I have a $4\times 4$ matrix and I tried solving for the determinant of $P-\lambda I$. This came out really messy and when I put the matrix into a matrix calculator my solution was $1,0$ and $-1$. Does this still mean $1$ is a unique eigenvalue solution? Is there a quicker method of proving $1$ is a unique eigenvalue?
2026-04-05 19:36:43.1775417803
Markov chains: showing $P$ has unique eigenvalue $1$
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You correctly computed the eigenvalues: they are (with multiplicity), $\{-1,0,0,1\}$. So $1$ is not a unique eigenvalue.
Looking at the matrix, you can see that several rows are equal. Each time this happens, you get $0$ as an eigenvalue.