$M$ has eigenvalue $1$ with corresponding eigenvector related to the uniform distribution

$M^n$ converges to a rank-1 projection matrix as $n \to \infty$

$M$ has a second eigenvalue in $(0,1)$ that causes exponential decay

All of the above