It is possible to estimate the probability of the paradox by extrapolating from real election data, or using mathematical models of voter behavior, though the results depend strongly on which model is used.
Impartial culture model We can calculate the probability of seeing the paradox for the special case where voter preferences are uniformly distributed among the candidates. (This is the "
impartial culture" model, which is known to be a "worst-case scenario"—most models show substantially lower probabilities of Condorcet cycles.) For n voters providing a preference list of three candidates A, B, C, we write X_n (resp. Y_n , Z_n ) the random variable equal to the number of voters who placed A in front of B (respectively B in front of C, C in front of A). The sought probability is p_n = 2P (X_n> n / 2, Y_n> n / 2, Z_n> n / 2) (we double because there is also the symmetric case A> C> B> A). We show that, for odd n , p_n = 3q_n-1/2 where q_n = P (X_n> n / 2, Y_n> n / 2) which makes one need to know only the joint distribution of X_n and Y_n . If we put p_{n, i, j} = P (X_n = i, Y_n = j) , we show the relation which makes it possible to compute this distribution by recurrence: p_ { n + 1, i, j} = {1 \over 6} p_ {n, i, j} + {1 \over 3} p_ {n, i-1, j} + {1 \over 3} p_ {n, i, j-1} + {1 \over 6} p_ {n, i-1, j-1} . The following results are then obtained: The sequence seems to be tending towards a finite limit. Using the
central limit theorem, we show that q_n tends to q = \frac{1}{4} P\left(|T| > \frac{\sqrt{2}}{4}\right), where T is a variable following a
Cauchy distribution, which gives q=\dfrac{1}{2\pi }\int_{\sqrt{2}/4}^{+\infty }\frac{dt}{1+t^{2}}=\dfrac{ \arctan 2\sqrt{2}}{2\pi }=\dfrac{\arccos \frac{1}{3}}{2\pi } (constant
quoted in the OEIS). The asymptotic probability of encountering the Condorcet paradox is therefore {{3\arccos{1\over3}}\over{2\pi}}-{1\over2}={\arcsin{\sqrt 6\over 9}\over \pi} which gives the value 8.77%. Some results for the case of more than three candidates have been calculated and simulated. The simulated likelihood for an impartial culture model with 25 voters increases with the number of candidates: Another spatial model found likelihoods of 2% or less in all simulations of 201 voters and 5 candidates, whether two or four-dimensional, with or without correlation between dimensions, and with two different dispersions of candidates. Empirical identification of a Condorcet paradox presupposes extensive data on the decision-makers' preferences over all alternatives—something that is only very rarely available. While examples of the paradox seem to occur occasionally in small settings (e.g., parliaments) very few examples have been found in larger groups (e.g. electorates), although some have been identified. A summary of 37 individual studies, covering a total of 265 real-world elections, large and small, found 25 instances of a Condorcet paradox, for a total likelihood of 9.4%
Real world instances A database of 189 ranked United States elections from 2004 to 2022 contained only one Condorcet cycle: the
2021 Minneapolis City Council election in Ward 2, with a narrow circular tie between candidates of the
Green Party (
Cam Gordon), the
Minnesota Democratic–Farmer–Labor Party (Yusra Arab), and an independent
democratic socialist (
Robin Wonsley). Voters' preferences were non-transitive: Arab was preferred over Gordon, Gordon over Wonsley, and Wonsley over Arab, creating a cyclical pattern with no clear winner. Additionally, the election exhibited a
downward monotonicity paradox, as well as a paradox akin to
Simpson’s paradox. A second instance of a Condorcet cycle was found in the 2022 District 4 School Director election in Oakland, California. Manigo was preferred to Hutchinson, Hutchinson to Resnick, and Resnick to Manigo. Like in Minneapolis, the margins were quite narrow: for instance, 11370 voters preferred Manigo to Hutchinson while 11322 preferred Hutchinson to Manigo. Another instance of a Condorcet cycle was with the seat of
Prahran in the 2014 Victorian state election, with a narrow circular tie between the
Greens,
Liberal, and
Labor candidates. The Greens candidate, who was initially third on primary votes, defeated the Liberal candidate by less than 300 votes. However, if the contest had been between Labor and Liberal, the Liberal candidate would have won by 25 votes. While a Greens vs Labor count was not conducted, Liberal preferences tend to flow more towards Labor than Greens in other cases (
including in the seat of Richmond in the same election), meaning that Labor would have very likely been preferred to the Greens. This means there was a circular pattern, with the Greens preferred over Liberal, who were preferred over Labor, who were preferred over the Greens. ==Implications==