Yahtzee Odds and Probabilities
Perfect your Yahtzee strategy by learning about Yahtzee odds and probabilities. Yahtzee is a numbers game that can be mathematically explained using statistics and probability. Success is measured in total points and there can be only one winner (except for the odd tie game). The game can be understood in black and white terms and it is possible to numbercrunch your way to victory.
From its earliest days, Yahtzee celebrated its intimate connection with mathemathics. It was originally marketed as a "game that makes thinking fun" and continues to be used in early education as a tool for teaching basic arithmetic.
These descriptions may tempt a prospective player to dismiss Yahtzee as a boring relic from grandma’s attic, but do so at your own peril. There is a deeper complexity to the game that can only be unlocked by human skill and intuition. Yahtzee greatness requires sound tactical decisionmaking and a keen strategic insight. The number crunch quickly becomes staggering  there are 252 possible outcomes when rolling five dice. A solid understanding of Yahtzee odds and probabilities is the first step to achieving mastery.
Yahtzee High Score
What is the highest score you can get in a single game of Yahtzee? Reaching a fourdigit total score is almost unheard of but entirely possible. Consisting of 13 scoring categories, the Yahtzee scorecard allows for the possibility of multiple Bonus Yahtzees and this is the key strategy to maximize points. The highest Yahtzee score possible under standard rules is 1575 points: 140 points in the Upper Section, 235 points in the Lower Section, and 1200 Yahtzee Bonus points.
The maximum high score requires rolling a Yahtzee on each turn and using the ensuing Jokers to complete the Lower Section categories. Many of the Yahtzees would need to be in a certain number: the Upper Section's Ones in ones, Twos in twos, etc., and in sixes to max out Three of a Kind, Four of a Kind, and Chance in the Lower Section. If for some reason you are playing without the Bonus Yahtzee rule, then 375 is the high score maximum.
The odds of approaching anything near a 1575 grand total are astronomical. The competent Yahtzee player generally considers a final score in the 250 point range to be a success, and indeed this turns out to be close to the average score using optimization for perfect play. The expected final score of the Optimal Solitaire Yahtzee Player is 254.5896. But like with all Yahtzee odds, this probility is influenced by the player's strategy. Attempting to roll only Yahtzees on every turn yields an average score of only 171.52.
Researchers have devised sophisticated computer simulations that can play Yahtzee at its optimal level. Two of the top strategies that developed as a result are OptExpected and MaxProb.
OptExpected is a computer strategy designed to result in the highest possible expected score. MaxProb builds on the concept with a scaledup system that computes the maximum probabilities of achieving a score for all reduced game states. This has resulted a more powerful simulation that is capable to achieving truly high scores.
Millions of their game simulations have been analyzed to determine the odds of achieving a particular result:
Grand Total  MaxProb Probability  OptExpected Probability 

>150  99.79%  99.13% 
>200  91.08%  86.36% 
>250  54.19%  48.37% 
>300  17.60%  14.31% 
>350  9.76%  7.24% 
>400  4.93%  3.84% 
>450  1.75%  1.14% 
>500  1.00%  0.72% 
High Score Records
Many players choose to discard their completed Yahtzee score cards once the action is complete. But in the age of Big Data and monetization of information, this is like throwing away legal tender. More importantly, it puts cherished Yahtzee achievements and milestones at risk of eroding beneath the sands of time.
Yahtzee players should take pride in a high score by preserving its legacy for future generations. The simplest method is to keep all used scoresheets in your Yahtzee box or another secure location. When the box is busting at the corners it may be time to relocate the archive to more spacious confines. Even if you haven’t rolled a personal best, develop a system to secure your scorecard documentation. One day you’ll thank yourself.
Before a scorecard with a high score goes into the archive for longterm storage, it deserves a proper celebration. The classic method of sticking it on the refrigerator is always a great way to draw attention to your remarkable feat. Some Yahtzee enthusiasts like to encourage others to add gold stars or other decorations as a sign of their admiration. And to show the utmost respect for Yahtzee accomplishments, consider creating a Hall of Fame to honor the feats of your gaming comrades.
Probability of Rolling a Yahtzee
The probability of rolling a Yahtzee is 4.61%, or about once every 22 turns. Statistics and equations can help us understand Yahtzee on a deeper level but they do not tell the whole story. Every Yahtzee stat based on mathematical probabilities misses one crucial element  the human mind.
A calculation for the probability of rolling a Yahtzee, for example, depends on the player’s strategy, level of risk acceptance, and the current state of the game. Imagine a player on the final turn of the game who is actively trying to roll a Yahtzee and nothing else. They are focused on a singular objective. But the same player in a game’s early rounds may attempt to cultivate a Large Straight and throw away a matching pair, hurting the chances of rolling a subsequent Yahtzee in the process. This more open strategy of playing the dice as they fall results in a lower Yahtzee completion rate when compared to rolling for Yahtzee or bust.
Even computers optimized for perfect play cannot reproduce motivation, intuition, or the multitude of other unique qualities that humans bring to the Yahtzee table. The conditions of the game at hand and the constitution of its players add a layer of complexity that will always affect the pure statistical Yahtzee odds. Human strategy must be considered to calculate the chances of rolling a Yahtzee, or any other scoring combination for that matter.
One of the most useful calculations to measure the probability of rolling a Yahtzee considers a player who is actively attempting to roll Yahtzee with any number. They aren’t locked into shooting for sixes but also have no interest in scoring a Full House. Tim Fulford of Cornell University provides the following probabilities for this scenario:
The equations use the following variables:
p = probability of rolling a specific number on one dice (1/6)
q = the probability of not throwing the specific number (1p) or (5/6)
Rolling five, four, three, two, or one dice gives the following binomial permutations, where the number corresponds to the number of matching dice:
0M, 1M, 2M, 3M, 4M, 5M
So Yahtzee is 5M, four of the same number is 4M, etc.
The mathematical representation of rolling dice looks like this:
Rolling all 5 dice: (p+q)5 = q5 + 5pq4 + 10p2q3 + 10p3q2 + 5p4q + p5
Rolling 4 dice: (p+q)4 = q4 + 4pq3 + 6p2q2 + 4p3q + p4
Rolling 3 dice: (p+q)3 = q3 + 3pq2 + 3p2q + p3
Rolling 2 dice: (p+q)2 = q2 + 2pq + q2
Rolling just 1 dice: (p+q)1 = q + p
1st Roll  One permutation. Roll all five dice and get Yahtzee:
5M = 6p5
or 0.077%
2nd Roll – A few more permutations. Rolled 4, 3, 2, 1 or 0 matching dice on first attempt, then throw a Yahtzee from the remaining dice:
5M = 6p5(1 + 5q + 10q2 + Q + R)
or 1.26%
3rd Roll – Many more permutations to throw a Yahtzee from the remaining dice after two rolls:
5M = 6p5{1+ (5q + 10q2 + Q + R)(1+6Rp) + 5q2 + 10q2[(1+q)2 – 1] + q[(1+q)3 1] + 5Qp2}
or 4.61%
Using these calculations the chances of rolling a Yahtzee in a given turn are 4.61%, or about once every 22 turns.
But to roll a specific Yahtzee, in sixes for example, the odds tighten to just 1.33%.
Other Scoring Odds
The following graphs illustrates the odds of rolling a particular combination on the first, second, and third roll of a turn. Because of the multitude of variations that exist for each roll, the Full House and Straights cannot be calculated generally. This would need to be figured on a casebycase basis depending on each of the individual player's rolls.
The statistics assume that the player goes for the given scoring category from the first turn and does not deviate in their strategy. Otherwise, it may take longer to achieve a given score as an initial pair may be discarded to roll for something else.
Three of a Kind  Four of a Kind  Full House  Small Straight  Large Straight 


Roll 1  19.29%  1.93%  3.86%  12.35%  3.09% 
Roll 2  40.90%  11.97%       
Roll 3  45.24%  24.48%       
Optimal Yahtzee
To calculate useful Yahtzee probabilities, we must assume that we are dealing with competent players using a sound strategy. Human players, alas, may fall short of this expectation. And their individual playing styles will certainly alter the statistical outcomes. Computers, however, can be programmed to behave logically at all points of a game according to a predetermined strategy. Researchers can use these Yahtzee simulators to analyze millions of games to determine optimal tactics.
Optimal Solitaire Yahtzee Player, by Tom Verhoeff of the University of Eindhoven, was the first model to crack Yahtzee optimization. Its play is optimized to maximize its expected final score, which averages over 254 points per game. The statistical analysis of millions of simulated games offers a deeper insight into dice combination frequency and scoring likelihoods with perfect play Yahtzee:
Roll 1  Roll 2  Roll 3  

Ones  0.83  1.53  2.11 
Twos  1.67  3.06  4.21 
Threes  2.50  4.58  6.32 
Fours  3.33  6.11  8.43 
Fives  4.17  7.64  10.53 
Sixes  5.00  9.17  12.64 
ThreeofaKind  3.73  10.21  15.19 
FourofaKind  0.35  2.42  5.61 
Full House  0.98  4.85  9.15 
Small Straight  4.65  12.38  18.48 
Large Straight  1.27  5.32  10.61 
Yahtzee  0.04  0.63  2.30 
Chance  17.50  21.25  23.33 
Average Score  % scored as zero  

Ones  1.88  10.87% 
Twos  5.28  1.83% 
Threes  8.56  0.95% 
Fours  12.16  0.61% 
Fives  15.69  0.51% 
Sixes  19.81  0.54% 
Upper Section Bonus  23.80  32% 
ThreeofaKind  21.66  3.26% 
FourofaKind  13.09  36.37% 
Full House  22.59  9.36% 
Small Straight  29.46  1.80% 
Large Straight  32.70  18.24% 
Yahtzee  16.87  66.25% 
Chance  22.01  0% 
Yahtzee Bonus  9.58  91.76% 
Grand Total  254.51 
There are a multitude of other Yahtzee simulators but they are only as powerful as their code. Many programs, for example, omit the Bonus Yahtzee entirely as a result of increasingly complex decisionmaking requirements. Dion Häfner of the Niels Bohr Institute, creator of the Yahtzotron bot, can explain the creative process and inevitable difficulties behind developing a Yahtzee simulator, and the limits of human capacity:
"Achieving perfect play in Yahtzee is challenging (impossible?) for humans because it requires perfectly calibrated probabilities. You will need a flawless mental model to evaluate the risk that is associated with each action. This is hard because it is more quantitative than our intuition can handle."
Yahtzotron is able to average total scores of about 5 to 10 points lower than optimal play. In addition to its precision mode, the program is loaded with pretrained agents designed to follow certain strategies, such as greedy and playtowin. It’s a useful tool for analyzing tactical decision making trends and probabilistic outcomes.
Human Player Statistics
While computer simulations and optimal play calculators are remarkable tools for acquiring new insights into the game, it is not possible to separate Yahtzee from the human player. Mathematical probabilities will only take you so far.
Studying the tendencies of professional players is a good way to incorporate the human element into your Yahtzee study. Learning from the experts will help you to develop your own Yahtzee strategy and improve your game.
The following statistics were compiled by analyzing the games played during 20102020 by the top three players on the Yahtzee Pro Circuit. Categories where the score can vary are represented by the players' average score per game. Those that receive a fixed score reflect the percentage of games in which the category was successfully scored:
Louise Proctor  Rick McCallister  Park HeeSoo 


Ones  1.45  1.45  1.63 
Twos  5.08  5.08  5.13 
Threes  9.08  8.38  8.61 
Fours  11.95  11.04  12.28 
Fives  15.83  15.94  15.35 
Sixes  18.99  18.94  18.83 
Upper Section  62.22  60.77  61.78 
Three of a Kind  20.36  21.56  19.71 
Four of a Kind  12.17  14.15  13.73 
Chance  20.22  20.15  19.66 
Full House  79.5%  84.0%  93.1% 
Small Straight  98.7%  99.0%  99.0% 
Large Straight  78.6%  74.0%  77.2% 
Yahtzee  42.4%  36.0%  36.6% 
Yahtzees per game  0.57  0.46  0.47 
Average Grand Total  251.88  244.21  247.15 
In the Upper Section, note that each player averaged fewer than three of the target number for Ones and Twos. These are often used as “throwaway” categories when a player is unable to record an acceptable score elsewhere on their scorecard, in the hope that they will be able to make up the difference with their Fives or Sixes. Also of interest is that none of the topthree Yahtzee pros were able to maintain an average of 63 total points for the Upper Section, the threshold needed to secure the 35point bonus.
Learn More about Yahtzee Odds
The standard odds may be skewed if you play Yahtzee online or in another electronic format. Most computer games, including online Yahtzee and handheld devices, depend on an algorithmic random number generator (RNG). This solution creates the illusion of randomness but is not quite all the way there. A true RNG is the dream of cryptography experts as it could be used to create an unbreakable code. It turns out it’s rather hard to outperform the original random number generator – dice.
Read more about odds, probabilities, and strategy on the Yahtzee Blog:
Yahtzee Variant Games  When playing one of the many variant games like Jackpot Yahtzee or Showdown Yahtzee, the standard probabilities are turned on their head. Decades after their rise and fall, these Yahtzee derivative games still drive us to beat the odds.
Yahtzee House Rules  Experimentation with the official Yahtzee instruction booklet can lead to new and exotic regulations to enact at your home table. House Rules are a great way to provide your gaming guests with a personalized approach to the game. A special rule(s) that applies to games played at a specific location. House Rules are at the discretion of the game host and can be used to modify standard Yahtzee odds.
Yahtzee Strategy: The Joker's Gambit  Put probability on its proper pedestal by poohpoohing the Yahtzee. A player's level of risk tolerance is tested when passing on 50 points in the Joker's Gambit.
The Ultimate Full House Dis?  Statistically speaking, The Full House is one of the weakest scoring combinations. Because it is relatively easy to roll and its 25 point value is nothing to write home about, many players choose to dis it and try for something better.
Yahtzee Odds Calculator
Use the calculator tool to figure the odds for a given set of playing conditions. A careful comparison of the probabilities can help you refine your strategy.
Yahtzee Research
Using the latest mathematical techniques, researchers at the World Yahtzee Institute and their colleagues around the globe continue to push the limits of Yahtzee probability and odds. The following papers constitute some of the world’s most groundbreaking research into Yahtzee theory and strategy:
 Reinforcement Learning for Solving Yahtzee, Minhyung Kang & Luca Schroeder, Stanford University, 2018
 Optimal Yahtzee: A Comparison between Different Algorithms for Playing Yahtzee, Daniel Jendeberg & Louise Wiksten, KTH Royal Institute of Technology, 2015
 The threedimensional dynamics of the die throw, M. Kapitaniak, J. Strzalko, . Grabski, and T. Kapitaniak, University of Aberdeen, 2012
 A Nearly Optimal Computer Player in Multiplayer Yahtzee, Jakub Pawlewicz, Institute of Informatics, Warsaw University, 2010
 The Mathematical Analysis of Games, Focusing on Variance, Tom Verhoeff, Eindhoven University of Technology, 2009
 An Optimal Strategy for Yahtzee, James Glenn, Loyola College, 2006
 Reward Variance in Markov Chains: A Calculational Approach, Tom Verhoeff, Eindhoven University of Technology, 2004
 How to Beat High Scores in Yahtzee, C.J.F. Cremers, Eindhoven University of Technology, 2002