Kupershmidt argues for $$\mu_{K}(j)=(pq)^j (1-pq)$$ as the "natural" $q$-geometric distribution (with a simple normalisation constant), because it produces the $q$-analog of the Pascal (negative binomial) distribution.
Carlo Beenakker
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