Script to batch download IPEDS survey files

Scripts to download and build panel data files for IPEDS.

A Python package for working with IPEDS data

Open Common Data Set API and archive for U.S. colleges — raw CDS PDFs, structured extracts, IPEDS/College Scorecard joins

Stata interface to IPEDS data sets

An R Project that creates quick and easy reports from IPEDS data.

Build a Postgres DB from IPEDS Access files

Data analysis of U.S. university budget allocation patterns (2018-2023). Analyzing why college tuition is expensive and where the money goes.

Multilevel Modeling of Postsecondary Retention Rates in the United States

This program combines information from both NZ and IZ, for both Alma and Alma Analytics

Search for post-secondary schools with graduates with specified characteristics.

Automagically download labeled .dta versions of IPEDS data files using Stata or R (via haven)

Worspace devoted to decoding reverse engineering the NYT College Access Index.

Build a research-ready, QA-backed unbalanced UNITID-by-year IPEDS panel from NCES IPEDS Access databases (2004–2023) using a reproducible Python and SQL pipeline.

A set of scripts to ease collection of IPEDS data.

College ROI, decoded — 30-year NPV of U.S. colleges and majors. FREOPP + IPEDS + BEA derived, CC BY 4.0, maintained by le-teen.com

Methods and code to harmonize U.S. Title II teacher preparation data and merge with IPEDS institutional records using standardized and fuzzy text matching. Created as part of a larger teacher preparation research project at Craft Education, Western Governors University.

A proof-of-concept for using RAG to search the IPEDS metatdata.

A four-page Power BI dashboard benchmarking the University of Michigan against public research peers using real IPEDS data — built end-to-end with Claude as a case study.