Cameron Colgate
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Shiny app · Higher education

College peers

Find comparable U.S. colleges using institutional characteristics from IPEDS.

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Explore similar colleges using the 2024–25 provisional IPEDS collection. Choose a target school, adjust how important different characteristics are, and set candidate pool size.

What makes a peer?

The matcher compares 38 measures, lumped into seven domains, using a weighted Gower-style distance. Domain weights are adjustable. Pairs need at least 70% coverage of the target’s active feature weight.

Geographic distance is a completely separate filter, and isn’t used for matching, but you can constrain matches to be close geographically if you want. All counts and dollar values used for matching are log-transformed before robust scaling, and rates remain as percentages.

Data and interpretation

Source: NCES Integrated Postsecondary Education Data System. Program composition uses broad CIP shares of 2023–24 awards.

Results help with exploring institutional similarities, and aren’t a ranking of institutional quality.