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Anatomy of a 5-4 Champions League Thriller: A Football Data Case Study

Ray Kameda· ·9 min read · 0 reactions · 0 comments · 27 views
#football#champions league#data analysis
Anatomy of a 5-4 Champions League Thriller: A Football Data Case Study
TL;DR · WeSearch summary

The Champions League semi-final first leg between PSG and Bayern ended in a surprising 5-4 victory for PSG, despite Bayern's statistical advantages. An analysis revealed that PSG consistently over-performs their expected goals, largely due to a few standout players. The second leg saw Bayern again outperform PSG on xG but ultimately lose the tie on aggregate.

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Hacker News (Newest) files mainly under programming. We currently carry 5,306 of its stories.

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Hacker News (Newest) · Ray Kameda
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Original publisherHacker News (Newest)
Canonical URLhttps://beetl.io/blog/anatomy-of-a-5-4-champions-league-thriller/
Publication timeSat, 30 May 2026 06:34:52 +0000
Retrieval time2026-05-30T06:42:07.233Z
Last seen2026-05-30T06:42:07.233Z
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Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.

Opening excerpt (first ~120 words) tap to expand

Champions League knockout games aren't usually 5-4 thrillers. April's PSG vs Bayern semi-final first leg was. Bayern had 57% possession, an xG of 3.06 to PSG's 1.90, and six big chances to PSG's two. PSG won anyway. I dug into the data to see what might be going on.TL;DRPSG beat Bayern 5-4 despite trailing on xG (3.06 to 1.90), possession (57%), and big chances (6 to 2). Expected Threat (xT) places Marquinhos as the most dangerous player on the pitch. What an analysis like this really requires is the ability to ask the 2nd, 3rd, and 4th question cheaply, which is what changes the patterns you can see.Even the data agrees that the game was the second most exciting Champions League knockout match across the past six seasons.

Excerpt limited to ~120 words for fair-use compliance. The full article is at Hacker News (Newest).

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