Start with the Beta distribution draw in the Beta-binomial exchangeable coupling. Write and
These are the expected value and variance of . The fixed in this coupling is a dependence parameter chosen by the investigator, not necessarily the observed number of cups. The four numbered stages together address the single printed correlation request.
For each auxiliary count , the correctly normalized joint expression above is symmetric in . Summing it over preserves that symmetry, so these are exchangeable random variables. Their marginal distributions are therefore identical. Since was generated from a Beta distribution,
The Beta-binomial exchangeable coupling changes the dependence, while leaving both prior distributions unchanged.