Advanced Hockey Analytics: Beyond Basic Statistics
Explore advanced hockey analytics metrics that go beyond traditional stats — xG models, RAPM, player tracking, and machine learning approaches used by elite clubs.
Our approach, methodology, and processes for delivering effective hockey analytics solutions.
Each article on this page is written to help front offices, coaches and analysts move from abstract analytics concepts to concrete hockey decisions. We focus on real workflows: how to structure data, which models to trust, and how to integrate numbers into scouting, tactics and roster construction.
Use these pieces as playbooks rather than theory. Most posts include practical examples, internal link paths to specific services, and suggested next steps you can adapt to your own environment—whether you are building a new analytics function or extending an existing one.
Explore advanced hockey analytics metrics that go beyond traditional stats — xG models, RAPM, player tracking, and machine learning approaches used by elite clubs.
End-to-end playbook for hockey clubs and GMs on how to design analytics consulting engagements: questions to ask, workflows to set up and checklists to use.
Frequently asked questions about hockey analytics consulting for clubs and GMs: when to start, how engagements work, data requirements and realistic impact.
A practical guide for hockey GMs on what to expect from an analytics consultant: questions to ask, deliverables to demand and red flags to avoid.
Practical guide for hockey clubs on how to start an analytics function: technology, staff roles, workflows and the impact you can expect on decisions.
How we deliver elite-level hockey analytics consulting remotely. Time zones don't matter—expert insights delivered when you need them.
The exact technology stack for hockey analytics: Python, cloud infrastructure, BI tools, AI models. Build enterprise analytics affordably.
Step-by-step hockey analytics process: discovery, data pipelines, model development, integration, and ongoing optimization. See how elite teams scale analytics.
Complete playbook for hockey analytics: from xG & RAPM to scouting models & draft strategies. Learn the methods elite teams use to win.