nces

A data pipeline that pulls together several U.S. education sources into one location

48,073 of the 169,578 US college degree and certificate programs conferring in 2013 had stopped by 2021, while the total count grew. Pipeline, checks, and the published page.

Interactive Orlando metro school quality map (Seminole, Lake, Osceola, Polk) — Mapbox GL JS + FL DOE grades + NCES geocodes + district boundaries

Responsible, resumable CLI for NCES DataLab and USDA NASS Quick Stats data

download NCES IPEDS data

Downloader and local corpus for US education-policy data — SEDA, NCES CCD, IPEDS, and E-Rate, pulled idempotently toward district-level timeseries analysis.

Python + DuckDB pipeline for downloading, harmonizing, QC-validating, and panelizing NCES IPEDS data into research-ready institution-year datasets.

Python package for matching K-12 course names and descriptions to standardized NCES School Courses for the Exchange of Data (SCED) codes.

Evidence-based school resource planning using NCES CCD data, enrollment and teacher-staffing trends, resource-pressure triage, and state-level forecasting.