Tracking Shot Weight Snapshots: Ensuring Statistical Consistency Over Time
Disclaimer: This blog post is automatically generated from project documentation and technical proposals using AI assistance. The content represents our development journey and architectural decisions. Code examples are simplified illustrations and may not reflect the exact production implementation. Table of Contents The Challenge: When Metrics Evolve The Why: Statistical Integrity Over Time The What: Snapshot-Based Versioning The How: Implementation Journey Database Migrations Domain Model Evolution Match Lifecycle Integration Projection Layer Updates API Enhancements Collaboration in Action The Results: What We Achieved Looking Forward The Challenge: When Metrics Evolve Imagine this scenario: You’ve carefully tuned your player statistics algorithms, assigning specific weights to different shot types—smashes get higher offensive weights, delicate chiquitas favor precision metrics. Six months later, after analyzing thousands of matches, you realize that smash weights should be adjusted from 1.0 to 0.95 to better reflect actual game dynamics. ...