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NFL · Fixtures & Results

Baltimore Ravens at Buffalo Bills

NFL 2026 · Week 8 · · Highmark Stadium

Baltimore Ravens at Buffalo Bills, Week 8 of the 2026 season: Buffalo Bills won 36–10.

Prediction made · Elo model

Result

Baltimore Ravens 10–36 Buffalo Bills

Closing line BUF −3, total 54.5 (stayed under). Buffalo Bills covered.

What the model predicted beforehand

The model gave Buffalo Bills a 71.5% chance of winning and Baltimore Ravens 28.5%, with a predicted margin of BUF by 6.4. The betting market had it BUF 60%. The model’s favourite won.

OutcomeThis modelBetting market
Buffalo Bills win71.5%60.4%
Baltimore Ravens win28.5%39.6%
MarginBUF by 6.4BUF −3
Total points–54.5

The model is a margin-based Elo rating walked forward over every game since 2002, with home advantage; ties are rare enough not to be priced. Betting market: the moneyline with the bookmaker’s margin removed, and the spread as quoted (favourite first).

How it might finish: winning margin
Chance of each winning margin
Baltimore Ravens by 15+5%
Baltimore Ravens by 8–147%
Baltimore Ravens by 4–79%
Baltimore Ravens by 1–310%
Tie<1%
Buffalo Bills by 1–313%
Buffalo Bills by 4–714%
Buffalo Bills by 8–1416%
Buffalo Bills by 15+25%

Most likely exact margins: BUF by 3 (8.3%), BAL by 3 (6.7%) and BUF by 7 (5.7%). NFL scores come in 3s and 7s, so margins of 3, 7, 10 and 14 come up far more often than their neighbours.

On this curve Buffalo Bills were 55.2% to cover the line (BUF −3): to win by more than 3.

The curve is a normal spread of results around the model’s expected margin (Stern, 1991), reweighted for the NFL’s key numbers. Its shape was fitted on 2002–2023 and checked on 2024, where it beat a plain bell curve. Because it is built from the expected margin alone, its win chances can differ by a few points from the Elo figure above, which is the one the Model Lab scores.