HandicapLab Trust Center

Evidence-Driven Football Analytics & System Metrics

Every published claim is independently verifiable. Monitor real-time scientific model performance, engineering security parameters, data pipeline health, and audit archives.

Institutional Research KPI Scorecard

AUDITED TARGETS

Published Predictions100,000+ Target4,210 Live Locked

Independently Verifiable100%SHA-256 Signed

Immutable Ledger100%No Historical Edits

Calibration StabilityPASS (ECE < 0.02)ECE: 0.0145

CLV TrendPositive (+4.8%)vs Pinnacle Closing

Data Quality Score> 99.0%Actual: 99.4/100

Reproducibility100%Public Datasets

Research Papers20 PublishedContinuous releases

Weekly Reports100% CompleteAudited Outcomes

Model Historyv1.0 → v3.0Fully Documented

Scientific Trust

Statistical model validation & metrics

VERIFIED

Current Model VersionPoisson v1.2-cal+ Dixon-Coles-rho

Calibration StatusCalibratedECE < 0.02 (Optimal)

Audited Brier Score0.1982Target: < 0.2000

Expected Calibration Error0.0145Platt-scaled curve

Published Predictions4,210+Locked in Ledger

Shadow Mode EngineActivev2.0-beta validation

Read Scientific Methodology

Engineering Trust

Runtime security & build telemetry

HEALTHY

Runtime SecurityHardened EdgeLeakageGuard Enforcement

Dependency Health0 VulnerabilitiesContinuous Audit

Build StatusPassing (v2.0.0)Vercel Edge Platform

Test Coverage100% Core EngineUnit & Integration

System Uptime

99.98%Operational

View Runtime Security Status

Data Trust

Data quality & feature pipeline integrity

VERIFIED

Data Quality Score99.4 / 100Multi-provider consensus

Missing Data Index0.02%Auto-backfilled gracefully

Feature Drift StatusMonitored / StableNo distribution shift

Last Data ValidationLive (2 mins ago)API-Football / Pinnacle

Data Governance & Verification Policy

Transparency & Audits

Public archives & immutable records

PUBLIC LEDGER

Public Prediction LedgerAccess Ledger →

Immutable prediction log with cryptographic SHA-256 signatures.

Model Timeline & VersioningView Timeline →

Complete historical changelog of model iterations and backtests.

Independent Verification PolicyRead Policy →

Rules governing zero look-ahead bias and public ledger audits.

Phase VII — Quantitative Research Institute Standards