This is the conjecture that inspired my question: https://en.wikipedia.org/wiki/Second_neighborhood_problem
For any vertex $v$, let $N(v)$ be the set of vertices adjacent to $v$ and let $N^2(v)$ the set 2nd order neighbors, thus all vertices that have a distance of exactly 2 relative to $v$. The conjecture concerns directed graphs, but I was interested in undirected simple graphs with each vertex having strictly more neighbors than second order neighbors. A basic example would be a graph of 4 vertices, completely connected except for one edge.
I believe such graphs are exactly the ones that have the following characteristic: for each vertex $v$, more than half of all possible 2-step walks starting from $v$ have an endpoint in $N(v)$
So far I haven't encountered a counter example but neither can I prove it, it's somewhat intuitive but not completely. Would love to hear your thoughts.