Data Transparency

Where Our Data Comes From

Every piece of information on ODIN originates from authoritative, official sources - government bodies, accredited ranking organisations, and national research databases. Here's how we structure and maintain it.

Four Data Dimensions

International Rankings

We track global university performance metrics from leading international ranking bodies. These cover academic reputation, research impact, employer recognition, and institutional reach - giving a globally benchmarked view of each university.

Signals tracked

Academic reputationResearch citationsEmployer recognitionGlobal standing
Updated annually
Swedish National Education Data

Official data from Swedish government authorities responsible for higher education oversight, admissions, and quality assurance. This includes programme-level details, entry requirements, application deadlines, and tuition information.

Signals tracked

Programme catalogueEntry requirementsApplication deadlinesAdmission statistics
Updated each semester
Research Output

We measure scholarly productivity through publication databases and citation indices that track research volume, collaborative networks, and scientific impact across disciplines.

Signals tracked

Publication volumeCitation impactResearch collaborationOpen access output
Updated quarterly
Student Outcomes

Post-graduation data from national statistics authorities captures how students fare after completing their degrees - employment rates, salary trajectories, and degree completion - giving a ground-level view of value delivered.

Signals tracked

Graduate employment rateDegree completion rateTime-to-employmentSalary benchmarks
Updated annually

Our Data Commitments

Official sources only

Every data point traces back to a government body, accredited ranking organisation, or peer-reviewed index. We do not use crowdsourced or unverified content.

Kept current

Most data refreshes automatically on a regular schedule. Where automation is not possible, our team performs manual verification each semester.

Cross-referenced

Where multiple authoritative sources cover the same data point, we cross-reference them and flag discrepancies rather than accepting a single source uncritically.

Transparently labelled

On every university page, data freshness indicators show when each data point was last updated so you can judge its recency yourself.