The Knockout Algorithm: Champions League R16 Simulation

Our models ran the upcoming fixtures 10,000 times. Here are the probabilities for who advances and who goes home.

UCL R16 Simulation

The Champions League Round of 16 is where dreams die and legends are born. Our prediction engine has simulated every upcoming tie 10,000 times, accounting for current form, historical knockout performance, home/away differentials, and dozens of other factors. Here's what the data says.

The Methodology

For each simulation, we randomly sample from probability distributions based on our xG models, adjusted for knockout-specific factors like aggregate psychology and away goals impact. The result is a robust picture of each team's chances across the full range of possible outcomes.

The Matchups

Real Madrid
Spain
vs
RB Leipzig
Germany
72%
28%
Key Factor: Real Madrid's knockout experience is unmatched. They've progressed from 83% of their last 30 R16 ties.
Arsenal
England
vs
Inter Milan
Italy
54%
46%
Key Factor: The tightest tie on paper. Inter's defensive solidity vs Arsenal's attacking firepower. Could come down to individual errors.
Manchester City
England
vs
Napoli
Italy
68%
32%
Key Factor: City's post-Rodri form is concerning. Napoli's counter-attacking threat could exploit their higher defensive line.
Bayern Munich
Germany
vs
PSG
France
58%
42%
Key Factor: Marquee matchup. Bayern's xG differential this season (+28.4) leads Europe, but PSG's away form in knockouts has improved dramatically.

Upset Alert: Watch This Tie

Our model gives PSG a 42% chance against Bayern—significantly higher than the market suggests. PSG's new tactical approach under their current management has specifically improved their big-game away record. Don't sleep on this.

Tournament Winner Probabilities

Based on our simulations through to the final, here are the current probabilities for lifting the trophy:

  • Manchester City: 22%
  • Real Madrid: 18%
  • Bayern Munich: 15%
  • Arsenal: 12%
  • PSG: 10%
  • Inter Milan: 8%
  • Others: 15%

Note: These probabilities will update after each matchday as new information becomes available. The model learns from every game.

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