Probability On GMAT.docx

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Probability On GMAT.docx

ProbabilityOnGMAT

ProbabilityandGMAT

ThisisabriefcoursetogetyoupreparedtocrackprobabilityquestionsonGMAT.

Introduction

HowprobableisittogetprobabilityquestionsonGMAT?

Probabilityquestionsarebecomingincreasinglycommon.Theytendtobebundledamongthedifficultquestions,sohighscorerswillcommonlyencounter1,2,or3ofthem.Ifyouarealowscorerandarepressedfortime,considerskippingmostofthematerialpast"SimpleProbability."GMATisacomputer-adaptivetest,andlowscorersaren'tlikelytoencounterthemostdifficultprobabilityquestiontypes.

DoIhavetobeageniustosolveprobabilityquestions?

Absolutelynot.BoththisbriefcourseandGMATdonotrequireanymathknowledgebeyondwhatyoulearnedinyourhighschool.Youhavenottobeageniuseither.Justbesuretotrysolvingtheproblemsandgetagripofthesolutiontools,andyou'llcrackit.Totellyouthesecret,themythofthecomplexityoftheprobabilitytheoryissimplyanotherwaytosecurethemathinstructors'wages.

Whatisprobability?

Probabilityisameasureofhowlikelyisaneventtohappen.Itismeasuredinfractionsfrom0to1(0isimpossible,1isunavoidableorcertain).Sometimesitisdenotedinpercentages,againfrom0%to100%.

Whatareaneventandanoutcome?

Eventisanythingthathappens.Inprobabilitytheorywespeakofeventshavingoutcomesorresults.Acoinflip(anevent)hastwopossibleoutcomes—headsandtails.Adietosshassixpossibleoutcomes.Whenacoinisflipped(aneventistested),oneoftheoutcomesisobtained.Eitherheadsortails.

Howisprobabilityused?

Aprobabilityiscommonlydenotedasp(SomeEvent).So,p(Heads)=50%meansthatyouhave1chancein2togetheadsinacoinflip.Thisalsomeansthatifyouflipthecoin100times,you'llgetabout50heads.Butnotexactly50.Youmayget49,or63,orevennoheads.Butyou'remostlikelytogetsuchanumberofheadsthatwillbecloseto50.Thisworksforanyprobability.So,iftheprobabilityofgettingmarriedaftergoingtothecinemais3%,outof1,000moviesyou'llbemarriedabout1,000*3%=30times.Maybe26or34,buttheaverageexpectationis30.That'swhatyouuseprobabilityfor,apartfromcrackingGMAT.

A.SimpleProbability:

TheF/TRule

Ingeneral,theprobabilityofaneventisthenumberoffavorableoutcomesdividedbythetotalnumberofpossibleoutcomes.ThisisknownastheF/TRule,and90%oftheproblemsaresolvedwiththistool.Nokidding.

Probability = (# of favorable outcomes) / (# of possible outcomes) 

Example1

Whatistheprobabilitythatacarddrawnatrandomfromadeckofcardswillbeanace?

Solution

Inthiscasetherearefourfavorableoutcomes:

1.theaceofspades,

2.theaceofhearts,

3.theaceofdiamonds,

4.theaceofclubs.

Sinceeachofthe52cardsinthedeckrepresentsapossibleoutcome,thereare52possibleoutcomes.Therefore,theprobabilityis4/52or1/13.Thesameprinciplecanbeappliedtotheproblemofdeterminingtheprobabilityofobtainingdifferenttotalsfromapairofdice.

Example2

Twofairsix-sideddicearerolled;whatistheprobabilityofhaving5asthesumofthenumbers?

Solution

Thereare36possibleoutcomeswhenapairofdiceisthrown(sixoutcomesforthefirstdietimessixoutcomesforthesecondone).Sincefouroftheoutcomeshaveatotalof5[(1,4),(4,1),(2,3),(3,2)],theprobabilityofthetwodiceaddingupto5is4/36=1/9.

Example3

Twosix-sideddicearerolled;whatistheprobabilityofhaving12asthesumofthenumbers?

Solution

Wealreadyknowthetotalnumberofpossibleoutcomesis36,andsincethereisonlyoneoutcomethatsumsto12,(6,6—youneedtorolldoublesix),theprobabilityissimply1/36.

Dinosaurexample

Ablondegirl(G.W.Bush,yourboss,orwhoeveryoulovetooheartily)wasaskedoncewhatistheprobabilityofmeetingadinosaurinthestreet.Theanswerwas:

"50%.Ieithermeetitornot."ThisishowyouDON'TusetheF/Trule.Whencountingtheoutcomes,makesurethat:

∙allofthemareequallylikelytohappen

∙youhavenotleftoutanypossibilitieswhencountingT

∙(quote)FandTareinthesamecurrency,i.e.ifFiscombinationsandTispermutations,you'llgetanerror.

Congratulations!

Nowyou'vecomethroughtheeasypart.Ifyou'refinewithmoderateGMATandamodestschoolinWestVirginiaorNevadadesert,youmayproudlyandhappilyabandonthiscourserighthere.

NOTE:

Thematerialfromhereonthroughtheendofthesectionisdenseandintendedonlyformediumtohighscorers.BecauseGMATisaCAT(computer-adaptivetest),itisrelativelyunlikelythatlowerscorerswillencounterthesequestions,and,iftheyareshortoftime,theyarebetteroffputtingtheirtimeintoothersections.

B.ProbabilityofMultipleEvents

Forquestionsinvolvingsingleevents,theF/Truleissufficient.Infact,itisoftensufficientforallothercasestoo.But,forquestionsinvolvingmultipleevents,someothertoolsmaybemoreappropriate.EvenwhentheproblemcanbesolvedwithF/T,thesetoolsstillmayprovideamoreelegantsolution.Here'rethetools:

NOTtool

Ifyouknowthattheprobabilityofanevent(oroneoftheoutcomes)isp,theprobabilityofthiseventNOThappening(ortheprobabilityofitNOThavingthisgivenoutcome),is(1-p).

p(not A) + p(A) = 1

ANDtool

Iftwo(ormore)independenteventsareoccurring,andyouknowtheprobabilityofeach,theprobabilityofBOTH(orALL)ofthemoccurringtogether(eventAandeventBandeventCetc)isamultiplicationoftheirprobabilities.

p(A and B) = p(A) * p(B)

p(A and B and C ... and Z) = p(A) * p(B) * p(C) * ... * p(Z)

SupposeIwillonlybehappytodayifIgetanemailandwinthelottery.I'vea90%chancetogetanemailand0.1%chancetowinthelottery.Whataremychancesforhappiness?

Sinceemailandlotteryareindependent(gettinganemaildoesn'tchangemylotterychances,andviceversa),wecanusetheANDtool:

p(emailandlottery)=p(email)*p(lottery)=90%*0.1%=0.09%;SoIhave9chancesin10,000...Notbad.

ORtool

Iftwo(ormore)incompatibleeventsareoccurring,theprobabilityofEITHERofthemoccurring(eventAoreventBoreventCetc)isasumoftheirprobabilities.

p(A or B) = p(A) + p(B)

p(A or B or C ... or Z) = p(A) + p(B) + ... + p(Z)

Incompatiblemeansthattheycan'thappentogether,i.e.p(AandB)=0.Incaseoftwocompatibleevents,theORtoollooksabitmorecomplicated:

p(A or B) = p(A) + p(B) - p(A and B)

IfweknowthatAandBareindependent,wecanapplyANDtooltorewrite:

p(A or B) = p(A) + p(B) - p(A) * p(B)

SupposeIwillnowbehappyinbothcases-eithergettinganemailorwinningthelottery.Whataremychancestohappinessnow?

p(emailorlottery)=p(email)+p(lottery)-p(email)*p(lottery)=90%+0.1%-0.09%=90.01%;Mychancesare9,001in10,000now.I'dratherchoosethisone.

Expressions/Bracketstool

Whenyou'rebeingaskedforsomethingcomplex,tryreducingittoeventsandoutcomes,andwritingaformula.Usebracketstodenotecomplexevents,suchas(AandB),or(Aand(BorC)),etc.ItiscommontouseANDasifitismultiplicationandORasifitisadditionintheorderpreference,i.e.(AandBorC)=((AandB)orC),but(Aand(BorC))<>(AandBorC).Whenyoufigureouttheformula,it'llbeeasytoreduceittosimplearithmeticoperationsbyusingNOT,AND,andORtools.

Eliminationtricks

Giventhat0<=p(A)<=1,yougetthefollowingrules:

1.p(AandB)<=p(A)

2.p(AorB)>=p(A)

3.p(AandB)<=p(AorB)

Thinkingoftheserulesisoftenanexcellentstrategyforeliminatingcertainanswerchoices.

Example4

Ifafaircoinistossedtwice,whatistheprobabilitythatonthefirsttossthecoinlandsheadsandonthesecondtossthecoinlandstails?

1.1/6

2.1/3

3.1/4

4.1/2

5.1

Solution

SupposefirsttossisA,secondisB.Weknowthatp(A_heads)=50%andthatp(B_tails)=50%.Also,AandBareindependent.So,p(A_headsandB_tails)=p(A_heads)*p(B_tails)=50%*50%=25%=1/4.AnswerisC.

Example5

Ifafaircoinistossedtwicewhatistheprobabilitythatitwilllandeitherheadsbothtimesortailsbothtimes?

1.1/8

2.1/6

3.1/4

4.1/2

5.1

Solution

LetfirsttossbeA,secondB.

p(Ah) = p(At) = p(Bh) = p(Bt) = 1/2

p(Ah and Bh) = p(Ah) * p(Bh) = 1/4

p(At and Bt) = p(At) * p(Bt) = 1/4

p((Ah and Bh) or (At and Bt)) = p(Ah and Bh) + p(At and Bt) = 1/4 + 1/4 = 1/2

NotethatANDruleworksbecauseAandBareindependent,andORruleworksbecause(AhandBh)and(AtandBt)areincompatible.

Alternatively,youmayuseF/Truletosolvethis.Enumerateoutcomesas(HH,HT,TH,TT).FavorableareHHandTT.So,p=2/4=1/2.AlthoughinthiscaseF/Truleworksmoregracefully,theAND/ORapproachisstillhelpful-youcanlearnitonsucheasyexamplesasthistoprepareforthemoredifficultones.

Example6

Abowmanhitshistargetin1/2ofhisshots.Whatistheprobabilityofhimmissingthetargetatleastonceinthreeshots?

Solution

Anoptimalwaytosolvethisistothinkthat(missingthetargetatleastonce)=1–(hittingiteverytime).So,p(hittingiteverytime)=p(shot1_hitandshot2_hitandshot3_hit)=p(shot1_hit)*p(shot2_hit)*p(shot3_hit)=1/2*1/2*1/2=1/8;p(missingatleastonce)=1–p(hittingiteverytime)=1–1/8=7/8.

Alternatively,usetheF/Trule.TheTareHHH,HHM,HMH,HMM,MHH,MHM,MMH,MMM.T=8.TheFareHHM,HMH,H

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