Built for the Eccles School. Ready to scale.

A live demo from real Eccles School data: 96 faculty, 2,663 publications, two decades. All individual names redacted.

Three layers. One source of truth.

01

Ingest

Connect to Academic Analytics, Web of Science, Scopus, and institutional repositories. Pull publication, citation, and grant data from every source.

02

Reconcile

Identify duplicates, correct mismapped departments, resolve author name variants, and standardize journal classifications into a single updated dataset.

03

Analyze

Interactive dashboards with per-capita normalization, time-series trends, journal quality tiers, and peer benchmarking.

The timing is right.

Accreditation pressure is rising. AACSB and regional accreditors increasingly require quantitative evidence of research impact.


University budgets are under scrutiny. Post-pandemic, boards of trustees demand ROI accountability for research expenditures.


The technology is newly viable. Advances in entity resolution and NLP make automated deduplication dramatically more accurate and affordable.

See what your data is missing.

Free data quality audit, no commitment.

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