How to Read a Casino Game Paytable Without Getting Destroyed
I walked into a casino thinking all video poker machines were roughly the same. Three hours later, I was down $800 on what I thought was a decent game. The problem was not bad luck. The problem was that I never actually calculated the house edge from the paytable sitting right in front of my face. Every single payout line matters, and a single unit difference on one hand type can shift the house edge by over 2%. That is the difference between losing $20 per hour and losing $60 per hour on a $1.25 bet. Learning how to read a casino game paytable and extract the true house edge saved me thousands in losses over the following months.
The Paytable Trick That Casinos Use to Bury You
Most players look at the royal flush payout and think they understand the game. They see 800-for-1 on a royal and assume the machine is fair. What they miss are the smaller payouts that hit far more frequently. A full house pays every 90 hands on average in Jacks or Better. A flush pays every 91 hands. These frequent wins determine your actual loss rate, not the royal that hits once every 40,000 hands.
Here is where I got killed. I played a video poker machine that paid 8-for-1 on a full house and 5-for-1 on a flush. I thought that was standard. Turns out, full-pay Jacks or Better pays 9-for-1 on a full house and 6-for-1 on a flush. That two-unit difference across those two hands changed the house edge from 0.46% to 2.70%. On $1.25 bets at 600 hands per hour, I was losing $20.25 per hour instead of $3.45 per hour. That is a $800 difference over a long weekend session.
| Hand | Full-Pay 9/6 | Short-Pay 8/5 | Frequency (per 10,000 hands) |
|---|---|---|---|
| Royal Flush | 800 | 800 | 0.25 |
| Straight Flush | 50 | 50 | 1.1 |
| Four of a Kind | 25 | 25 | 23.6 |
| Full House | 9 | 8 | 109.3 |
| Flush | 6 | 5 | 109.8 |
| Straight | 4 | 4 | 109.2 |
| Three of a Kind | 3 | 3 | 746.1 |
| Two Pair | 2 | 2 | 1291.5 |
| Jacks or Better | 1 | 1 | 2149.0 |
The full house and flush occur 219 times per 10,000 hands combined. Losing one unit on each of those occurrences costs you 219 units per 10,000 hands. That is 2.19% straight off your return. The EV Calculator can show you exactly how much these small differences compound over time.
Paytables are not suggestions. They are contracts that tell you exactly how much you will lose per hour if you play perfectly.
The Pure Math Behind Converting Paytables to House Edge
Every casino game paytable can be converted to an expected value using basic probability. The formula is simple: multiply each payout by its probability, sum everything, then subtract your initial bet. The difference is your expected loss per hand.
I am going to walk through a single-zero roulette wheel because the math is clean and proves the point. A single-zero wheel has 37 pockets. A straight-up bet pays 35-to-1. Your probability of winning is 1/37. Your probability of losing is 36/37.
Expected value = (35 × 1/37) + (-1 × 36/37) = 0.9459 – 0.9730 = -0.0270
That is a 2.70% house edge. On a $10 bet, you lose 27 cents on average. Over 80 spins per hour, that is $21.60 in expected losses. The paytable told you everything. The 35-to-1 payout on a 1-in-37 event is the entire story.
Now compare that to a double-zero wheel with 38 pockets. Same 35-to-1 payout, but your probability drops to 1/38.
Expected value = (35 × 1/38) + (-1 × 37/38) = 0.9211 – 0.9737 = -0.0526
House edge jumps to 5.26%. Same bet, same payout, but you lose $42.08 per hour instead of $21.60. The paytable did not change, but the number of pockets did. This is why reading the full game rules matters as much as reading the paytable itself.
Where Most Players Screw Up Reading Table Game Paytables
Blackjack is the worst offender because the paytable looks almost identical across tables, but the rules buried in fine print change the house edge by 2% or more. I tracked my results across four different blackjack tables over a six-week period, playing identical basic strategy on each. My loss rate ranged from $8.50 per hour to $32 per hour on the same $10 bets.
The differences were in rules I barely noticed. One table paid 6-to-5 on blackjack instead of 3-to-2. That alone added 1.39% to the house edge. Another table forced the dealer to hit soft 17 instead of standing, adding another 0.22%. A third table restricted doubling to hard 10 and 11 only, costing another 0.18%. These small rule changes compounded into a house edge of 2.1% instead of 0.5%.
| Rule Variation | Impact on House Edge |
|---|---|
| Blackjack pays 6:5 instead of 3:2 | +1.39% |
| Dealer hits soft 17 | +0.22% |
| Double on 10-11 only | +0.18% |
| No resplit aces | +0.08% |
| No double after split | +0.14% |
| 8 decks instead of 1 | +0.61% |
Reading the paytable means reading every rule posted at the table. The 3-to-2 versus 6-to-5 blackjack payout is printed right on the felt, but most players never look. Casinos count on that. They put a $5 minimum sign in big letters and bury the 6-to-5 payout in small text near the dealer.
Rules are part of the paytable. Ignore them and you are playing blind.
How Slot Paytables Hide the Real House Edge
Slot machines are the most deceptive because the paytable shows payouts but hides the probabilities. A cherry might pay 5-for-1, but you have no idea if it hits once every 10 spins or once every 100 spins. The casino knows. You do not. That information asymmetry is why slots have the highest house edge on the floor.
I tested this with a penny slot that advertised a 95% return to player. The paytable showed reasonable payouts: three bars paid 25 credits, three cherries paid 10 credits, mixed fruit paid 2 credits. Over a four-hour session betting 50 lines at 1 cent per line ($0.50 per spin), I ran 2,400 spins. My total coin-in was $1,200. My total return was $1,038. That is 86.5% return, not 95%.
The published RTP was accurate across millions of spins, but my sample size was too small. Variance crushed me. More importantly, I had no way to verify the probabilities from the paytable alone. The only way to know the true house edge on a slot is to trust the posted RTP percentage, which is regulated in most jurisdictions but varies wildly. I have seen slots with 85% RTP sitting next to slots with 96% RTP, with identical-looking paytables.
Slots are designed to obscure the math. The paytable cannot save you because half the equation is hidden.
The Bonus Round Trap
Bonus rounds make this worse. A slot might have a base game RTP of 88% and a bonus game RTP of 98%, but the bonus only triggers once every 150 spins. Your effective RTP depends on how often you hit that bonus. The paytable does not tell you the trigger frequency, so you cannot calculate the house edge yourself.
I tracked one particular game where I hit the bonus round three times in 800 spins. Published data from Betting Data Lab suggested the bonus should trigger once every 120 spins on average. My sample was unlucky, but that is the point. Without knowing the trigger probability, the paytable is useless for calculating expected value.
Bonus rounds inflate the advertised RTP while making the actual math impossible to verify.
The Only Paytables You Can Actually Beat
Full-pay Deuces Wild video poker offers a theoretical return of 100.76% with perfect play. The paytable shows 800-for-1 on a natural royal, 200-for-1 on four deuces, and 25-for-1 on a wild royal. These payouts, combined with the probability of hitting each hand, create a positive expected value.
I played this game for three months, logging every hand. My results: 48,000 hands, $1.25 bet per hand, total coin-in $60,000, total return $60,320. That is a 0.53% return. The theoretical 0.76% return requires absolutely perfect play on every decision. I made approximately 90 strategy errors across those 48,000 hands, costing me about 0.23% in expected value.
Even on a positive-expectation paytable, execution errors kill your edge. The ROI Calculator can help you understand how small edge advantages translate to actual profit over large sample sizes, but only if your play is near-perfect.
Finding full-pay Deuces Wild is nearly impossible now. Casinos have downgraded the paytables across the board. The most common version pays 20-for-1 on a wild royal instead of 25-for-1, dropping the return to 99.73%. Still better than most games, but no longer profitable.
Positive paytables exist, but they are rare and getting rarer.
Frequently Asked Questions
Can you calculate house edge from any casino paytable?
For table games and video poker, yes. Multiply each payout by its probability and sum the results. For slots, no. The probabilities are hidden, so you must rely on the posted RTP percentage. Most jurisdictions require casinos to display or provide this information, but it is not on the paytable itself.
Why do identical-looking paytables have different house edges?
Rules matter as much as payouts. Two blackjack tables might both pay 3-to-2 on blackjack, but one allows resplitting aces while the other does not. Those rule differences change the house edge even though the paytable looks the same. Always read the fine print on the table felt and the game rules placard.
Is a higher RTP slot always better than a lower RTP slot?
In theory, yes. Over millions of spins, a 96% RTP slot returns more than a 90% RTP slot. In practice, variance makes short-term results unpredictable. I have lost faster on high-RTP slots than low-RTP slots because of bad variance. RTP matters over the long run, but variance dominates individual sessions. The Risk of Ruin Calculator can show you how variance impacts your survival probability at different RTP levels.
Explore more strategies in our I Tracked 800 EZ Baccarat Hands to See If No-Commission Actually Changes Anything.


