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Monday, July 2, 2012

Do goals scored correlate with yellow cards?

Last week I amused myself with the Statistical Kit for the Olympic Football Tournament in London. It is 56 pages of statistics on the Men's Olympic Football Tournament, produced by the FIFA Division Communications & Public Affairs. It can be found here: http://www.fifa.com/mensolympic/organisation/documents/index.html. Very interesting, and nice that it's public available, thumbs up.

Very well. At the last page of the report you find following diagram.

Which indicated a positive correlation between goals scored and yellow cards. Is this a coincidence or a pattern for further investigation?


I have checked the counts for the European Championships and World Cups in same period. Sources are www.uefa.com and www.fifa.com.

The Euro and World Cup graphs don't display the same pattern as the Olympics graph, so correlation between goals scored and yellow cards is unlikely. A correlation plot should support this statement, but in order to compare data from the three different tournaments in one diagram, we should divide the series by games played.

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.

Sunday, May 13, 2012

How often do we experience an unbeaten season?

This season, Italian side Juventus fulfilled an extraordinary achievement. Not only did they win the Italian league, they did it without losing a single game on the way. But exactly how extraordinary is this achievement?

Well, after clicking through all final league tables of the 5 big European leagues (England, Spain, Italy, Germany, France) at Wikipedia, I found that unbeaten seasons is a rather new phenomena. It happened twice in the early thirties in Spain, when the league only consisted of 10 teams, making the likelihood of an unbeaten season much higher than today, where the league consist of 20 teams (Exactly how much more likely is not interesting right now). After these two occurrences, the remaining 4 unbeaten seasons in the 5 leagues are to be found from the late seventies and up to this season.


Country Season Team W D L Placement
Italy 2011-2012 Juventus 23 15 0 1
England 2003-2004 Arsenal 26 12 0 1
Italy 1991-1992 Milan 22 12 0 1
Italy 1978-1979 Perugia 11 19 0 2

Just looking at the table, it looks like it wasn’t a coincidence that the unbeaten season should appear in Italy, but the observations are very few, so let us assume that unbeaten seasons have same probability of occurring in all 5 leagues. Then, counting from the 1946-1947 seasons (1963-1964 for Germany) until the 2011-2012 seasons, the estimated likelihood of an unbeaten season in each league is 4/(66*4 + 49) = 0.0128. That is, in approximately 1 of every 78 league seasons, we will experience an unbeaten season, or we will experience 1 unbeaten season every 16 year across all 5 leagues.

Say Italy is special, in the matter, that unbeaten seasons are more likely in Italy than in the other 4 leagues, then the estimated likelihood of an unbeaten season each year in Italy is 3/66. That is, every 22nd year an Italian team will make an unbeaten season.

Sunday, April 1, 2012

How many seasons does a newly promoted team survive in the higher league?

Seldom all newly promoted teams can avoid relegation in the first season of the new and higher league, but quite often I hear people saying that second season is the toughest. How can both statements possibly be true?

With help of Wikipedia, I have done little summary statistics on the promotion and relegation to and from the highest division in England and France. I’ve only counted from one season after last change to the number of teams in each league, that is since 2003 for the French league (expanded from 18 to 20 teams) and since 1996 for the English league (reduced from 22 to 20 teams).

First I chose the French league, because I thought that the number of teams promoted and relegated and the size of the league had been constant since the 1958-59 season, but I hadn’t done my research good enough. I realized that at least in the period from 1997-2002 the French league where reduced from 20 to 18 teams.

Then, to go a little bit further with the analysis, than just to look at the 2003-2011 seasons of the French league, I decided also to look at the English league, which has the same size and the same number of teams promoted and relegated.

The results are surprisingly equal between the two national leagues.

France

Promoted teams 2003-2010
24

Seasons in the highest division before relegation
Seasons Club count Percent
1 11 45,8
2 3 12,5
3 1 4,2
4 0 0,0
5 or more 6 25,0
Still in highest division but for less than 5 seasons

3 12,5

England

Promoted teams 1996-2010
45

Seasons in the highest division before relegation
Seasons Club count Percent
1 21 46,7
2 6 13,3
3 0 0,0
4 2 4,4
5 or more 12 26,7
Still in highest division but for less than 5 seasons

4 8,9

As expected, many of the newly promoted teams are relegated in the first season. In fact, in 1998 all three newly promoted teams in the English league (Barnsley, Bolton, Crystal Palace) where relegated after just one season in the highest league. But two things surprised me about the data.

First, the data between the two countries are almost identical (look at the percentages), especially if we regroup data so 3 and 4 seasons add up. Second, the statement about the second season being the hardest might in fact give meaning in some sense. As we see, almost no teams are relegated after 3 or 4 seasons, which could be interpreted as if a team survives 2 seasons, it might have established itself in the league, and will most likely do better than the new upcoming teams.


How about relegation then? How long does a team stay down after relegation? The summary statistics are following.

France

Relegated teams 2003-2010
24

Seasons away from highest division
Seasons Club count Percent
1 6 25,0
2 2 8,3
3 1 4,2
4 0 0,0
5 or more 8 33,3
Not back in highest division and relegated for no more than 5 seasons ago

7 29,2

England

Relegated teams 1996-2010
45

Seasons away from highest division
Seasons Club count Percent
1 12 26,7
2 5 11,1
3 1 2,2
4 1 2,2
5 or more 20 44,4
Not back in highest division and relegated for no more than 5 seasons ago

6 13,3
 
Be careful with the interpretation of above data. I think that the story to be told about the relegation data is, that many teams make an extraordinary effort to get back in the higher league (back to the big money) in the first (perhaps two) season, but if that fails, the team might be gone for a long time.

The relegation data differ a bit between the two leagues (look at the last two percentages). I haven't investigated it further, but maybe this is due to the differences in the size of league 2 and the promotion rules between the two countries? In France league 2 consist of 20 teams and the top 3 teams qualify directly for league 1, whereas in England, league 2 consist of 24 teams, the top 2 teams qualify directly and the 4 teams who finish 3 to 6, go through playoffs with two-legged semifinals and a final, for the last promotion spot.

Monday, February 27, 2012

How often does a cup final go to penalties?


Yesterday Liverpool won the English League Cup and took home their first trophy since the FA Cup triumph in 2006 and the following FA Community Shield win. As Liverpool supporter I’m of course very happy, but I wasn’t impressed by the performance, especially not the performance by Captain fantastic (Gerrard). His performance was miles away from the outstanding show he pulled off in the 2005 Champions League final and the 2006 FA Cup final. He can’t run away from his age, and I’m sad to say, that one of my absolute favorites of all time doesn’t have many seasons left as a top player.

Liverpool excels in giving their supporters nail-biting and nerve-wracking finals. Yesterday’s performance was no exception, and an exciting penalty shoot-out should decide it all at last. A total of 5 missed penalties, tells the story: Liverpool didn’t earn it, but Cardiff couldn’t close it.

Enough about Liverpool. Lately I watched another final, the African Cup of Nations final between Ivory Coast and Zambia. Ivory Coast were big favorites before the match, and didn’t concede a single goal during the entire tournament. The final was a goalles draw, and in the penalty shoot-out, Zambia won the lottery.

After watching two consecutive finals go in to penalties, and thinking about Liverpool’s 2005 and 2006 wins (also penalties), I find myself browsing for different kind of statistics on penalties in finals.

A hypothesis is that finals and semifinals (and perhaps quarterfinals) more often go into penalties than preliminary round knock-out matches, because the teams are more evenly matched at that stage of the tournament. But collecting the information below, I have already spend my weekly blog hour, so it will have to do for now.

It’s hard to find information on when (for the first time) finals in specific tournament was scheduled to be decided on shoot-outs after full time and 30 minutes extra time. It has been introduced in different years in different tournaments. And often penalties are introduced several years before in earlier knock-out rounds than in the final.

I’m surprised that the two English Cups have introduced penalties in finals so late compared to the other tournaments I have investigated. Take a look at the stats. It certainly looks like the African teams should practice penalties before the final!

Tournament Shoot-out scheduled in final first time Finals since first scheduled Shoot-out finals %
African Cup Of Nations 1980* 16 43,75
Fifa World Cup 1986 7 28,57
Uefa Champions League 1980** 32 28,13
English League Cup 1998 15 20,00
Uefa European Championship 1976 9 11,11***
English FA Cup 1993 19 10,53

*My best guess. In 1974 the drawn final triggered a replay. In 1976 the final stage of the tournament didn’t involve knock-out matches. In 1978 a qualification match was decided on shoot-out, but shoot-outs were also used in the qualification in 1974. In 1980 the first ever match of the knock-out stage of the finals was decided on penalties.
**My best guess. In 1974 the drawn final triggered a replay. In 1980 the drawn final of the Uefa Cup Winners Cup is decided on penalties after the 30 minutes extra time. In 1984 the first Uefa Champions League final is decided on penalties.
***Two finals which possibly could have gone to penalties were decided on golden goal.


And here is a really interesting one on penalties. By Karel Stokkermans and Carles Lozano, enjoy:
http://www.rsssf.com/miscellaneous/penalties.html