Large multinational corporations in sectors such as technology, finance, and healthcare typically hire the most graduates. These companies offer numerous entry-level positions and have robust recruitment programs targeting recent graduates. Examples include companies like Google, JPMorgan Chase, and Johnson & Johnson.