1) The secretary problem does NOT assume a large number of candidates. In fact, your odds go down as the number of candidates go up.
2) The secretary problem DOES assume you can't go back once you've evaluated a candidate. This is not the case for prospective employees.
Edit: s/passed on/evaluated/