Most of them do start on the same footings as non-scholar. It's largely a myth that scholars are given some official preferential treatment. However, this doesn't mean they are not advantaged. Regardless of whether you're in private or public sector, individuals are given opportunities based on how much senior management likes them. Many of those who are in senior management in the civil service are probably scholars themselves and people tend to favour their own type.