Revision Exercises on ttests and nonparametricsolutionWord文档下载推荐.docx
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Age
1=µ
2
1≠µ
Whereµ
1andµ
2aremeanageforpeoplewhobeliefanddon’tbeliefinlifeafterdeath
Sig.=0.338.Resultsarenotsignificant.Thereisnosignificantdifferenceinmeanageforpeoplewhobeliefanddon’tbeliefinlifeafterdeath.
Education
2aremeanyearsofeducationforpeoplewhobeliefanddon’tbeliefinlifeafterdeath
Sig.=0.551.Resultsarenotsignificant.Thereisnosignificantdifferenceinmeanyearsofeducationforpeoplewhobeliefanddon’tbeliefinlifeafterdeath.
Question3
Salary
Thefollowingisanon-parametrictesttotesttherelationshipbetweenyearsonthejobbetweenmalesandfemalesforclericalworkers.Interprettheresults.
Thereisnodifferenceinthejobseniorityofmalesandfemales
Thereissignificantdifferenceinthejobseniorityofmalesandfemales
Sig.=0.725.Resultsarenotsignificant.Thereisnosignificantdifferenceinthejobseniorityofmalesandfemales
Question4
Thefollowingdataisrestrictedtohusbandsandwives,bothofwhomareemplyedfulltime(wrkstat=1;
spwrksta=1).Anon-parametrictestwasperformedtoseeifhusbandsandwivesworkthesamenumberofhoursaweek(husbhrandwifehr).Interpretyourresults.
Interprettheresults
Thereisnodifferenceinthehoursworkedofhusbandsandwives
Thereisasignificantdifferenceinthehoursworkedofhusbandsandwives
Sig.=0.000.Resultsaresignificantatthe0.1%level.Husbandsworklongerhoursthanwives.
Question5
BelowaretwoboxplotsonhomepricesintheNortheastRegion(NE=Yes)andotherregions(NE=Non)inAlbuquerque.Thedottedlinesrepresentthemeanvalues.
a)Whatcanyousayaboutthevariationinthetwogroups?
Whatstatisticalmeasureisusedtomeasurethisvariationandwhataspectoftheboxplotdepictsthismeasure?
Nametwoothermeasuresofvariation.
b)Commentonthedistributionofpriceforthetwogroups.Whatistheimplicationofthisintermsofthechoiceofstatisticaltests?
c)Wouldthemeanormedianbeabettermeasuretocomparethepriceofhousesbetweenthetwogroups?
Why?
d)Whatisyourcommentonthepricesofhousesinthetwoareas?
e)Giveoneadvantageofusingtheboxplotoverthehistogram.
f)Stateatestthatwouldbesuitabletoanalysethedifferenceinhomepricesbetweenthetworegions.
a)Thevariationinthetwogroupsaredifferent.TheNortheastsectorhasahighervariationthantheothersectors.(1m)Thestatisticalmeasureusedtomeasurethevariationistheinterquartilerangeanditisrepresentedbythelengthoftheboxplot.(2m).Othermeasuresofvariationaresuchasthestandarddeviationandthecoefficientofvariation.(1m)
b)FortheNortheastsector,thepriceisslightlypositivelyskewed,forotherregions,thepriceisslightlynegativelyskewed.Thisimpliesthatthetypesoftestchosenshouldbenon-parametrictests.(3m)
c)Themedianwouldbeabettermeasurebecausethedistributionisskewed.(2m)
(d)TheboxplotshowsthatthepriceofhousesisapproximatelyequalbutthevariationinpriceishigherforNortheastregionscomparedtootherregions.(2m)
(e)Theboxplotshowsthemeasuresofcentraltendencyandvariationwhereasthebarchartonlyshowsthemeasuresofcentraltendencyandnotvariation.(1m).
f)MannWhitney
Question6
ThefollowingoutputisobtainedfromadatasetcontainingarandomsampleofnursinghomescollectedbytheDepartmentofHealthandSocialServicesinNewMexico.You’vebeenaskedtoexaminethedataanddeterminewhetherthereisadifferenceinrevenuegeneratedbyruralandnon-ruralnursinghomes.Yougeneratedthefollowingoutput.
a)Didyouusepooled(equalvar)orunspooled(unequal)varianceforthet-test?
Explain.
b)Interpretthetesttodeterminewhetherthereisadifferenceinrevenuegeneratedbyruralandnon-ruralnursinghomes.Includeinyourinterpretation,thenullandalternativehypothesis.
a)
Equalvarianceassumed
Equalvariancenotassumed
Sig.=0.445>
5%DonotrejectHo.EqualvarianceassumedUsepooledvariance
(2m)
b)Ho:
2(1m)
Where:
2arethemeanrevenueofruralandnonruralareasrespectively.
(1m)
Resultsaresignificantatthe5%level.(1m)Thisshowsthatthereisasignificantdifferenceinthemeanrevenuebetweenruralandnon-ruralnursinghomes.Therevenuefornon-ruralhomesishigherthanruralhomes.(2m).
Question7
Determinewhetherthefollowingtestsarepairedorindependent.
a)Aneconomistwishestodeterminewhetherthereisadifferenceinmeanfamilyincomeforhouseholdsin2socioeconomicgroups.
b)You’reamarketingresearchanalyst.Youwanttocompareaclient’scalculatortoacompetitor’s.Yousample8retailstores.
a)independent
b)paired
Question8
Forthefollowingstudies,indicatewhetheranindependent-samplesorpairedt-testisappropriate:
(i)Youwanttostudythegenderdifferencesinthespendinghabitsofyoungadults.Youselect400malesand300femalestostudytheirspendingbehaviour.
(2marks)
(ii)ConsumerpreferencesforPizzaHut’snew“HawaiianX-traPersona”pizzawereobtainedon7-pointLikertscale.Thesameconsumerswerethenshownacommercialaboutthisnewpizza.Afterthecommercial,consumer’spreferenceforthenewpizza,weremeasured.Hasthecommercialbeensuccessfulininducingachangeinpreference?
i)Independent
ii)paired
Question9
Atrainerhasdevelopedanewmethodforimprovingthesalesofsalespersons.Toevaluatethenewmethod,hecomparedthesalesofeachof10salespersonsbeforeandafterthetraining.ThefollowingSPSSoutputwasproduced:
PairedSamplesTest
Paireddifferences
t
df
Sig.
(2-tailed)
Mean
Std.Deviation
Std.Error
Pairaftertraining-
1beforetraining
4.30
3.401
1.075
3.998
9
.003
(4marks)
H0mdiff=0
H1mdiff≠0
Wheremdiffisthemeandifferenceinsalesbeforeandaftertraining.Sig.=0.003.Resultsaresignificantatthe1%level.Meansaleshassignificantlyincreasedbyanaverageof4.3aftertraining.
Question10
AresearcherwantstostudythegenderdifferencesinthecurrentsalariesofemployeesinamarketingdivisionofMars&
VenusLtdatthe5%significancelevel.HeobtainedthefollowingoutputswhenusingSPSS:
GroupStatistics
CurrentSalary
Gender
N
Std.Error
Female
216
$26031.9
$7,558.021
$514.258
Male
258
$41441.8
$19,499.214
$1,213.968
IndependentSamplesTest
Levene’sTestforEqualityof
Variances
t-testforEqualityofMeans
F
Sig.
(2-tailed)
Difference
Current
Salary
Equalvariancesassumed
119.67
.000
-10.95
472
-$15,409.86
Equalvariancesnotassumed
-11.69
344.26
-$15,409.86
1=µ
1≠µ
1andµ
2aremeansalaryformalesandfemales
Sig.=0.000.Resultsaresignificantatthe0.1%level.Themeansalaryofmalesissignificantlyhigher(mean=41441)thanfemales(mean=26031).
Question11
Indicatewhichnon-parametrictest(Mann-WhitneyUTest,Wilcoxonmatched-pairssigned-rankstest,andKruskal-WallisTest)youwoulduseineachofthefollowingsituations.Writethenullandalternativehypothesesforeachexample.
i)Youareinterestedincomparingthesatisfactionrankingsgivenbymaleandfemalepurchasersofanewproduct.
ii)Youareinterestedincomparingthefamilyincomesofpurchasersoffourdifferenttypesofproducts.
iii)Youareinterestedinwhetherproductratingsdifferbeforeandafteruse.
(9marks)
i)MannWhitney
ii)KruskalWallis
iii)Wilcoxon
Question12
Atruckmanufacturerkeepsalogofdieselconsumptionof20trucksoverasix-monthperiod.Fromapreviousstudy,theaverageconsumptionoftrucksinMalaysiawasfoundtobe4800litrespermonth.Heasksyoutointerpretthefollowingresults:
InterprettheresultsobtainedinTables10aand10b.
(5marks)
m=4800
Ha:
m¹
4800
m:
meandieselconsumption
p-value<
5%.Resultsaresignificantatthe5%sig.level.Theaveragediesel
consumptionoftrucksissignificantlylessthan4800(mean=4215).
Itcanbeseenthattheaveragedieselconsumptionis4215litrespermonth
(1m)
between3737.62and4692.35litrespermonth(95%confidenceintervalfor
populationmean).(1m)
Question13
Aresearcherwishestoexaminetheeffectoftemperatureonpilotperformance.Arandomsampleof15pilotswasrecordedfollowingparticipationinanairstimulationtask,incockpitsofdifferingtemperatures(20degreesCelsiusand35degreesCelsius).Anon-parametrictestwasconductedwiththefollowingresults.
Table10
Table11
(i)Statethesituationinwhichthenon-parametrictestswouldhavebeensuitable.
(3marks)
(ii)Whatnon-parametrictestwasusedtogenerateTables10and11?
(2marks)
(iii
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