Feature Engineering Spotlight

Recent modeling experiments and validation work.

MLB Model Validation — July 2026 Research Summary

# MLB Model Validation — July 2026 Research Summary > Signal Syndicate Research Library · Model Validation · Educational intelligence · Not betting advice Thi…

2026-07-07

MLB Model Validation — June 2026 Research Summary

# MLB Model Validation — June 2026 Research Summary > Signal Syndicate Research Library · Model Validation · Educational intelligence · Not betting advice Thi…

2026-06-25

How Signal Syndicate Researches Sports Intelligence

# How Signal Syndicate Researches Sports Intelligence > Signal Syndicate Research · Educational intelligence · Not betting advice · Estimates only We are the…

2026-06-19

Browse Research Library →

Back-testing Results

Headline numbers from our latest deep-refinement run.

1,464 learning rows in validated dataset

5 reprojected graded plays

Reproject ROI (uncapped): -7.7%

Shadow holdout ROI: 250.0%

Research estimates only — not live P&L, not betting advice.

Read the Methodology →

Modeling Roadmap

Where we are and what comes next.

Phase 3 — Backend & Signal Engine ✅ Complete

Signal generation, promotion logic, performance tracking, risk engine, bankroll, CLV, validation.

Phase 4 — Modeling 🔄 In Progress

Feature engineering, backtesting, calibration, ensemble improvements, historical validation.

Phase 5 — Ask Signal ⏳ Queued

Natural language interface for signals, performance, research, models, and historical results.

Phase 6 — Optimization ⏳ Queued

Performance, accessibility, SEO, refactoring, documentation, and monitoring.

Explore the Engine →

Download Sample Data

Public CSV of platform metrics for analysts and researchers.

A small, anonymized snapshot of our performance snapshot — route, lane, graded plays, win rate, and ROI — for anyone who wants to verify or build on our work.

Download CSV →