# Massive Data Model

The Massive Data Model is the site's premium projection system, combining traditional statistical methods and machine learning techniques with extensive feature-rich datasets to project player Expected Value (EV) across future gameweeks.

---

# What It Projects

Expected Value (EV)

Projected FPL points considering goals, assists, clean sheets, cards, bonus points, and all other point scoring events weighted by their respective probability.

Extended Horizon

Projects up to 14 gameweeks ahead, enabling long-term planning and strategic decision-making.

---

# Methodology

Data Sources

Integrates historical performance data, market odds, tactical analysis, and more.

Contextual Modeling

Accounts for team strength & style, player roles, tactical changes, and temporary factors like penalty takers/rotation, as well of course as data recency.

Validated Approach

Research-backed modeling that outperforms market-based predictions (see Further Reading).

Constant Development

Continuously developed with annual re-evaluation and upgrades.

---

# Update Frequency

Hourly Refreshes

Market data, news feeds, xMins, background sims and projections update hourly throughout the day.

Post-Match Integration

Performance data is processed overnight following fixtures.

Pre-Deadline Updates

Press conference information/late team news validated and incorporated before each gameweek deadline.

---

# Further Reading