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11/5/17 1 1 Detecting and Reducing Selection Biases in Talent Identification Singapore National Youth Sports Institute 2017 David Mann Department of Human Movement Sciences Vrije Universiteit Amsterdam The Netherlands 2 Department of Human Movement Sciences THE BIRTHDATE EFFECT JUNIOR INTERNATIONAL FOOTBALLERS (U15-18) 0 5 10 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter The Netherlands Helsen, van Winckel & Williams, 2005 3 Department of Human Movement Sciences THE BIRTHDATE EFFECT JUNIOR INTERNATIONAL FOOTBALLERS (U15-18) 0 5 10 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter Belgium 4 Department of Human Movement Sciences THE BIRTHDATE EFFECT JUNIOR INTERNATIONAL FOOTBALLERS (U15-18) 0 5 10 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter England 5 Department of Human Movement Sciences THE BIRTHDATE EFFECT JUNIOR INTERNATIONAL FOOTBALLERS (U15-18) 0 5 10 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter France 6 Department of Human Movement Sciences THE BIRTHDATE EFFECT JUNIOR INTERNATIONAL FOOTBALLERS (U15-18) 0 5 10 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter Germany

Mann Singapore November 2017 Handout Mann.pdf · 2017-11-06 · 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter France 6 Department

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Page 1: Mann Singapore November 2017 Handout Mann.pdf · 2017-11-06 · 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter France 6 Department

11/5/17

1

1

DetectingandReducingSelectionBiasesinTalentIdentification

SingaporeNationalYouthSportsInstitute2017

DavidMannDepartmentofHumanMovementSciences

VrijeUniversiteitAmsterdamTheNetherlands

22 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter

TheNetherlands

Helsen,vanWinckel &Williams,2005

33 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter Belgium

44 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter England

55 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter France

66 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter Germany

Page 2: Mann Singapore November 2017 Handout Mann.pdf · 2017-11-06 · 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter France 6 Department

11/5/17

2

77 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter Spain

88 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTJUNIOR INTERNATIONAL FOOTBALLERS (U15-18)

0

5

10

15

20

25

30

35

40

45

50

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

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

0

5

10

15

20

25

30

35

40

Sep-Nov Dec-Feb Mar-May Jun-Aug

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter

AustralianCricketers

1111 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTALSO KNOWN AS “THE RELATIVE AGE EFFECT”

Achildbornatthestartofaselectionyear(usuallyJanuary)canbealmostafullyearolderthanachildbornattheendoftheselectionyear.

TheRelativeAgeEffectChildrenborntowardsthestartoftheselectionyeararerelatively

olderthanthosebornlaterintheselectionyear.

12

Department of Human Movement Sciences

12

THE BIRTHDATE EFFECTWHY DOES THE RELATIVE AGE EFFECT OCCUR?

• Beingrelativelyoldercanaffordalargeadvantageintermsof:- Height- Weight- Coordination- Strength- Cognitivedevelopment- Accumulationofpracticevolume

• Coachesmightthinkthattheyareselectingthemosttalentedplayersfortheirteams,buttheyareoftenjustpickingtheoldestchildren.- Theyareconfusingtalentwithage!- Theyareoftenchoosingteamstowinnow,ratherthanto

developthebestplayers.

Page 3: Mann Singapore November 2017 Handout Mann.pdf · 2017-11-06 · 15 20 25 30 35 40 45 50 Jan-Mar Apr-Jun Jul-Sep Oct-Dec Percentage of players born in that quarter France 6 Department

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1313 DepartmentofHumanMovementSciences

THE BIRTHDATE EFFECTSUPER 14 RUGBY UNION PLAYERS

34

26

21

18

0

5

10

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20

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30

35

40

Jan-Mar Apr-Jun Jul-Sep Oct-Dec

Perc

enta

geo

fpla

yers

bor

nin

that

qua

rter

Super14RubgyPlayers

Whyistheeffectstillpresentinadults?

14

Department of Human Movement Sciences

14

THE BIRTHDATE EFFECTWHY DOES THE EFFECT CONTINUE INTO ADULTHOOD?

Whyistherelativeageeffectstillpresenteveninadultteamswhenagecut-offsarenolongerrelevant?• Childrenidentifiedasbeing‘talented’get

accesstomoreopportunities:- Bettercoaching- Betterfacilities- Parentsaremorelikelytosupportandencourage

thechild- Thechildbelievestheyaregoodandaremorelikely

toinvestinpractice

• Childrenwhowerenotselected(generallythosebornlaterintheselectionyear)aremorelikelytodropout.

15

Department of Human Movement Sciences

15

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.

16

Department of Human Movement Sciences

16

THE RELATIVE AGE EFFECTWIDER SOCIETAL IMPACT

17

Department of Human Movement Sciences

17

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

18

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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11/5/17

4

19

Department of Human Movement Sciences

19

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

20

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

21

Department of Human Movement Sciences

21

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

23

Department of Human Movement Sciences

23

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

24

DISCUSSIONKEY FINDINGS

• Scoutshaveabiastoselectrelativelyolderplayers- Relativelyolderplayersbenefitfromindirecteffectofage

• ItispossibletoreducetheselectionbiasassociatedwithRA• Knowledgeoftheeffectandbirthdatesmaynotbeenough- ScoutsknewtheywereinastudyabouttheRAE!- Demonstratesthepervasivenessoftheeffect

• Amoresalientinterventionisrequiredtoreducetheselectionbias- Shirtnumberingpresentsinformation:

1. Inawaythatiseasytounderstand2. Inreal-time

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11/5/17

5

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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11/5/17

6

3131 DepartmentofHumanMovementSciences

WHAT ARE TALENT SCOUTS ACTUALLY ‘IDENTIFYING’?

• Talentscoutssaidthattheywerescoutingfortacticalandtechnicalskill- Theirchoicesrevealedthatthesewerethefactorsleastrelatedtothe

selectionstheymade.• Scouts/coachesareinfluencedbyotherfactorsnotnecessarilyrelatedwith

long-termperformance.- Scoutsselectedchildrenlargelyonthebasisoftheirmaturation,rather

thanonparametersrelatedtotalent.- Theinfluenceofrelativematurationoutweighedthatofage.- Thesebiasesultimatelyledscoutstoselectplayerswhowereshorter,

heavier,andslower!

32

Department of Human Movement Sciences

32

ACKNOWLEDGEMENTS

Students/CollaboratorsPleun vanGinnekenEwout TimmermanAnoukSchmidtSophieVeermanSamCoenenJorran vanSanten

PSVFootballClubRini deGrootMaurovandeLooijRuudvanElkStanvanBijsterveldtBastiaan RiemersmaLucvanAgt

DavidMann

[email protected]

@david_l_mann