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11/5/17
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DetectingandReducingSelectionBiasesinTalentIdentification
SingaporeNationalYouthSportsInstitute2017
DavidMannDepartmentofHumanMovementSciences
VrijeUniversiteitAmsterdamTheNetherlands
22 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
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TheNetherlands
Helsen,vanWinckel &Williams,2005
33 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
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THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
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55 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
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66 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
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77 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
0
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rter Spain
88 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)
0
5
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20
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30
35
40
45
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rter Italy
Whatisgoingonhere?
Whyisthe‘birthdateeffect’happening?
99 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTCHANGE IN CUT-OFF DATE IN BELGIUM
Helsen,Starkes,&vanWinckel,2000 1010 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTAUSTRALIAN CRICKETERS
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Sep-Nov Dec-Feb Mar-May Jun-Aug
Perc
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AustralianCricketers
1111 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTALSO KNOWN AS “THE RELATIVE AGE EFFECT”
Achildbornatthestartofaselectionyear(usuallyJanuary)canbealmostafullyearolderthanachildbornattheendoftheselectionyear.
TheRelativeAgeEffectChildrenborntowardsthestartoftheselectionyeararerelatively
olderthanthosebornlaterintheselectionyear.
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Department of Human Movement Sciences
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THE BIRTHDATE EFFECTWHY DOES THE RELATIVE AGE EFFECT OCCUR?
• Beingrelativelyoldercanaffordalargeadvantageintermsof:- Height- Weight- Coordination- Strength- Cognitivedevelopment- Accumulationofpracticevolume
• Coachesmightthinkthattheyareselectingthemosttalentedplayersfortheirteams,buttheyareoftenjustpickingtheoldestchildren.- Theyareconfusingtalentwithage!- Theyareoftenchoosingteamstowinnow,ratherthanto
developthebestplayers.
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1313 DepartmentofHumanMovementSciences
THE BIRTHDATE EFFECTSUPER 14 RUGBY UNION PLAYERS
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Whyistheeffectstillpresentinadults?
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THE BIRTHDATE EFFECTWHY DOES THE EFFECT CONTINUE INTO ADULTHOOD?
Whyistherelativeageeffectstillpresenteveninadultteamswhenagecut-offsarenolongerrelevant?• Childrenidentifiedasbeing‘talented’get
accesstomoreopportunities:- Bettercoaching- Betterfacilities- Parentsaremorelikelytosupportandencourage
thechild- Thechildbelievestheyaregoodandaremorelikely
toinvestinpractice
• Childrenwhowerenotselected(generallythosebornlaterintheselectionyear)aremorelikelytodropout.
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Department of Human Movement Sciences
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THE BIRTHDATE EFFECTSTRONGER IN SOME SPORTS THAN OTHERS
Therelativeageeffecttendstobestrongerinsportswhere:1. Performancerelies(atleastinpart)on
sizeandstrength- e.g.,ice-hockey,Americanfootball,Basketball
2. Thereishighculturalimportance- e.g.,footballinEurope,ice-hockeyinCanada,
cricketinAustralia- Thereisalotofcompetitionforpositions,andso
thesmallestadvantagecounts!- Talentedathletestendtobeidentifiedatanearly
ageinthesesports,andrelativeagecountsmoretheyoungeryouare.
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Department of Human Movement Sciences
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THE RELATIVE AGE EFFECTWIDER SOCIETAL IMPACT
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RELATIVE AGE EFFECTTHEORIES
Wattie,Schorer,&Baker,2015;Sherar,Cumming,Eisenmann,Baxter-Jones&Malina,2010
Directeffects:performanceadvantagesasaresultofdifferencesinmaturation(size,strength,fitness,cognitivedevelopment)
Indirecteffects:evaluationsandreactionsofothers
Maturation-selectionhypothesis(e.g.,Cobley etal.,2009)
18
Department of Human Movement Sciences
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RELATIVE AGE EFFECTHOW TO OVERCOME IT?
Options:i. Alterthebandwidthofjuniorage-groupsii. Birth-monthquotaswhenselectingteamsiii. Groupbyheightorweight(ratherthanage)iv. IncreasetheawarenessoftheRAE
(Barnsley,Thompson,&Legault,1992;Cobley etal.,2009;Helsen etal.,2012,1998;Musch&Grondin,2001)
AIMTodeterminewhethertheselectionbiasassociatedwiththeRAEcouldbereducedbyprovidinginformationabouttheage
oftheplayers
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Department of Human Movement Sciences
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THE BIRTHDATE EFFECTPSV JUNIORS
Barnsley,Thompson,&Barnsley,1985,J.CanadianAss.Health,P.E.&Recreation;Dudink,1994,Nature
0
10
20
30
40
50
60
Jan-Mar Apr-Jun Jul-Sep Oct-Dec
Percentageofplayersborninth
atquartile
20
Department of Human Movement Sciences
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METHOD
Participants- 25maletalentscoutsfromPSV
FootballClub(Mage ± SD=56.0±10.8years)
- Toldtakingpartinastudyofbirthdateeffect
Task- Watchtwo4vs4small-sided
footballmatches(U-11s)- Scoutswereaskedtorankthe
players(1-8)accordingtotheirpotentialinthegame
Mann&vanGinneken,2017,JSS
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Department of Human Movement Sciences
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METHODTHREE GROUPS
No-agegroup Date-of-birth group Age-orderedshirtnumberinggroup
Listwithplayernames&nationality
Listwithplayernames&nationality
+date-of-birth ofeachplayer
Listwithplayernames&nationality
+date-of-birth ofeachplayer
+knowledgethatshirtnumbercorrespondedto
player’sage
Mann&vanGinneken,2017,JSS 2222 DepartmentofHumanMovementSciences
METHODDATA ANALYSIS
Selectionbias =correlationbetweenthescout’srankorderandtheshirtnumbers
12345678
23518764
12345678
12345678
12345678
87654321
12345678
46238715
r =+0.50 r =+1.0 r =-1.0 r =+0.02
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Department of Human Movement Sciences
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RESULTSSELECTION BIAS
-0.1
-0.05
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Sele
ctio
n bi
as No-age group
Date-of-birth group
Age-ordered shirt numbering group
*
*
24
Department of Human Movement Sciences
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DISCUSSIONKEY FINDINGS
• Scoutshaveabiastoselectrelativelyolderplayers- Relativelyolderplayersbenefitfromindirecteffectofage
• ItispossibletoreducetheselectionbiasassociatedwithRA• Knowledgeoftheeffectandbirthdatesmaynotbeenough- ScoutsknewtheywereinastudyabouttheRAE!- Demonstratesthepervasivenessoftheeffect
• Amoresalientinterventionisrequiredtoreducetheselectionbias- Shirtnumberingpresentsinformation:
1. Inawaythatiseasytounderstand2. Inreal-time
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2525 DepartmentofHumanMovementSciences
Let’slookatthebehaviour oftalentscoutsandcoaches
2626 DepartmentofHumanMovementSciences
WHAT ARE TALENT SCOUTS ACTUALLY ‘IDENTIFYING’?
• 15scoutsrankedU14femalehockeyplayersseenin4vs.4small-sidedgames
• Rankingswerecorrelatedwiththeplayers’scoresonarangeoftestsof:
i. Ageandmaturationii. Anthropometricsiii. Physiologicalcharacteristicsiv. Technicalskillv. Tacticalskill
Whataretheplayercharacteristicsthatmoststronglyinfluencetheselectionsoftalentscouts?
2727 DepartmentofHumanMovementSciences
WHO DO THE TALENT SCOUTS THINK THEY ARE SELECTING?
Scoutssaidthattheyprimarilylookforplayerswithgoodtechnical andtacticalskill
Scoutsreportthattheyprioritise %ofscouts1.Tactical skill 1002.Technicalskill(e.g.,dribbling) 793.Passingability 64
2828 DepartmentofHumanMovementSciences
WHAT ARE TALENT SCOUTS ACTUALLY ‘IDENTIFYING’?
-0.4
-0.2
0
0.2
0.4
Correlationwith
scoutranking
*
*
* *
*
*
*
*
* **
*
2929 DepartmentofHumanMovementSciences
WHAT ARE TALENT SCOUTS ACTUALLY ‘IDENTIFYING’?
-0.4
-0.2
0
0.2
0.4
Partialcorrelatio
nwith
scoutranking
(controllingforrelativeageandmaturation)
*
**
*
Shorter
Heavier
Slower
3030 DepartmentofHumanMovementSciences
RELATIONSHIP BETWEEN PLAYER CHARACTERISTICS
Relativematuration
Relativeage
Height
Bodyweight
%Bod
yfat
BMI
Upp
erbod
ystrength
Endu
rance
Totalsprinttime
Peaksp
rinttime
Totaldrib
bletim
ePeakdrib
bletim
eAg
ility
Dribblingskill
Passingskill
Hittingskill
Tacticalsk
ill
Age-relatedparameters
RelativematurationRelativeage
Anthropometricparameters
HeightBodyweight%Bodyfat
BMI
Physiologicalparameters
UpperbodystrengthEndurance
TotalsprinttimePeaksprinttime
TotaldribbletimePeakdribbletime
Technicalandtacticalparameters
AgilityDribblingskillPassingskillHittingskillTacticalskill
+1.0
0
-1.0
Correlationbetweenparameters
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3131 DepartmentofHumanMovementSciences
WHAT ARE TALENT SCOUTS ACTUALLY ‘IDENTIFYING’?
• Talentscoutssaidthattheywerescoutingfortacticalandtechnicalskill- Theirchoicesrevealedthatthesewerethefactorsleastrelatedtothe
selectionstheymade.• Scouts/coachesareinfluencedbyotherfactorsnotnecessarilyrelatedwith
long-termperformance.- Scoutsselectedchildrenlargelyonthebasisoftheirmaturation,rather
thanonparametersrelatedtotalent.- Theinfluenceofrelativematurationoutweighedthatofage.- Thesebiasesultimatelyledscoutstoselectplayerswhowereshorter,
heavier,andslower!
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Department of Human Movement Sciences
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ACKNOWLEDGEMENTS
Students/CollaboratorsPleun vanGinnekenEwout TimmermanAnoukSchmidtSophieVeermanSamCoenenJorran vanSanten
PSVFootballClubRini deGrootMaurovandeLooijRuudvanElkStanvanBijsterveldtBastiaan RiemersmaLucvanAgt
DavidMann
@david_l_mann