Elo Deep Dive

Does The Best Team Actually Win The World Cup?

22 completed World Cups of Elo, what past rankings tell us about future favorites.

Stylized illustration of footballers on a pitch with Elo ranking labels

I miss FiveThirtyEight. As an homage to one of sports and politics greatest websites, I started a small analytics project for this year's world cup. For the last Women's Euros I built an Elo-based model for a family wager. It was pretty basic but performed surprisingly well. With the 2026 World Cup around the corner, I wanted to revisit that model and dig into 22 editions of men's tournament history.

First question: does the best team actually win?

Usually, yes. Sixteen of 22 World Cups were won by teams ranked in the top 5 of that tournament's Elo field. Elo adjusts for opponent strength and margin of victory, a running tally of footballing quality that goes back nearly a century. The first chart shows how individual teams fared in each tournament.

Which Teams Grew (or Shrank) Under Tournament Pressure?
Arrows show how each team's rating changed during the tournament (▲ = rating gain, ▼ = loss)
Brazil
Germany
● Start → ◉ End of tournament

When giants fell

−159
Brazil 2014. Hosts entered as the #1 team in the field. Then came the 7-1 semifinal against Germany, four goals in six minutes.
−136
France 2002. Defending champions arrived ranked #1. Left without scoring a single goal, out in the group stage after losses to Senegal and Denmark.
−116
Spain 2014. Also defending champions. Lost 5-1 by Netherlands in a rematch of the 2010 final. Out in the group stage.
−113
Germany 2018. Another defending champion crashed out in the group stage. For the first time since 1938. A 2-0 loss to South Korea sealed it.

If we zoom out, a bigger question emerges: does coming in as the favorite actually matter? Conventional wisdom says the best team wins. But football has a way of humbling even the mightiest. Let's look at where World Cup winners actually stood within the qualified Elo field when the tournament began.

Do You Need to Be a Favorite to Win?
Starting Elo field rank of every World Cup winner

Loading winner rank summary...

What Are Your Team's Chances?
Select a nation and see whether history has been kind to their odds

Winning a World Cup takes more than just showing up as the favorite. It requires performing when it matters most. But some nations have mastered the art of consistency: showing up tournament after tournament with roughly the same level of quality.

Which nations are the steady hands of international football? And which ones ride an emotional rollercoaster from one World Cup to the next?

Consistency: The Sport's Most Underrated Skill?
Nations with the most consistent pre-tournament Elo ratings across completed World Cups (minimum 5 appearances)
Sort by:

How to read: Lower standard deviation (σ) = a steadier pre-tournament Elo profile across appearances. The bar shows the Elo range (min to max), with the dot marking the average. Tighter bars indicate nations whose ratings varied less from one completed World Cup to the next.

Consistency is admirable, but football's greatest tragedies belong to the teams that came so close: the nations with the talent, the rankings, and the moments of brilliance, yet somehow never lifted the trophy.

These weren't plucky upstarts. They were elite squads who mistimed their peaks.

Always the Bridesmaid, Never the Bride
Teams with the highest average pre-tournament Elo who have never won a World Cup
Average Elo
Peak Elo (the dream)
Gap = unrealized potential
Case File: Netherlands
  • Average pre-tournament rank: Top 5 in most appearances
  • World Cup finals reached: 3 (1974, 1978, 2010)
  • Heartbreak moments: Lost '74 final to hosts West Germany, '78 to hosts Argentina, '10 to Spain in extra time

Where does this leave us? Let's review what the data told us:

As a starting point for further analysis, we converted the 2026 field into a simple Elo-only prior.

2026 Elo-Only Prior
A pure pre-tournament probability from Elo strength alone

This is not a bracket simulation. It converts each 2026 field Elo score into a strength value, then normalizes across all qualified teams before draw path, injuries, travel, and matchups.

Rank Team Elo Elo-only prior
Loading Elo prior...

Now don't take these priors as win-probabilities just yet. We'll get to that in the next post.

These numbers are a starting point which we'll use to build a more sophisticated model. As part of that we already started gathering some additional data about our contenders and their performances throughout the years. Looking forward to sharing more soon! (If you are part of my family, stop reading here. There is nothing interesting to see.)