<p>In general, graduate students in the sciences get fellowships that make going to school essentially a (low-paying) job. (This is particularly true coming from a school like Caltech.) So the only “cost” is the failure to go directly into industry, and depending on circumstances you could probably be working to pay off any loans used for undergrad.</p>