Blame is an expression of control. Sometimes over situations we could have managed better. Sometimes over things which are out of our hands.
In either case, acceptance and compassion are much more effective as first steps that can then lead us to actionable improvements.
Blame, whether it is directed towards self or others, is always destructive in the long term.