The Gamecrest IQ research standard

How source labels, freshness checks, uncertainty, and corrections are meant to keep sports research honest.

How should a research product show evidence boundaries?

Sports information changes quickly. A trustworthy research product should distinguish confirmed information from expected, probable, delayed, unavailable, or simulated information.

Gamecrest IQ is built to fail closed: when a required source is missing or stale, the interface should identify the gap instead of filling it with a fictional replacement.

Why separate derived analysis from source facts?

Schedules, results, roster status, market observations, and model outputs are different types of information. Combining them can be useful, but the final presentation should make clear which values came from a source and which were calculated by Gamecrest IQ.

  • Source and update time for factual inputs
  • Model version for generated probabilities
  • Warnings for missing or conflicting information
  • Permanent correction records instead of silent rewrites

What does sports-data research promise?

The goal is organized sports-data research with transparent model-generated probabilities. Gamecrest IQ does not accept wagers, guarantee outcomes, or remove uncertainty from sports.