If you find any of this useful, please consider donating via PayPal to help keep this site going.

Email news@statisticool.com to sign up to receive news and updates

Long Term Behavior of Dice


It is fairly well known that with "grocery store" dice, where material is scooped out of a side to form the divots to represent the number on the face, that in the long run the appearance of outcomes is biased. That is, the theoretical P(1) = P(2) = P(3) = P(4) = P(5) = P(6) = 1/6 doesn't hold true because more material is scooped out of the sides with the larger outcomes, and one observes

(*) P(1) < P(2) < P(3) < P(4) < P(5) < P(6)

My question is, with dice, still the "grocery store" variety, that have outcomes painted on, is it known that

(**) P(1) > P(2) > P(3) > P(4) > P(5) > P(6)

in the long run?

If so, if (*) is observed at m rolls on average, at what number n, does (**) occur on average?

I think that with the cheap divoted dice one is able to observe the bias over their lifetime of rolling dice and watching others roll dice, even at an intuitive level if they don't keep detailed records. With painted dice I'm not sure, because the effect of weight on the bias due to paint added is probably much less than the effect of weight on the bias due to material being scooped out, and therefore I conjecture that n is much larger than m.

Of course good dice (more precision crafted, more durable materials, weighted paints, etc.) generally overcome the bias issues, but I was just thinking about the dice that most people use for casual everyday gaming.

Please anonymously VOTE on the content you have just read:


If you enjoyed any of my content, please consider supporting it in a variety of ways:

AFFILIATE LINK DISCLOSURE: Some links included on this page may be affiliate links. If you purchase a product or service with the affiliate link provided I may receive a small commission (at no additional charge to you). Thank you for the support!