Can you elaborate on the distinction between "eliminate the hazard" as the first choice and "engineering out the hazard" as a fallback approach?

In my safety background (recently aerospace, ARP4754/4761), removing and avoiding the hazard are essentially equivalent, with reducing the likelihood and mitigating its effects acceptable if you can't remove or avoid the hazard, and procedure is also the least preferred mechanism.