0.93 comes from the Banker payoff distribution. These are the standard reference values for their stated rule sets, not estimates.

V. The square-root law — scaling to a session

The reason a short session feels like luck and a long one feels like arithmetic is that the two numbers scale differently with the number of bets, N:

Over N independent bets of one unit

expected result = −N × edge (grows in proportion to N)

standard deviation of the total = SD × √N (grows only as √N)

Because the edge grows with N and the swing only with √N, the edge inevitably overtakes variance as play lengthens. Early on, the √N spread dwarfs the tiny expected loss — which is precisely why short sessions can end well ahead, and why the house needs volume, not any single hand.

Worked example: 100 pass-line bets of one unit. Expected loss ≈ 100 × 0.0141 ≈ 1.4 units; standard deviation ≈ 1.0 × √100 = 10 units. The typical swing is roughly seven times the expected loss — so over 100 hands the result is dominated by variance, not edge. Play 10,000 hands and the expected loss (≈ 141 units) finally exceeds the swing (≈ 100 units). The house is playing the long N; the player is usually playing the short one.

What to carry away
  • Every bet needs two numbers: edge (the mean) and standard deviation (the spread).
  • Same-edge bets can differ enormously in SD — roulette straight-up (≈ 5.84) vs even-money (≈ 1.0).
  • Expected loss scales with N; the swing scales only with √N. That is the whole story of short vs long play.
  • Short sessions are governed by variance; long sessions by the edge.
  • Standard deviation is one input to risk of ruin, not the same thing as it.

VI. FAQ

What is the difference between house edge and variance?
House edge is the average outcome — the slope of your bankroll's long-run drift. Variance (and its square root, standard deviation) measures how far individual results scatter around that average. Two bets can share the same edge yet feel completely different: a low-variance bet grinds slowly toward its expectation, while a high-variance bet swings wildly in both directions on the way there.
Why does a roulette straight-up bet feel so different from an even-money bet?
Because their standard deviations differ enormously. A single-number bet has a per-spin standard deviation of about 5.8 units — it loses most spins and occasionally pays 35 — while a red/black bet sits near 1.0 unit. Same 2.70% edge on a single-zero wheel, wildly different ride. Variance, not edge, is what your nervous system actually experiences.
How do I estimate the swing over a whole session?
The expected result scales with the number of bets, but the standard deviation scales with the square root of the number of bets. Total expected loss ≈ N × edge × unit; the typical swing around it ≈ per-hand standard deviation × √N × unit. The square-root law is why a short session is dominated by variance and a long one by the edge.
Does high variance improve my chances of walking away ahead?
In the short run, yes — higher variance widens the distribution, so a small number of high-variance bets is more likely to end above water (and also more likely to end deeply below it) than the same edge played at low variance. It does not change the expected value; it only trades certainty of a small loss for a wider spread of outcomes.
Is standard deviation the same as risk of ruin?
They are related but distinct. Standard deviation describes the spread of outcomes for a fixed number of bets. Risk of ruin folds in your bankroll and bet size to estimate the probability of losing everything before you stop. A bet's standard deviation is one input to that calculation, not the answer itself.

Responsible play: This is a mathematical derivation, not gambling advice. High variance widens the range of outcomes in both directions; it never removes the house edge. You must be 21 or older to gamble where it is legal. If gambling stops being entertainment, call the National Problem Gambling Helpline: 1-800-522-4700 (free, confidential, 24/7).