How Casino Games Actually Work

What Is Expected Value (EV) in iGaming? EV Explained

Expected value is a bet's average result over time. See why casino bets run negative EV, how advantage players find positive EV, and how Kelly sizes a bet.

Two white dice with black pips on a reflective black surface, one caught mid-roll above its own shadow
Every roll carries a probability, and expected value is what you get when you multiply that probability across every possible outcome. Photo via Pexels.

Expected value, EV for short, is the average result of a bet if you made the exact same bet over and over, forever. It is one number that tells you whether a bet is good for you or bad for you in the long run, before a single card is dealt or a single wheel spins. A fair coin flip for equal money has an EV of exactly $0. Almost every bet inside a casino has an EV below $0, and that gap is precisely what the casino is built to collect.

What does expected value mean?

Expected value is the average outcome of a bet, found by multiplying every possible result by how likely it is, then adding those numbers together. Say a friend offers you a simple bet: flip a fair coin, heads you win $10, tails you pay $10. Half the time you win $10, half the time you lose $10, so the math looks like this: (0.5 × $10) + (0.5 × -$10) = $0. That is a $0 EV bet, sometimes called a "fair bet." It does not mean nothing happens on any single flip, you could still win $10 or lose $10 the very first time. It means that if you repeated that exact bet thousands of times, your average result per flip would settle right around zero. Neither side has an edge over the other. What any one flip does, swinging up or down around that average, is a separate idea called slug:what-is-variance-in-igaming, EV is simply the number those swings are centered on.

Why does almost every casino bet have negative EV?

Because the payout on a casino game is always set a little worse than the true odds of winning, and that gap, the house edge, is exactly what turns EV negative. Take a $10 bet on red at a European roulette wheel. As slug:what-is-house-edge-in-igaming explains, that bet carries about a 2.7% house edge: the wheel has 37 pockets, 18 red, 18 black, and one green zero, so red wins 18 times out of 37 while the payout only covers those 18 numbers, never the zero. Run the actual math and you get EV = (18/37 × $10) + (19/37 × -$10), which comes out to about -$0.27. That is the expected value of one $10 spin. Scale it up and the pattern holds: over 1,000 spins at $10 each, that is $10,000 wagered for an expected loss of around $270, whether you win or lose any given spin along the way. That same figure, described as a percentage of what you wager rather than a dollar amount, is exactly what slug:what-is-rtp-in-igaming calls RTP, just subtracted from 100%.

An infographic titled "Expected Loss Per $100 Wagered," a horizontal bar chart comparing five bets: blackjack at basic strategy losing about $1, European roulette losing $2.70, American roulette losing $5.26, blackjack's Insurance side bet losing $5.90, and a card counter's favorable-count edge gaining about $1, all per $100 wagered
The same math, five different bets, and one row that flips positive. Source: Whitelabels.com, based on the figures above.

Can any casino bet ever have positive EV?

Yes, in a handful of well-documented situations, though casinos and sportsbooks work hard to shut each one down the moment it shows up. Blackjack card counters are the classic example. By tracking which high and low cards have already been played, a counter can tell when the remaining deck favors the player and bet more heavily in those moments. According to Blackjack Apprenticeship, a well-known advantage-play resource, a skilled Hi-Lo counter typically swings the game to somewhere around a 0.5% to 1% player edge overall, a small but genuine flip away from the house's usual advantage. Casinos take this seriously enough to watch for exactly that pattern, a player suddenly raising their bet size right as the count turns favorable, and will ban a counter on sight even though counting itself breaks no law.

Sports betting has its own version of the same idea, usually called positive-EV or "+EV" betting. A sportsbook sets its odds based on where it expects the betting public to land, not necessarily on the true probability of the outcome. When a sharp bettor finds a line that undervalues one side, betting it is a positive-EV wager, even though the outcome of that one game is still unknown either way. It works exactly like the coin flip and the roulette wheel, just with harder-to-pin-down probabilities: find enough of these gaps and place enough bets, and the long-run average tips toward the bettor instead of the book.

Casinos and sportsbooks design their entire operation around keeping both of these as rare and short-lived as possible. Multiple decks, frequent shuffling, and floor surveillance make counting hard to sustain for long. Betting limits and fast line adjustments do the same job for sportsbooks: the moment a book suspects an account is consistently finding positive EV, it starts capping how much that account can wager, regardless of how any individual bet turns out. It is worth being clear about what does not create positive EV: betting systems like slug:what-is-the-martingale-betting-system or slug:what-is-the-dalembert-betting-system only change how wins and losses get distributed across a session. They never touch the underlying EV of the bet sitting inside them, which stays exactly as negative as it was before.

What is the Kelly Criterion, and how do pros size a positive-EV bet?

The Kelly Criterion is a formula for deciding how much of a bankroll to risk on a bet you hold a real edge on, based on the size of that edge and the odds being offered. It comes from a real, well-documented source: John Kelly, a researcher at Bell Labs, published it in 1956 in a paper titled "A New Interpretation of Information Rate," in the Bell System Technical Journal. Kelly was not writing about gambling specifically, he was working on information theory, but the math translated directly into a rule for sizing bets, and professional gamblers and investors have used it ever since.

In plain language, the Kelly Criterion says to bet a percentage of your bankroll that is roughly your edge divided by the payout odds. A bigger edge points to a bigger recommended bet. Better payout odds for the same edge also point to a bigger recommended bet. The formula is self-correcting too, because every bet is sized as a percentage of whatever the bankroll happens to be at that moment: a bad run automatically shrinks the next bet, and a good run grows it, which is what keeps a bettor with a genuine edge from ever risking total ruin on a single wager.

Full Kelly is aggressive. It maximizes long-run growth, but the bet sizes it recommends can swing a bankroll hard in the short term, so most professional bettors use only a fraction of it, often called half-Kelly or quarter-Kelly, trading away some long-run growth for a much smoother ride. None of it works without a real, positive edge to start from. Applied to a negative-EV bet, the formula simply says to bet nothing, which is the correct answer: there is no sizing trick that turns a losing bet into a winning one. Good bet sizing is really just one piece of slug:how-to-manage-your-casino-bankroll, the wider set of habits that keeps a session, or a career, from ending early.

How much does negative EV cost at your own bet size?

It depends on exactly three things: how much you bet each time, the house edge of that specific bet, and how many times you make it. Multiply those three together, with a minus sign, and that is your expected value, no matter what the payout odds happen to look like. A $5 bet on a single roulette number, paying 35 to 1 with the same 2.7% house edge as a bet on red, has the same expected cost as a $5 bet on red itself, only the size and frequency of the wins look completely different. Try your own numbers below.

Your own numbers

Find your expected value

Set a bet size, a payout, a house edge, and a number of bets. See what the math says to expect, on average, before a single result comes in.

Bet size per wager $10
$1$100
Payout if you win 1 to 1
1 to 135 to 1
House edge on this bet 2.7%
0.5%15%
Number of bets 100
1010,000

Win probability implied

48.6%

EV per bet

-$0.27

Total wagered

$1,000

EV over all bets

-$27.00

At these numbers, expect to win about 48.6% of the time, but lose $0.27 in expectation on every single bet, no matter the payout odds. Over 100 bets, expect to be down about $27.00 on average.

This shows the long-run expected value, not a prediction of any single session, which can land anywhere. Planning illustration only, not gambling or investing advice.

So what is the bottom line on expected value?

EV is the one number that tells you whether a bet is good for you or bad for you, before a single result comes in. A fair coin flip nets to zero. Nearly every casino bet nets out below zero, by exactly the size of its house edge, and that gap is the whole business model, not bad luck on one unlucky night. The rare exceptions, a card counter's favorable count, a mispriced sports line, exist only because someone found a real gap between the true odds and the posted ones, and casinos spend real money closing those gaps the moment they show up. If you are building or running a casino platform, this same math sits behind every title in a page:casino-games library: the paytable is the product, and a carefully set house edge is what makes the business work at scale, spin after spin, across every player who ever plays.

Key takeaways

  • Expected value (EV) is the average result of a bet if you repeated it many times, found by multiplying every possible outcome by its probability and adding the results together.
  • A fair 50/50 coin flip bet with equal stakes has an EV of exactly $0, meaning the bet favors neither side over the long run.
  • Almost every casino bet has negative EV because of the house edge; a $10 bet on European roulette's 2.7% house edge has an EV of about negative 27 cents per spin.
  • Advantage players, like blackjack card counters and positive-EV sports bettors, hunt for the rare moments when the true odds beat the posted ones, which flips EV positive.
  • The Kelly Criterion, published by Bell Labs researcher John Kelly in 1956, is a formula professional bettors use to size a positive-EV bet so a bankroll grows fast without risking ruin.
  • No betting system, including the Martingale or the D'Alembert, can turn a negative-EV bet into a positive-EV one; only the true odds and the payout can do that.

Sources and further reading

Watch the video

How Can You Win 9 Out of 10 Bets and Still Go Broke? Expected Value Explained

Watch on YouTube ↗
Matthieu Tissot
Written by

Matthieu Tissot

Chief Marketing Officer

As the Chief Marketing Officer at Whitelabels.com, Matthieu is passionate about the democratization of iGaming. Starting an online casino should not take multiple months and cost tens of thousands of dollars, and that belief is why he spends his time building content about the industry, making information that used to sit behind expensive consultants and agencies available to the broad masses instead.

Questions

Frequently asked questions

What does expected value mean in simple terms?

Expected value is the average result of a bet if you made the exact same bet an enormous number of times. It comes from multiplying every possible outcome by its probability and adding the results together. A single bet can land anywhere, but the average across many repeats settles on the EV.

How do you calculate expected value?

Multiply each possible outcome by the probability of that outcome, then add the results together. For a coin flip paying $10 on heads and $0 on tails, EV equals (0.5 times $10) plus (0.5 times $0), or $5. For a casino bet, the same math almost always lands below zero, because the payout is set slightly worse than the true odds of winning.

Is expected value the same thing as house edge?

They come from the same math but answer different questions. House edge is a percentage that describes a bet no matter the size. Expected value is a dollar figure that depends on both the house edge and the amount wagered, so a $10 bet and a $100 bet at the same house edge produce very different EVs even though the edge itself never changes.

Can a casino bet ever have positive expected value?

Rarely, yes. Blackjack card counters and positive-EV sports bettors both hunt for the specific moments when the true odds beat what is posted, which flips EV to their side. Casinos and sportsbooks work hard to shut these situations down through shuffling, surveillance, and betting limits, which is exactly why they stay rare.

What is the Kelly Criterion used for?

It is a formula for deciding how much of a bankroll to bet once you hold a positive-EV edge, based on the size of that edge and the payout odds. John Kelly published it while working at Bell Labs in 1956. It does not create an edge on its own; applied to a negative-EV bet, it simply says to bet nothing.

Does a betting system like the Martingale change expected value?

No. Systems like the Martingale or the D'Alembert change how wins and losses are spread across a session, not the expected value of any individual bet inside it. If the underlying bet has negative EV, no sequence of bet sizes turns that into a positive one over time.

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