What the IPEDS & College Scorecard Data Shows for Alternatives to California Institute of Technology

California Institute of Technology posts an average net price of $16,075 after grants and scholarships, the IPEDS-derived figure used to anchor this alternatives search. We screened institutions in the Integrated Postsecondary Education Data System for colleges that report a lower net price and share structural similarity with California Institute of Technology across six dimensions – ownership sector, Carnegie classification, undergraduate enrollment, admission rate, former-student earnings, and completion rate. 11 institutions cleared a 40-percent similarity threshold.

The maximum possible savings across this list is $9,947, achieved by Princeton University at $6,128. None of the alternatives exceeded California Institute of Technology’s reported earnings, so the trade-off on this list is cost savings at the potential expense of outcome parity. The mean median-earnings figure across alternatives is $93,057.

The similarity scoring gives enrollment size, Carnegie classification, and ownership sector the highest weights as transparent structural matching choices. Admission and completion rates are secondary features, while net price determines which lower-cost matches appear. Net price is the average cost of attendance minus grant and scholarship aid for full-time, first-time undergraduate Title IV recipients; it describes that source cohort, not the aid a typical admitted student or any individual family will receive. It is more informative than sticker tuition for that cohort but is not a personalized quote.