I mean sure you can devote some time to building a decent GraphQL schema, but will it really be worth the time/effort/investment when you can hack a painless REST API that can do all those dead simple CRUD operations easily?

Everything you described from posting jobs to searching candidates are dead simple POST and GET requests. No need to overcomplicate things…