Performance Operations Intelligence System
Executive command-centre integrating workload, wellness, testing and operations data into a single decision-support layer for performance leadership.

Project Overview
The Problem
Performance leadership operates with fragmented data — workload sits in one tool, wellness in another, testing in spreadsheets — leaving no unified view to guide strategic decisions.
The Solution
A consolidated intelligence layer that ingests data across departments and surfaces it through executive dashboards, exception reporting, and operational KPIs.
Intended Users
- Head of Performance
- Sport Science Directors
- Performance Analysts
- Executive Coaches
Core Features
Unified Data Layer
Single source of truth across wellness, workload, testing and operations.
Executive Dashboards
High-level KPIs designed for performance leadership decisions.
Exception Reporting
Automatic flagging of athletes, squads or workflows that need attention.
Operational KPIs
Track compliance, completion rates, and process health across the program.
Cross-Department Views
Combine S&C, medical, sport science and coaching data in one lens.
Role-Based Access
Tailored views for executives, staff, and analysts.
System Workflow
Ingest
Pull data from monitoring, testing, medical and operations sources.
Standardise
Clean, validate and align records into a normalised model.
Compute
Derive KPIs, rolling trends, and exception thresholds.
Surface
Render dashboards, alerts and executive briefings.
Dashboard Gallery
Executive Overview
Headline KPIs across the entire program.
Squad Heatmap
At-a-glance view of squad-level status and alerts.
Exception Log
Outliers prioritised by impact and recency.
Metrics & Outputs
Auto-generated executive briefings ready every Monday.
30+ operational and performance KPIs tracked continuously.
Minutes from data ingestion to surfaced exception.
Key Benefits & Outcomes
Faster, evidence-based leadership decisions
Reduced manual reporting overhead for staff
Clear accountability across departments
Earlier detection of operational drift
Technology Stack
Data
- SQL
- Python (pandas)
- DAX
Visualisation
- Power BI
- Custom dashboards
Automation
- Scheduled pipelines
- Email digests
Future Roadmap
Predictive Alerts
Forecast operational drift before it impacts performance.
Scenario Planning
Model staffing, calendar and load scenarios.
AI Briefings
Natural-language executive summaries generated on demand.
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