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Wednesday, June 27, 2012

Which of the semifinalists in EURO 2012 has done best?

Comparing the four semifinalists in the categories supplied in the Castrol Edge team statistics available on www.uefa.com gives following ranking results.


Spain Portugal Germany Italy
Goals scored 2 3 1 4
Goals conceded 1 3,5 3,5 2
Attempts on target 2 3,5 3,5 1
Attempts off target 4 1,5 3 1,5
Passes completed 1 4 2 3
Ball possession 1 4 2 3
Corners 2 1 4 3
Cards 2 3 1 4
Fouls committed 2 3,5 1 3,5
Fouls suffered 2 3 4 1
Average 1,9 3,0 2,5 2,6

The ranking results should be read as Germany has scored more goals than Spain, which in turn has scored more goals than Portugal and so on. When the count is "bad" the ranking is reversed, as for example the category Cards, where Germany has received less cards than Spain, which in turn has received less cards than Portugal and so on.

The average of the ranking table indicates that Spain has done better than the three other semifinalists so far. But one of the great things about soccer is of course that you don't win on stats, and everything can happen in a single game.

Monday, June 25, 2012

Is England poor or unlucky in shoot-outs?

After their 4-2 loss in the quarter finals of this year’s European Championship finals, England holds a record of 6 losses and only 1 win in penalty shoot-outs in the European Championship and the World Cup finals.

World Cup Finals 1990 West Germany England 4-3
European Championship Finals 1996 Spain England 2-4
European Championship Finals 1996 Germany England 6-5
World Cup Finals 1998 Argentina England 4-3
European Championship Finals 2004 Portugal England 6-5
World Cup Finals 2006 England Portugal 1-3
European Championship Finals 2012 England Italy 2-4
(Source http://www.englandfootballonline.com/TeamPenalty/EngPenKickShootoutMtchs.html)

Journalists, players, coaches and managers often describe or compare penalty shoot-outs to draw of lots or a coin toss. If that’s true, each team of the penalty shoot-out has exactly 50% chance of winning, even England.

The probability of 0 or 1 wins out of 7 independent shoot-outs, if the chances are even, can be read from a table of binomial probabilities to P{X <= 1} = 0.0078 + 0.0547 = 0.0625. That is, if England has same chances as its opponent, the chances of winning only one (or zero) out of seven shoot-outs is 6.25%. If we look through the glasses of a 95% confidence interval or acceptance area, we can’t reject that England has just been unlucky, but the low likelihood gives some evidence to believe that England is poorer than their opponents, that is, the assumption of 50% probability of a win for England is probably false.

Saturday, June 16, 2012

How important is goal difference in the European Championship group stage?

In the 1980s championship, UEFA introduced a group stage to the finals, with 8 teams split in to 2 groups, from which the best team qualified directly to final and the runner ups played for 3rd place. In 1984 UEFA introduced a semifinal round. This model continued until 1996, where the number of teams doubled, and 16 teams where split in 4 groups. Furthermore, points for a win increased from 2 to 3. This model is still alive, but in France 2016, 24 teams will enter the tournament in 6 groups, which means that not the same number of teams from each group, will qualify for knockout phase.

A group of 4 teams is decided after only 6 games, each team playing 3 matches, one against each group member. The possible outcomes are therefore limited to 3^6 = 729 different outcomes. But in which of these outcomes does the goal difference play a role. Well, whenever 2 (or 3) of the 3 teams with most obtained points in each group are equal on points and the number of points obtained in the matches played between the teams in question are equal, then goal difference is important.

So we need to do one analysis for each of above models, to answer the question firmly. However, I will only do the analysis to the current model. That is, on the model introduced in 1996, which will be outdated in France 2016. And I will simplify the analysis by assuming that all teams are perfectly matched in the sense that the probability of 1, X and 2 in each match is 1/3. Furthermore, I will only investigate when goal difference is important to qualification to the knockout stage, that is, I will only look at the importance of goal difference to decide who will finish top two in the group, the order of the top two teams will be ignored (of course the order is important, because the group winner won’t be pared with a group winner in the first round of the knockout stage).

In the table below I have listed all final group standings (on points), in which goal difference can decide who will finish top two in the group.

Standing Frequency Occurencies
9-4-4-0 12
9-3-3-3 8
9-2-2-2 4
7-4-4-1 12 1996 grp A
6-6-6-0 8
6-4-4-3 36 2004 grp A
5-5-5-0 4 2004 grp C
5-3-3-2 12
4-4-4-4 6
4-4-4-3 8
3-3-3-3 1

The sum of the frequencies are 111, so under the assumption of perfectly matched teams, the probability of a final group standing in which goal difference is important is 111/729 = 0.1523. That is, in one out of 7 groups, goal difference will decide who will qualify for the knockout stage of the European Championship, if all teams are perfectly matched.

How does this agree with the empirical statistics up until now? Well, since 1996, 16 groups has been formed and finished, and 3 times (see the table above) has goal difference been decisive for second place in the group. That is, the empirical statistic (0.1875) is quite close to the theoretical probability under the assumption of perfectly matched teams (0.1523), which perhaps could indicate that the assumption of perfectly matched teams is a quite nice simplification of this exact problem.

Tonight, group A of this year European Championship will be decided. There are 9 different outcomes of the 2 remaining games, and the only outcome which will make goal difference important, is Greece-Russia 1 and Czech Republic-Poland X. Then the final standing is 4-4-4-3, where Poland has drawn against all opponents and Russia, Greece and Czech Republic has won one each.

Sunday, group B will be decided, and two outcomes will make goal difference important, Portugal-Netherlands 1 and Denmark-Germany 1 (6-6-6-0) or Portugal-Netherlands 2 and Denmark-Germany 2 (9-3-3-3).

Monday, group C will be decided, and the only outcome which will make goal difference important, is Croatia-Spain X and Italy-Republic of Ireland 1 (5-5-5-0).

Tuesday, group D will be decided, and the only outcome which will make goal difference important, is England-Ukraine 2 and Sweden-France 1 (6-4-4-3).

The source for the Euro results is www.uefa.com. The frequencies in the table should be recalculated if needed in any analysis of importance.