nfeloAn Elo model for the NFL

About nfelo

Advanced NFL analytics platform powered by the nflfastR dataset and custom open source models.

What is nfelo?

nfelo is a predictive model for NFL games that combines 538’s Elo rating system with research-driven modifications to create a model tailored specifically to the NFL—hence the name nfelo (NFL + Elo).

Mechanically, the nfelo model enhances the traditional Elo approach by incorporating:

  • Advanced statistical adjustments for home field advantage, rest days, and weather conditions
  • Quarterback-specific models that account for individual player performance and injuries
  • Real-time market analysis to identify value in betting lines and spreads
  • Historical performance data spanning multiple seasons for robust predictions

This site serves as a front-end application for exploring the model and its output, featuring game predictions, power rankings, QB analytics, and expected value calculations for informed wagering decisions.

Power Rankings

Real-time NFL team ratings

Game Predictions

Win probabilities & spreads

Betting Analytics

Expected value analysis

Data Sources & Technology

The nfelo model combines open-source NFL data with custom models and datasets to deliver more accurate predictions and insights.

Open Source Data Foundation

nfelo is built on the foundation of nflfastR and the broader nflverse ecosystem—-an open-source community that provides cleaned NFL data to researchers, analysts, and fans.

nflverse data includes play-by-play information for all games dating back to 1999, advanced models like EPA, CPOE, and Win Probability, game results and schedules, team and player metadata, and more. This data is openly available on Github.

nflverse Data

Play-by-play data, player statistics, rosters, advanced metrics, and historical records maintained by the open-source community.

View nflverse-data repository
Custom Models & Infrastructure

nfelo builds on top of the open-source nflverse dataset with additional models, datasets, and infrastructure to translate raw data into power rankings, predictions, analytics tools, and more.

Like nflverse, nfelo is open-source. All the code needed to reproduce nfelo’s power rankings and predictions is available on Github, meaning anyone can run, vet, explore, and extend the model themselves.

Live Repository Status

Real-time status of the repositories powering the nfelo platform

10 Active
model6 repositories
Active

NFL power ranking and prediction model based on 538's Elo framework

NFL season • Expected every 2 days

44b493byesterday

Automated Update

v4.0.0278 days ago

v4.0.0

Active

QB performance model based on 538's QB Elo methodology

NFL season • Expected every 7 days

507ba26yesterday

automatic update

Expected Points Added, weighted to enhance team performance predictions

NFL season • Expected every 7 days

5973a6eyesterday

Automated Update - Week 4, 2025

Active

A series of SRS based models for pre-season and in-season implied team strength

NFL season • Expected every 7 days

1d6673fyesterday

Automated Update - Week 4, 2025

Active

Home field advantage model that considers long term trends and contextual factors

NFL season • Expected every 7 days

a307b01yesterday

automatic update

A model that translates film grades into predicted margin of victory

NFL season • Expected every 7 days

1c69aa5yesterday

automatic update

data3 repositories

Betting market data collection and processing pipeline

NFL season • Expected every 1 days

5c2c87fyesterday

automatic update

Active

Head coach stats and performance data

NFL season • Expected every 7 days

5d797f3yesterday

Automated Update

Active

Metadata for every stadium in the NFL

NFL season • Expected every 7 days

c066ce1yesterday

automatic update

infrastructure1 repository
Active

A python package for efficient retrieval, caching, and processing of NFL data

NFL season • Expected every 365 days

042100b24 days ago

v0.1.24 updating for player stats data changes

v0.1.2424 days ago

v0.1.24

Data refreshed every 4 hoursView all repositories