Inleiding
Voetbal is een eenvoudig en overzichtelijk spel. Elf tegen elf – twee keer 45 minuten. Wie de meeste doelpunten scoort heeft de wedstrijd gewonnen en schrijft drie punten bij; bij een gelijkspel krijgt elk team één punt. Ieder team speelt één keer uit en één keer thuis tegen hetzelfde team Wie aan het eind van het seizoen de meeste punten heeft is kampioen. Welk team kampioen wordt, wordt voor een belangrijk deel bepaald door wie de hoogste salarissen kan betalen. De kwaliteit van een team is echter niet alleen afhankelijk van de spelerssalarissen, maar ook van de kwaliteit van de eigen opleiding, de kwaliteit van de coach en van toeval of de vorm van de dag. Dat laatste maakt voetbal een mooie sport. Zonder toeval zouden wedstrijden lang niet zo interessant zijn om naar te kijken.
De grote drie
Zoals in de meeste landen is in Nederland voetbal een mannensport. De KNVB was tot 50 jaar geleden eigenlijk de KNMVB, de Koninklijke Nederlandse Mannen Voetbal Bond. Voetbal voor vrouwen werd niet getolereerd; voetbalverenigingen mochten van de KNVB hun velden niet beschikbaar stellen voor vrouwenvoetbal. Vrouwen hadden hun eigen bond, de niet-koninklijke NDVB, de Nederlandse Dames Voetbal Bond. In 1971 ging die op in de KNVB. De Eredivisie Vrouwen bestaat sinds 2007, die van de mannen is zo’n vijftig jaar eerder ontstaan, in 1956. In de 66 seizoenen betaald (mannen)voetbal hebben er drie clubs altijd meegespeeld: Ajax, Feyenoord en PSV. Eén keer werd er geen enkele club kampioen – in seizoen 2019/20 werd de competitie door corona vroegtijdig beëindigd. Van de resterende 65 kampioenschappen gingen er 28 naar Ajax, 21 naar PSV, 10 naar Feyenoord en 6 keer naar een andere club (waarvan twee keer naar AZ). Met recht wordt er van de grote drie gesproken. Over alle seizoenen heen won Ajax 67% van alle wedstrijden, PSV 61% en Feyenoord 57%. Geen enkele andere club komt hierbij in de buurt. Ook qua toeschouwersaantallen is er sprake van de grote drie. Het gemiddeld aantal toeschouwers van de andere 15 clubs bij een eredivisiewedstrijd in het (laatste pre-Covid) seizoen 2019/20 bedroeg 13000. Bij Feyenoord kwamen gemiddeld per wedstrijd ruim 45000 mensen kijken, bij Ajax 53000 en bij PSV bijna 34000. In figuur 1 worden de ontwikkelingen van de toeschouwersaantallen bij de grote drie weergegeven (zie Van Ours (2021) voor een analyse van de ontwikkelingen van de toeschouwersaantallen).
Figuur 1. Toeschouwersaantallen per wedstrijd; Feyenoord, Ajax en PSV.![](data:image/png;base64,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)
Bron: European Football Statistics
Panel a van Tabel 1 geeft een samenvattend overzicht van de toeschouwersaantallen onderscheiden naar twee perioden: 1956/57-1995/96 en 1996/97-2019/2020. Het seizoen 1995/96 was het eerste seizoen van Ajax in hun nieuwe stadion, (tegenwoordig) de Johan Cruyff Arena. Het seizoen 2019/2020 was het laatste seizoen vóór de Covid-epidemie die de aanwezigheid van toeschouwers bij wedstrijden onmogelijk maakte en waardoor een groot aantal wedstrijden werd afgelast. Het gemiddeld aantal toeschouwers was groter in de tweede periode. Waar in de eerste periode Feyenoord bijna twee keer zoveel toeschouwers trok dan Ajax en PSV ligt het aantal toeschouwers bij Ajax inmiddels ruimschoots voor op dat bij Feyenoord.
Tabel 1. Toeschouwersaantallen en ELO-rating.
De onderlinge wedstrijden tussen Ajax, Feyenoord en PSV zijn bijzonder. Ze worden nagenoeg altijd voor uitverkochte stadions gespeeld. De wedstrijd tussen Ajax en Feyenoord wordt De Klassieker genoemd, (volgens Wikipedia) een strijd tussen hoofdstad Amsterdam en havenstad Rotterdam. De wedstrijd tussen Ajax en PSV wordt soms De Topper genoemd; (volgens Wikipedia) de strijd tussen de twee succesvolste clubs. Daarbij aangetekend dat De Klassieker een bekende naam is en De Topper vrijwel onbekend. De wedstrijd tussen Feyenoord en PSV heeft geen eigen naam maar is daarom niet minder interessant. Gezien de historie van de Eredivisie noemen we voor het gemak alle onderlinge wedstrijden tussen de top drie van Nederland klassiekers. Tabel 2 geeft een overzicht van de resultaten van alle onderlinge wedstrijden.
Tabel 2. Grote drie: uitslagen wedstrijden 1956/57-2021/22 (percentages) en cumulatieve surprise 2021/22.
![](data:image/png;base64,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)
Feyenoord wint vaker van PSV dan omgekeerd en PSV wint iets vaker van Ajax dan omgekeerd, Ajax wint vaker dan Feyenoord dan omgekeerd. Bij de wedstrijden tussen Feyenoord en PSV is er in beide wedstrijden sprake van een thuisvoordeel maar dat is voor Feyenoord groter dan voor PSV. PSV en Ajax zijn redelijk met elkaar in evenwicht voor wat betreft thuisvoordeel maar de wedstrijden PSV-Ajax eindigen veel vaker dan Ajax-PSV in een gelijkspel. Bij de wedstrijden tussen Feyenoord en Ajax is het opvallend dat Ajax die vaker wint, zelfs als Feyenoord thuis speelt.
ELO-Rating
Waar alle verschillen vandaan komen is niet goed te beoordelen zonder de relatieve sterktes van de teams in beschouwing te nemen. Een manier om de sterkte van een team te kwantificeren is via de ELO-rating. De ELO-rating is van oorsprong een manier om de sterkte van schakers aan te geven maar wordt tegenwoordig ook wel gebruikt om de uitslag van voetbalwedstrijden te voorspellen (zie bijvoorbeeld Hvattum en Arntzen (2010)). Op basis van resultaten uit het verleden hebben teams een bepaalde ELO-rating. Als twee teams een wedstrijd tegen elkaar spelen wordt de ELO-rating aangepast op basis van het onderlinge resultaat. Winst leidt tot een hogere rating, verlies tot een lagere. Op basis van resultaten uit het verleden kunnen de twee ELO-ratings worden gebruikt om voor de aanvang van de wedstrijd een inschatting te maken van de uitkomst in termen van winst, gelijkspel of verlies. Figuur 2 laat de ontwikkeling van de ELO-rating van de grote drie zien.
Figuur 2. ELO-rating Feyenoord, Ajax en PSV.
Bron: Elo Football
Duidelijk is dat Ajax het vaakst de hoogste ELO-rating en dus het sterkste team had. Zeker over de laatste decennia was PSV sterker dan Feyenoord. Panel b van Tabel 1 geeft een samenvattend overzicht onderscheiden naar twee perioden. Feyenoord is in de loop der tijd iets zwakker geworden, Ajax sterker en PSV veel sterker. Qua sterkte gemeten via de ELO-rating ontlopen Ajax en PSV elkaar niet zoveel. Dat Ajax vaker van Feyenoord wint dan omgekeerd is in het licht van de onderlinge sterkte niet heel verrassend. Dat Feyenoord vaker van PSV wint en PSV vaker van Ajax is dat wel. Blijft nog steeds de mogelijkheid over dat de verschillen in bovenstaande tabel een gevolg zijn van toeval. Om dit te bekijken maken we gebruik van het begrip surprisepunten. We gebruiken op de ELO-rating gebaseerde kansen op winst-gelijkspel-verlies om uit te rekenen hoeveel punten een club bij een onderlinge wedstrijd naar verwachting behaald zou hebben en vergelijken dat met de punten die ze hebben behaald. Het verschil is het aantal surprisepunten.
‘’Surprisepunten’’
Een voorbeeld: Op 17 januari 2019 speelde Feyenoord in De Kuip tegen Ajax. Volgens de ELO-rating had Feyenoord een kans van 24% om de wedstrijd te winnen, Ajax had 50% kans om te winnen en er was een 26% kans op een gelijkspel. Het verwachte aantal punten voor Feyenoord was 0.24*3+0.26*1 = 0.98. Het verwachte aantal punten voor Ajax was 0.26*1+0.50*3 = 1.76. De uitslag was 6-2, dus 3 punten voor Feyenoord en 0 voor Ajax. Surprisepunten voor Feyenoord: 3-0.98 = 2.02, voor Ajax 0-1.76 = -1.76. Dat telt niet op tot 0. Daarom trekken de helft van het verschil af bij beide clubs. Het aantal verrassingspunten voor Feyenoord wordt zo +1.89 en voor Ajax -1.89. Door op te tellen van wedstrijd naar wedstrijd berekenen we het aantal cumulatieve surprisepunten oftewel de cumulatieve surprise sinds het begin van de Eredivisie. Figuur 3 geeft de ontwikkeling van de cumulatieve surprises weer. Let wel, hierbij hebben we geteld met drie punten per gewonnen wedstrijd over de gehele periode (ondanks dat tot seizoen 1995/96 het aantal punten bij een gewonnen wedstrijd twee bedroeg).
Figuur 3. Cumulatieve surprise klassiekers.
Er is een duidelijk patroon zichtbaar. Tussen Feyenoord en PSV is een stijging van -5 begin jaren zestig naar +25 momenteel, tussen Ajax en Feyenoord gaat het eveneens om een stijging van ongeveer 30 punten van -12 begin jaren tachtig naar +18 momenteel. Ook tussen PSV en Ajax is een stijging waarneembaar van ongeveer 30 punten van -10 begin jaren zeventig naar +20 eind jaren tien. De meest rechtse kolom van Tabel 2 geeft de cumulatieve surprises weer van 1956/57 tot 2021/22. Feyenoord behaalde 26.8 surprisepunten tegen PSV waarvan alleen al 20 in De Kuip. PSV behaalde 18.1 surprisepunten tegen Ajax waarvan tweederde in thuiswedstrijden. Ajax behaalde 18.1 surprisepunten tegen Feyenoord waarvan verrassend genoeg de meeste in De Kuip. Hoe is dit te verklaren? Een goede maar moeilijk te beantwoorden vraag.
Het lijkt wat op het kinderspel steen – papier – schaar. Twee kinderen spelen het spel via gebaren en wie er wint hangt af van het gebaar dat (gelijktijdig) wordt gemaakt. De steen maakt de schaar bot dus de steen wint van de schaar. Het papier bedekt de steen dus papier wint van steen. De schaar verknipt het papier dus de schaar wint van het papier. Voetbal is een simpel maar ook ingewikkeld spel. Hoe goed een team speelt is een combinatie van fysiek, techniek en tactiek. Misschien is Feyenoord wat meer fysiek, PSV wat meer techniek en Ajax wat meer tactiek. Zo bezien is Feyenoord de steen, PSV de schaar en Ajax het papier. Het lijkt wat vergezocht omdat de steen – papier – schaar over een heel periode van toepassing is geweest bij de grote drie.
Slot
Voor de verklaring is geen economie of statistiek nodig is, maar psychologie. Psychologie is de wetenschap die de menselijke geest bestudeert met sportpsychologie als een van de specialisaties. De onderlinge resultaten tussen de top drie is voer voor psychologen. De psychologie van de klassieker(s) is niet toe te schrijven aan een bepaalde samenstelling van een team of kwaliteiten van een trainer. Het verschijnsel doet zich voor over een hele lange periode. Het blijft merkwaardig dat Feyenoord 30 punten meer behaalde tegen PSV dan verwacht mocht worden op basis van de onderlinge sterkte en dat dit ook geldt voor Ajax tegen Feyenoord en PSV tegen Ajax. Kwantitatief stelt het niet veel voor want het gaat over een periode van 60 jaar. Het maakt het niet minder intrigerend.
De auteurs bedanken Thomas Peeters en Martin van Tuijl voor commentaar op een eerdere versie van het verhaal.
Referenties
Hvattum, L.M. en H. Arntzen (2010) Using ELO ratings for match result prediction in association football, International Journal of Forecasting, 460-470.
Van Ours, J.C. en M.A. van Tuijl (2016) In-season head-coach dismissals and the performance of professional football teams, Economic Inquiry, 54 (1), 591-604.
Van Ours, J.C. (2021) Common international trends in football stadium attendance, PLoS ONE, 16(3): e0247761
Te citeren als
Jan van Ours, Martijn Quist, “Voetbalklassiekers laten zich niet voorspellen”,
Me Judice,
2 september 2022.
Copyright
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