decision trees exercise 2

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  • 8/4/2019 Decision Trees Exercise 2

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    InternationalHellenicUniversity

    ParaskevopoulosKonstantinos

    1

    E x e r c i s e DecisionTrees

    2InthisExerciseBuildaDecisionTreeDecisionnodesEventnodesEndnodesCalculateexpectedvalues

    Duration:60minutes

    DecisionScenarioMr.KeramidastheVicePresidentofNiceCeramicsA.E.callsyouinhisofficetogiveyousomeextra

    informationaboutthedecisionscenarioyouwereworkingwithinExercise1.

    HereportsthatNiceCeramicsBusinessAnalysisdepartmenthaslearnedsomemoreinformationthat

    mayaltertheanalysisreportthatyoumadeinExercise1.Mr.Keramidastellsyouthattheproposed

    Supertileproductmustfirstpasssometeststotakesome ISOcertificationforeitherresidentialor

    commercial use, before it can be sold in the market whereas those tests are not necessary for

    Saviortileproduct.Mr.KeramidasdescribesyouhowISOcertificationprocessworks:

    The rules for obtaining the commercial usage ISO certification are very strict, so thelikelihoodofobtainingthatcertification isonly30%.However ifcommercialcertification is

    obtained,thiswillresultin900.000asexpectedoriginally.

    Obtainingan ISOcertificationforresidentialusageoftheproduct is lessstrict,thus is60%likelytoobtain.Theexpectedsalesareconsiderablylowerastheestimatepredictsnomore

    than300.000sales.

    There isalsoasmallchanceof10%that thesmokedetectorwillnotpassanycertificationtest, so the result will be a total failure and NiceCeramics will lose the initial 90.000

    investmentcost.

    The company that will supply the product with the certification charges a 6.000 nonrefundablefeefortheprocedure.

    YouhavetomakeanewreporttoMr.Keramidasbearinginmindallthatnew information. Todo

    thatyouneedtoalteryourinitialdecisiontreealittlebitandthentoreevaluateitsoitwillreflect

    allthisnewinformation.

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    DecisionTrees

    SolutionusingDETRETUsoftwareAddasequentialdecisionOpen

    the

    file

    where

    you

    saved

    the

    decision

    tree

    of

    Exercise

    1.

    The

    event

    node

    for

    the

    successful

    developmentofSaviortileproductandtheNeithernodewillremainunchanged. Whatwillneedto

    change istheeventnodeforthesuccessfuldevelopmentofSupertile,as itcannow leadtoanew

    decision node followed by some event nodes to depict all the procedure of obtaining the ISO

    certification. Do the following steps in DETRETU to change the decision tree due to the new

    information:

    1. Clickonthetrianglesymbol attherightsideofthenodeSuccessoftheproductSupertile.ThiswillopenthedialogframeInsertNewBranch.

    InternationalHellenicUniversity 2

    whichisnowtransformedintoaDecisionNodeasshowninFigure1.

    NotethatSuccessnodenowoffersnorevenuetothecompanysothevalue900.000shouldbe

    replacedby0.

    . ChangethenameofthetopnewnodetoTestsandthebottomnewnodetoNoTests.

    . Typethevalue 6000atnodeTestsasthisisthepricethatNiceCeramicshastopaytoproceedwiththecertificationtests.YourtreeshouldnowlookliketheoneshowninFigure2.

    2. Select the graphicDecisionNode and clickOK. Two new nodes will be inserted after the endnodeSuccess

    Figure1

    3

    4

    ParaskevopoulosKonstantinos

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    DecisionTrees

    InternationalHellenicUniversity 3

    5. Clic onthetrianglesymbollocatedattherightsideofnodeTestssotheframedialogInsertNewBranchopens.

    6. InInsertNewBranchdialog,selectthegraphicEventNodeandclickOK.Twonewnodeswillbeinserted after the end nodeTests which is now transformed into anEventNode as shown in

    Figure3.

    7. Changethenameofthetopnewnodeto (CommercialISOcertificate)andthenameofthe ottomnewnodetoResISO(ResidentialISOcertificate).

    wnodetoNoISO.ThealteredSuccessbranchafterthecompletionofthisstepshouldlookliketheoneshowninFigure4.

    Figure2

    k

    Figure3

    ComISOb

    8. Clickonthecirclesymbol attherightofTestsnodeto insertanewEventnode.Changethenameofthisne

    ParaskevopoulosKonstantinos

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    NoISOtype10(for10%chance).

    10. Insert thevalue900000 inCom ISO node as thosewillbe thesales ifCommercialcertificationsucceeds.InnodeResidentialISO,insertthevalue300000asthosewillbethesalesifresidential

    certificationsucceeds.YourDecisionTreeshouldnowlookliketheoneshowninFigure6.

    This asshown inFigure6,offersagoodexampleofsequentialdecision.Therootdecision

    leadstoatleastotherdecisiononsomebranchpath.Theseconddecisionleadstofurtherevent

    Figure49. ChangethechancesofeachoneoftheoutcomenodesofnodeTests. InCom ISO,type30(for

    30%chance),inResISOtype60(for60%chance)andfornode

    TheTestsbranchshouldnowlooklikethefollowingFigure5.

    tree

    Figure5

    nodes.Youcanaddmoredecisionnodestorepresenthowtheymustoccurintimeonabranch

    path.Adecisiontreeiscapabletokeeptrackofmanysequentialdecisions.

    ParaskevopoulosKonstantinos

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    DecisionTrees

    InternationalHellenicUniversity

    ParaskevopoulosKonstantinos

    Figure6

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    SolvethetreeAfter completing all the above steps your decision tree now depicts the new information Mr.

    Keramidasgaveyouaboutthetwoprojects.Nowitstimetosolvethetreeandmakethefinalreport

    thatyouwillgivetohim.Dothefollowingsteps.

    InDETETRUClickmenuTree>Solve.ThesolvedtreeasresultsinDETRETUisshowninFigure7.

    ThetreeissolvedusingallthestepsdescribedinExercise1.TheSaviortilehasbecomenowthebest

    choiceforNiceCeramics.Thenewinformationenteredinthetree,dramaticallyreducestheEMVfor

    Supertile.ThemainreasonforthelowerEMVisdescribedbelow.

    Obtainingarevenueofabout900.000 isstillpossiblewithacommercial ISOcertification,butthis

    outcome has a low chance to come true (only 30%). A smaller revenue of 300.000 with a 60%

    chance isstillpossiblewitharesidential ISOcertification,butthis isnotgoodenoughtooffsetthe

    resulting lower EMV at this node. Since you must use this EMV as the input for the development

    outcomechancenodetheoverallEMVofSupertilefallsbelowthatofSaviortile.

    Figure7

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    DecisionTrees

    InternationalHellenicUniversity

    ParaskevopoulosKonstantinos

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    ereducedEMVofSupertile istherelativelymodestprobabilityofobtaining

    the optimal commercial ISO certification. This lowered probability multiplied by the anticipated

    revenuesignificantly lowerstheoverallEMV forthatbranch.Even if theprobabilityofobtaininga

    commercial ISO certification is increased to 50% the resulting EMV is still less than that for the

    Saviortile.

    YoucansummarizeyoureporttoMr.Keramidasasfollows.

    TheSupertileproductisnowsignificantlymoreriskyasgreateruncertaintyexists. TheSupertileproductprofitsareless,especiallyinthecaseofnotobtainingacommercialISO

    certification.

    This combination of greater risk potentially fewer profits, significantly reduces theattractivenessoftheSupertileproduct.

    Themainreasonforth