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Production work · Apr 2025 — Mar 2026

Performance Monitoring System

Ivolution Sport Science

Performance analytics system designed from scratch for 967 athletes across 13 sports — football, rugby, athletics, hockey, swimming, basketball and more. Built with SQL, BigQuery, dbt and Metabase. The system is still running after I left.

SQLBigQuerydbtMetabasePythonAnalytics EngineeringES/EN/PT

967

athletes monitored

13

sports covered

10k+

recorded measurements

1+ year

running after I left

System screenshots

Click any image to view it full screen.

Main dashboard — Dynamometer vs IMTP

Real-time KPIs: MaxForce, RFDA50, RFDA250 and TimMaxForce. Dynamometer vs IMTP comparison with filters by date, athlete, exercise type and institution.

Force-Velocity Profile

Correlations between metrics: Max Velocity vs Max Force, Load vs Max Impulse, Velocity vs Max Distance, 1RM by sport. Multidimensional performance analysis.

Hip Stability Report

Functional ratio analysis using a simple Push-Pull test. Histogram of CMIR/DJ height difference and a time series for longitudinal tracking.

v2 CMJ - IMTP II — Moving Average vs Latest Evaluation

Per-athlete dashboard with a 5-evaluation moving average and dynamic supercompensation/fatigue thresholds. Shows braking RFD (CMJ) and 100ms RFD (IMTP) with the full history and the athlete’s current status.

ASH Test - Bilateral CMJ — Neuromuscular Fatigue Control

Fatigue monitoring with the ASH "I" Test (shoulder) and Bilateral CMJ (lower limbs). Left/right peak force trend compared with the previous day, plus historical series.

Individual comparisons — Comparison Dashboard

Side-by-side view of two athletes with gauges for CMJ (Jump Height), IMTP (Peak Force) and Drop Jump (RSI). Compares performance between athletes of the same institution in real time.