Setting a budget should not be the mystery it seems to be. The stock response, from others, to a request for a budget is often "how long is a piece of string?".
Judging the budget and the length of a piece of string comes with experience. Anyone with experience should be able to relate the current circumstances to previous budgets and come up with a working set of figures.