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Waltzing Analytics

Data Engineering

Data Engineering

Transforming raw sports feeds into proprietary mathematical assets. We clean, model, and deploy custom football intelligence architectures to power elite decision-making pipelines.

Proprietary Engineering Focus

Pipeline Ingestion

New Metrics

Developing structural formulas that quantify previously unmeasured phases of play. Raw signals are standardized and calculated into action-ready, granular metrics.

  • Set-piece trajectory velocity tracking
  • Defensive line destabilization rates
  • Pass-lane opening mechanics
  • High-pressure escape efficiency

Core Specialization

Value Models

Translating structural actions into quantifiable currency. These mathematical models value player outputs based on context, spatial control, and situational efficiency.

  • Corner Kick Expected Generation (xG)
  • Spatial Territory Worth Evaluations
  • Recruitment ROI Performance Mapping
  • Isolated Action Risk vs Reward Yields

Core Specialization

Predictive Models

Engineering robust algorithmic projections. By calculating historical team behaviors alongside real-time variations, these models forecast events before they happen.

  • Pre-Match Set-Piece Tendency forecasting
  • Opponent Defensive Shift Projections
  • Player Aging Decay & Growth Trajectories
  • Match-state Simulation Engine Analysis

Engineered Data Inputs

Our computational structures integrate multiple raw data types to build a single, cohesive analytics layer.

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Event Data

On-ball micro-actions

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Tracking Data

XY Spatial Vectors

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Temporal Data

Match-phase Chronology

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Context Data

Squad, Pitch & Weather

W Waltzing Analytics

Football analytics, modelling, recruitment research, and data storytelling focused on modern football intelligence.

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Featured Work

  • Expected Shot Danger
  • Entropy-Adjusted xG
  • Time-to-Execute xPass
  • Second-Ball Retention

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