My question below is motivated by the following question (generalized from “The Riddler” blog on FiveThirtyEight website): What is the expected number of rolls to get $c\ge1$ consecutive identical values of an $n$-sided die ($n\ge1$)? It's a cute problem, the answer is $E_{n,c}=\sum_{i=0}^{c-1}n^i$ (exercise!). Clarification: This concerns $c$ in a row of any non-predetermined value.
OK so this becomes interesting with the following curious result: The expected number of coin flips to get three-in-a-row ($n=2$, $c=3$) is equal to the expected number of usual-die rolls to get two-in-a-row ($n=6$, $c=2$), namely 7, yet it's still more likely for the die-rolls to successfully finish before the coin-flips (due to different probability distributions).
My question is about the general scenario: What are the set of pairs $(n,c)$ which have the same answer $1+n+\cdots+n^{c-1}$?
We have $(n_1^{c_1}-1)(n_2-1)=(n_2^{c_2}-1)(n_1-1)$ for starters. We may as well ignore the pairs $(1,c)$ and $(n,2)$ as they get appended to every set as $c$ and $n$ vary, and relatedly $\lbrace(n,1)\;|\;n\in\mathbb N\rbrace$ is the set of answer 1.