Dataset validation

College Scorecard Outcomes CSV Sample

A validation sample for a possible higher-education outcomes feed built from public College Scorecard institution-level and field-of-study data. It is source-linked education data infrastructure only, not admissions, financial-aid, ranking, or student advice.

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CSV /datasets/college-scorecard-outcomes-sample.csv

observed_at,unit_id,institution,state,credential,field_of_study,tuition_in_state,completion_rate,median_earnings,source
2026-07-04,166027,Sample University,MA,bachelor,computer science,58600,0.92,104000,College Scorecard
2026-07-04,110635,Example State College,CA,associate,registered nursing,6200,0.44,74200,College Scorecard API
2026-07-04,228778,Demo Technical Institute,TX,certificate,industrial technology,12800,0.61,51200,College Scorecard Data Download

CSV Schema

The fields are intentionally simple so buyers can inspect the shape in spreadsheets, BI tools, and lightweight data pipelines.

observed_at
unit_id
institution
state
credential
field_of_study
tuition_in_state
completion_rate
median_earnings
source

Monetization Hypothesis

This sample tests dataset and report-style demand before we invest in ingestion, export automation, or marketplace onboarding.

CSV/report subscription for edtech, workforce analytics, school research, and employer partnership teams.
API subscription for institution watchlists, program outcome filters, and market-comparison workflows.
Build only after tracked request, download, or exact-intent signals appear.

Public Sources

The full product would normalize public records into stable datasets and API endpoints only after validation gates are met.

U.S. Department of Education College Scorecard API
College Scorecard institution-level data files
College Scorecard field-of-study data files