=0.5-0.35
=a
a=1.04(fromZtables)
NBlowest15%thereforeSUBTRACTFROMTHEMEAN!
Thereforex=80-(1.04*4)
=80–4.16
=75.84ml
iii)Ifarandomsampleof100bottlesarechosenfortesting,whatistheprobabilitythattheaveragecontentsis75mls?
(NBTYPOSHOULDHAVEBEEN79)
X=contentsofthebottleoflotionX~N(80,42)x=79andn=100
Z=(75-80)/(4/√100)
=5/0.4
=12.5
p~0.0000almostimpossible!
Ifyouwroteprobabilityof1–nomarksdeducted.
C)Writeyouranswertothefollowingtwoquestions.Youmayuseadiagram&words(4Marks)
i)Whichmeasureofcentraltendencyismosteffectedbythedegreeofskewnessinafrequencydistribution?
Why?
Themeanbecauseitisthemosteffectedbyoutlyingorextremevaluesduetobeingcalculatedbysummingallvaluesanddividingbythenumberofvaluesieeveryvaluewhetheranoutlierornearthemiddlehasthesameweight.
ii)Whichmeasureofcentraltendencyisleasteffectedbythedegreeofskewnessinafrequencydistribution?
Why?
Themedianbecauseitisthemiddlescorewhenthedataarerankedinorderfromlowesttohighestvalue,iethe50thpercentileandisthereforeleasteffectedbyoutlyingvaluesorskews.
Question2:
A)Asoccerteamplayssocceronarosterof0,1or2daysaweek.Theyplay0days20%ofthetime,theyplay1day50%ofthetimeandtheyplay2days30%ofthetime.
(7marks)
i)Constructaprobabilitydistributionfunctiontableforthisseries.
X
P(x)
0
0.20
1
0.50
2
0.30
TOTAL
1
ii)Whatistheexpectedvalueofthedaysoftheweekthesoccerteamplays?
E(X)=0*P(X=0)+1*P(X=1)+2*P(X=2)
E(X)=0*0.2+1*0.5+2*0.3
=0+0.5+0.6
=1.1
iii)Whatistheexpectedvarianceofthisseries?
Var(X)=Σx2p(x)-μ2=Σ(x2-μ2)p(x)
E(V)=(0-1.1)2*(.2)+(1-1.1)2*.5+(2-1.1)2*.3
=0.242+0.005+0.243
=0.490
B)SusanisanexpertOlympicbasketballplayerandshehasimprovedforthepast10yearsandisnowasgoodasshewilleverbe.Hersuccessratehasbeenmeasuredat80%.Shetakes6shotsongoalintheBeijingOlympicfinalforherteam.(7marks)
i)WritedowntheprobabilityforeachvalueofX(thenumberofsuccesses)usingtheBernoullitables
FORMULAIS:
ButnoneedtocalculateascanuseBERNOULLITABLESprovidedforp=0.80andN=6
P(X=0)=0.000
P(X=1)=0.002
P(X=2)=0.015
P(X=3)=0.082
P(X=4)=0.246
P(X=5)=0.393
P(X=6)=0.262
ii)WhatistheprobabilityofSusanshootingatleast5goalsoutof6?
=P(5<=X<=6)
=P(5)+P(6)
=0.393+0.262
=0.655
Or65.5%
iii)Whatistheprobabilityofatmost2successesinhershootingagoal?
=P(0)+P
(1)+P
(2)
=0.000+0.002+0.015
=0.017
Or1.7%
C)Answerthefollowingquestionsinyourownwords–youmayusediagramsandwords.
(6marks)
i)DefineandexplainthedifferencebetweenaOneTailedTestandaTwoTailedTest?
Aonetailedtestistherejectionareaforahypothesisinvolvingonedirectionandnormallyincludestermssuchasgreaterthanorlessthanandistestedbycriticalvaluesofhalfthenormalcurve.
Therejectionregionstellswherewewillrejectanullhypothesis.
Atwotailedtestistherejectionregionforahypothesistestthatdoesnotspecifyadirectioneg“isnotequalto”.Atwotailedtestisastrictertestinthatthecriticalvalueishalvedforeachdirection,egifthecriticalvalueisthe.05%level,thetwotailedtestmustbeassessedfortheα=0.025criticalregion.
ii)DefineandexplainthedifferencebetweenaTypeIErrorandaTypeIIError
ATypeIErrorismadebyrejectinganullhypothesiswhenitistrue,itistheprobabilityofaphaαItoccurswhenyouarelenientintherejectionofthenullhypothesisegusep=.010.
ATypeIIErrorismadebynotrejectinganullhypothesiswhenitisfalse,itistheprobabilityofbetaβ.Itoccurswhenyouaretoostrictintherejectionofthenullhypothesisegusep=0.01.
REALITY
Decision
TRUE
FALSE
Donotreject
OK
Type2
Reject
Type1
OK
Wecannotreducetheprobabilityofonetypeoferrorwithoutincreasingtheprobabilityoftheother.Asthesignificanceleveldecreasesegapproaches0.01itismorelikelythatyouwillmakeaTypeIIErrorwhileaTypeIErrorismorelikelytooccurasporαlevelincreasesegto0.10.
NB:
nomarksdeductedforusingstrictandlenientin
termsofthealternativehypothesis
Question3:
A)Afinancialadvisingcompanywasconcernedaboutwhethertheirlevelsofcustomerservicewereconsistentacrossbranches.Asatisfactionratingwasobtainedfortwobranchesfromindependentsamples.Thedataareshownbelow.(10marks)
SAMPLE1
SAMPLE2
42
41
69
38
48
46
37
49
42
37
18
36
64
42
71
18
=391
=307
Performahypothesistestforthisproblem,listingoutall7stepsofhypothesistesting.
NBusingmeanandsdformula:
OR
1.Data:
Sample1:
N=8=48.88s=18.18s2=330.41
Sample2:
N=8=38.38s=9.36s2=87.70
2.H0:
Sample1mean=Sample2meanH1:
Sample1mean≠2mean
3.AsN<30,usethetdistributionandthetwosamplet-test
4.Chooseapvalueof0.05or0.01torejectnullhypothesis.With14degreesoffreedom(8+8-2)
Thecriticalvalueoftis2.145at0.05and2.648at0.01levelsattwotailedlevel
5.tstatistic:
D=X1–X2~(md,sd2)
t=1.45
1.Asthecalculatedvalueoftislessthanthecriticalvalue,wedonotrejectthenullhypothesis.
7.Concludethatthesatisfactionratingisnotsignificantlydifferentbetweenthetwobranches.
B)Aneconomistwantstochoosebetweentherateofreturnfortwodifferentproductsandhewantstotellhisbosswhetherthesearelowerthantheexpectedrateofreturnof$95.Hewantstobesureattheα=0.05.Stateanullandalternativehypothesistotestandselecttheappropriateteststatisticsandstatewhetherthisisaonetailedortwotailedtest.(5marks)
Rateofreturn
Average
$90.76
StandardDeviation
$19.32
N
200
H0:
μ=95
H1:
μ<95
AlthoughσisunknownasN>30wecanuseZdistribution(Nbhassameformulaast)
z=-4.24/1.37
z=-3.10
Onetailedhypothesisselectedastheproblemistoinvestigatewhethertherateofreturnis
lowerthanexpected
p=0.5-0.4990
=0.001
AsZ<-1.65ieoutsidethecriticalboundary,rejectnullhypothesisandconcludethattherateofreturnissignificantlylowerthanexpectedrateof$95
C)Beforeconductingmanystatisticaltestsitisimportanttotestwhethertheassumptionofhomogeneityofvariancesismet.Setupandtestahypothesisforthefollowingdata.
(5