Know where the numbers come from.
A data label is part of the product. The current public experience uses isolated illustrative records.
Demo data version
The current fixture set is demo-2026-09-v1, dated 20 September 2026. Club names identify the subjects of example analyses. Listed fixtures, venues and schedules are not verified real-world events.
Research references
Research pages link to primary documentation, including Hudl Statsbomb, FIFA, SciPy and scikit-learn. References support educational concepts; they do not imply data licensing, a commercial relationship or validation of NinetyQuant outputs.
Production data requirements
Before a real feed is published, we will need a licensed provider, canonical team and competition mappings, ingestion timestamps, completeness checks and a verified update process. Provider-specific identifiers remain separate from NinetyQuant’s internal identifiers.