MATH 110 CHAPTER 7, 8, 9 EXAM
QUESTIONS WITH CORRECT
ANSWERS RATED A+ 2025/2026
SUREPASS!!
ProbabilitysDensitysCurves-
ssCORRECTsANSWERSthescurvesusedstosdescribesthesdistributionsofsascontinuoussrandomsvariable
NormalsCurves-ssCORRECTsANSWERSthesbell-
shapedscurvesthatsdescribessthesdistributionsofsmanysphysicalsandspsychologicalsattributes.sMostsscoressfal
lsnearsthesaverage,sandsfewersandsfewersscoressliesnearsthesextremes
Z-Scores-
ssCORRECTsANSWERSasmeasuresofshowsmanysstandardsdeviationssyousaresawaysfromsthesnorms(averagesor
smean)
Example:sAswomanswhosesheightsissx=67sinchessfromsasnormalspopulationswithsmeansμ=64sandsσ=3sinches
.s
WhatsissthesZ-score?s-ssCORRECTsANSWERSThesZ-scoresisszs=s(xs-sμ)/σs=s(67-64)/3s=s1
zsscoresformulas-ssCORRECTsANSWERSzs=s(xs-sμ)/σ
findingsthesareasundersthesnormalscurves-ssCORRECTsANSWERSnormalcdf(lower,supper,sμ,sσ)
Tosgetsit:s2nd+Vars->s2:snorm
Example:sFindsthesareastosthesleftsofszs=s1.26sinsasnormalscurves-ssCORRECTsANSWERSnormalcdf(-
1E99,s1.26,s0,s1)
,Example:sAsstudysreportedsthatstheslengthsofspregnancysfromsconceptionstosbirthsissapproximatelysnormall
ysdistributedswithsmeansμs=s272sdayssandsstandardsdeviationsσs=s9sdays.sWhatsproportionsofspregnanciessla
stslesssthans259sdays?s-ssCORRECTsANSWERSSteps1:sFindsthesZ-Score.s(259-272)/9s=s-1.444
Steps2:sUsesthesZ-ScorestosfindsareasleftsofsZs=s-1.444
normalcdf(-1E99,s-1.444,s0,s1)
FindingsXsfromsz-scores-ssCORRECTsANSWERSinvNorm(Areastosthesleft,sμ,sσ)
Tosgetstosit:s2nd+Varss->s3:invNorm
MensasissansorganizationswhosesmembersspossesssIQssinsthestops2%sofsthespopulation.sIfsthesIQssaresnorm
allysdistributedswithsasmeansofs100sandsasstandardsdeviationsofs15,swhatsissthesminimumsIQsnecessarysforsa
dmission?s-ssCORRECTsANSWERSFirst:sFindsthesz-scoresthatscorrespondsstosthesgivensareasusingsinvNorm.
zs=sinvNorm(0.98,s0,s1)
xs=sμs+szs*sσs=s100s+s2.0537(15)
xs=s130.8
xs≈s131
meansofssamplingsdistributionsofsx̄s-ssCORRECTsANSWERSμx̄s=sμ
Thesmeansofsthessamplingsdistributionsissdenotedsbysμx̄sandsissequalstosthesmeansofsthespopulationsμ.
standardsdeviationsofssamplingsdistributionsofsx̄s-ssCORRECTsANSWERSσx̄s=sσ/√n
, Thesstandardsdeviationsofsthessamplingsdistributions(StandardsError)sissdenotedsbysσx̄sandsequalssthesstand
ardsdeviationsofsthespopulationsdividedsbysthessquaresrootsofsthessamplessize.
Samplingsdistributionsofsasskewedspopulations-
ssCORRECTsANSWERSifsaspopulationsissskewed,saslargerssamplessizesissnecessarysforsthessamplingsdistributi
onsofsx̄stosbesapproximatelysnormal.
ThesCentralsLimitsTheorems-
ssCORRECTsANSWERSThestheorysthat,sasssamplessizesincreases,sthesdistributionsofssamplesmeanssofssizesn,sr
andomlysselected,sapproachessasnormalsdistribution.
Inspractice,sassamplessizesofsn>30sissenough.
Example:sBasedsonsdatasfromsthesU.S.sCensus,sthesmeansagesofscollegesstudentssins2011swassμs=s25syears,s
withsasstandardsdeviationsofsσs=s9.5syears.sAssimplesrandomssamplesofs125sstudentssissdrawn.sWhatsissthesp
robabilitysthatsthessamplesmeansagesofsthesstudentssissgreatersthans26syears?s-
ssCORRECTsANSWERSSteps1:sConfirmsthesassumptions.s
n=135>30
Thus,swesmaysusesthesnormalscurve.
Steps2:sThen,scomputesμx̄sandsσx̄.
μx̄s=sμs=s25
σx̄s=s9.5/√125s=s0.85
normalcdf(lower,supper,sμx̄,sσx̄)
normalcdf(26,s1E99,s25,s0.85)s=s0.1197
Meansofsassamplingsdistributionsofsp̂ s-ssCORRECTsANSWERSμp̂ s=sp̂
Thesmeansofsthessamplingsdistributionsofsp̂ sissequalstosthespopulationsproportion
QUESTIONS WITH CORRECT
ANSWERS RATED A+ 2025/2026
SUREPASS!!
ProbabilitysDensitysCurves-
ssCORRECTsANSWERSthescurvesusedstosdescribesthesdistributionsofsascontinuoussrandomsvariable
NormalsCurves-ssCORRECTsANSWERSthesbell-
shapedscurvesthatsdescribessthesdistributionsofsmanysphysicalsandspsychologicalsattributes.sMostsscoressfal
lsnearsthesaverage,sandsfewersandsfewersscoressliesnearsthesextremes
Z-Scores-
ssCORRECTsANSWERSasmeasuresofshowsmanysstandardsdeviationssyousaresawaysfromsthesnorms(averagesor
smean)
Example:sAswomanswhosesheightsissx=67sinchessfromsasnormalspopulationswithsmeansμ=64sandsσ=3sinches
.s
WhatsissthesZ-score?s-ssCORRECTsANSWERSThesZ-scoresisszs=s(xs-sμ)/σs=s(67-64)/3s=s1
zsscoresformulas-ssCORRECTsANSWERSzs=s(xs-sμ)/σ
findingsthesareasundersthesnormalscurves-ssCORRECTsANSWERSnormalcdf(lower,supper,sμ,sσ)
Tosgetsit:s2nd+Vars->s2:snorm
Example:sFindsthesareastosthesleftsofszs=s1.26sinsasnormalscurves-ssCORRECTsANSWERSnormalcdf(-
1E99,s1.26,s0,s1)
,Example:sAsstudysreportedsthatstheslengthsofspregnancysfromsconceptionstosbirthsissapproximatelysnormall
ysdistributedswithsmeansμs=s272sdayssandsstandardsdeviationsσs=s9sdays.sWhatsproportionsofspregnanciessla
stslesssthans259sdays?s-ssCORRECTsANSWERSSteps1:sFindsthesZ-Score.s(259-272)/9s=s-1.444
Steps2:sUsesthesZ-ScorestosfindsareasleftsofsZs=s-1.444
normalcdf(-1E99,s-1.444,s0,s1)
FindingsXsfromsz-scores-ssCORRECTsANSWERSinvNorm(Areastosthesleft,sμ,sσ)
Tosgetstosit:s2nd+Varss->s3:invNorm
MensasissansorganizationswhosesmembersspossesssIQssinsthestops2%sofsthespopulation.sIfsthesIQssaresnorm
allysdistributedswithsasmeansofs100sandsasstandardsdeviationsofs15,swhatsissthesminimumsIQsnecessarysforsa
dmission?s-ssCORRECTsANSWERSFirst:sFindsthesz-scoresthatscorrespondsstosthesgivensareasusingsinvNorm.
zs=sinvNorm(0.98,s0,s1)
xs=sμs+szs*sσs=s100s+s2.0537(15)
xs=s130.8
xs≈s131
meansofssamplingsdistributionsofsx̄s-ssCORRECTsANSWERSμx̄s=sμ
Thesmeansofsthessamplingsdistributionsissdenotedsbysμx̄sandsissequalstosthesmeansofsthespopulationsμ.
standardsdeviationsofssamplingsdistributionsofsx̄s-ssCORRECTsANSWERSσx̄s=sσ/√n
, Thesstandardsdeviationsofsthessamplingsdistributions(StandardsError)sissdenotedsbysσx̄sandsequalssthesstand
ardsdeviationsofsthespopulationsdividedsbysthessquaresrootsofsthessamplessize.
Samplingsdistributionsofsasskewedspopulations-
ssCORRECTsANSWERSifsaspopulationsissskewed,saslargerssamplessizesissnecessarysforsthessamplingsdistributi
onsofsx̄stosbesapproximatelysnormal.
ThesCentralsLimitsTheorems-
ssCORRECTsANSWERSThestheorysthat,sasssamplessizesincreases,sthesdistributionsofssamplesmeanssofssizesn,sr
andomlysselected,sapproachessasnormalsdistribution.
Inspractice,sassamplessizesofsn>30sissenough.
Example:sBasedsonsdatasfromsthesU.S.sCensus,sthesmeansagesofscollegesstudentssins2011swassμs=s25syears,s
withsasstandardsdeviationsofsσs=s9.5syears.sAssimplesrandomssamplesofs125sstudentssissdrawn.sWhatsissthesp
robabilitysthatsthessamplesmeansagesofsthesstudentssissgreatersthans26syears?s-
ssCORRECTsANSWERSSteps1:sConfirmsthesassumptions.s
n=135>30
Thus,swesmaysusesthesnormalscurve.
Steps2:sThen,scomputesμx̄sandsσx̄.
μx̄s=sμs=s25
σx̄s=s9.5/√125s=s0.85
normalcdf(lower,supper,sμx̄,sσx̄)
normalcdf(26,s1E99,s25,s0.85)s=s0.1197
Meansofsassamplingsdistributionsofsp̂ s-ssCORRECTsANSWERSμp̂ s=sp̂
Thesmeansofsthessamplingsdistributionsofsp̂ sissequalstosthespopulationsproportion