AnIntroductiontoSixSigma.pptx
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AnIntroductiontoSixSigmaZHongHongLiuTolearnthesystematicapproachtoSixSigmaproblemsolvingMbeforeAbeforeIbeforeCTounderstandsomeM.A.I.C.toolkitTounderstandhowyouwillbeaffectedbySixSigmamethodologyTrainingObjectiveDefineMeasure,Analyze,ImproveandControlDefineKPIVandKPOVExplainhowprocessoutputsareafunctionoftheinputsExplainthevalueofmeasurementTrainingObjectiveWhyImplementSixSigmaNow?
“NothingNew”MostofthetoolshavebeenaroundfordecadesNeglectedduetodifficultyanddisciplineBUTWorldwidecompetitionMakesneglectdangerousComputingresourcesMakesapplicationpossible99%GoodisNotGoodEnough5,000incorrectsurgicalprocedureseachweek20,000lostarticlesofmaileachhourNoelectricityforalmost7hourseachmonthUnsafedrinkingwaterforalmost15minuteseachdayWhereDoesIndustryStand?
7SigmaScaleofMeasure1,000,000100,00010,0001,000100101PPMRestaurantBillsDoctorPrescriptionWritingPayrollProcessingOrderWrite-upJournalVouchersWireTransfersAirlineBaggageHandlingPurchasedMaterialLotRejectRateDomesticAirlineFlightFatalityRate(0.43PPM)Best-in-ClassAverageCompany345621IRS-TaxAdvice(phone-in)(140,000PPM)HowDoesSixSigmaMaketheDifference?
lVisionlPhilosophylVehiclefor:
CustomerfocusBreakthroughimprovementContinuousimprovementPeopleinvolvementlAggressivegoallMetric(standardofmeasurement)lMethodSixSigmaVisionTheVisionofSixSigmaistodelightcustomersbydeliveringworld-classqualityproductsthroughtheachievementofSixSigmalevelsofperformanceineverythingwedo.SixSigmaPhilosophyThePhilosophyofSixSigmaistoapplyastructured,systematicapproachtoachievebreakthroughimprovementacrossallareasofourbusiness.WhatstheStrategy?
KnowwhatsimportanttotheCustomer(CTQs)ReducedefectsCenteraroundtargetReduceVariationSixSigmaGoalReduceDefectRateImproveProductYieldImproveCustomerSatisfactionIncreaseProductProfitWhatproblemweshouldfocuson?
HighDefectRateLowProductYieldLongCycletimeHighDowntimeHighMaintenanceCostBottleneckStepPoorProcessCapabilityUnsatisfactoryBreakthroughStrategySEAGATECONFIDENTIALFilenameAuthorDateRevision#Slide#DeployOverview.pptMarch27,2000113SixSigma-SixSigmaEnablesBreakthroughLevelImprovement!
12345Theproblemwithcontinuousimprovementsastheonlygoal,OrganizationseesimprovementBUTlosesthegame.TimeinYearsStandardApproachesCurrentToolsKaizenLeanManufacturingRe-engineeringTypicalTQMImprovementBreakthroughStrategy-Trained&DedicatedIndividuals-AnalyticalExpertise-70%ImprovementperProjectSixSigmaQualityBreakthroughTimeRejectRateSpecialVariationHistoricalLevel(0)OptimumLevel
(1)NaturalVariationunder0NaturalVariationunder1(30)(31)Sigmaisastatisticalunitofmeasurethatreflectsprocesscapability.Thesigmascaleofmeasureisperfectlycorrelatedtosuchcharacteristicsasdefects-per-unit,parts-per-milliondefective,andtheprobabilityofafailure/error.2308,537366,80746,210523363.4PPMProcessCapabilityDefectsperMillionOpp.SixSigma-AggressiveGoal3Sigma6Sigma5Sigma4Sigma93.32%99.379%99.9767%99.99966%HistoricalCurrentIntermediateLong-RunSigmaLong-TermYieldStandardSixSigma-PerformanceTargetWhatdoesa6sigmaprocesslookslike?
mmAverageDeviationfromMean1ssTUSLp(d)p(d)123456sThisisaSixSigmaProcess99.99966%Good(6Sigma)20,000lostarticlesofmailperhourUnsafedrinkingwaterforalmost15minuteseachday5,000incorrectsurgicaloperationsperweekTwoshortorlonglandingsatmostmajorairportseachday200,000wrongdrugprescriptionseachyearNoelectricityforalmostsevenhourseachmonthSevenarticleslostperhourOneunsafeminuteeverysevenmonths1.7incorrectoperationsperweekOneshortorlonglandingeveryfiveyears68wrongprescriptionsperyearOnehourwithoutelectricityevery34years99%Good(3.8Sigma)SixSigma-PracticalMeaningCustomerFocus:
AModelForSuccessTechnologyCapabilityOrganizationPeopleProcessesBusinesssurvivalisdependentuponhowwellwesatisfyourcustomersCustomersatisfactionisafunctionofquality,price,anddeliveryQuality,cost,andpromptdeliveryaredependentuponcapabilitytManagementisresponsibletohelpdrivethetotalemployeepopulationtoahigherlevelofproblemsolvingproficiencytIdentifiestheirbestcandidatesforBlackBeltappointmenttDemonstrateshighenthusiasmtokeepSixSigmamovingforwardtProvidestheleadatgettingGreenBelts(includingthemselves)identifiedandthroughtrainingtAskstherightquestionstoallemployeestoassurethedisciplineofSixSigmaanditstoolkitareproperlyandfullyexploitedtDrivesthebroaduseofSixSigmamethodsandtools,includingFMEA,DOE,SPC,etctOwnsdaytoday&careermanagementoftheBlackBelt,includingappropriateplacementwhenBlackBeltsassignmentconcludesSixSigmaSystem-Management4.Control3.Improve2.Analyze1.MeasureSixSigmaBasicPrincipleOptimizeProcessDataStudyPromoteSystemControlDataCollectionTheImprovementStrategy(MAIC)Focus_VitalFewxiYYYYYx1,x2,.xnx1,x2,.xnVitalFewxiVitalFewxiVitalFewxiVitalFewxiPhase_MeasureAnalyzeImproveControl678678678678678678678678SelectProductorProcessKeyCharacteristic(s);e.g.,CustomerYDefinePerformanceStandardsForYValidateMeasurementSystemforYEstablishProcessCapabilityofCreatingYDefineImprovementObjectivesForYIdentifyVariationSourcesInYScreenPotentialCausesForChangeInY&IdentifyVitalFewxiDiscoverVariableRelationshipsBetweenVitalFewxiEstablishOperatingTolerancesOnVitalFewxiValidateMeasurementSystemForxiDetermineAbilityToControlVitalFewxiImplementProcessControlSystemOnVitalFewxiSIXSIGMAMETHODSGENERATEDATA-BASEDDECISIONS*WhatToDoWiththeVitalFew.ProcessKPIVKPIVKPIVKPOVCTQVitalFew“Correct”(In-Spec)Defect-Free!
KPIVControlControlControl-InputsNote:
StatisticallyprovenrelationshipsbetweenInputsandOutputsManagetheINPUTSandgoodOUTPUTSwillfollowManufacturingVariationCausesAHiddenFactoryIncreasedCost-LostCapacityTheprocessmaprevealsthishiddenfactoryYieldAfterInspectionorTestEachdefectmustbedetected,repairedandplacedbackintheprocess.Eachdefectcoststimeandmoney.ScrapReworkHiddenFactoryNOTOKOperationInputsInspectFirstTimeYieldOKWastedTimeWastedMoneyWastedResourcesWastedFloorspace90%CustomerQualityDefectsandtheHiddenFactoryRolledThroughputYield66%90%.whynot?
Scrap90%CustomerQualityReworkHiddenFactoryNOTOKYieldAfterInspectionorTestOperationInputsInspectFirstTimeYield=OKProcessABC90%Yield90%Yield90%YieldRolledYield81%73%90%YieldFinalTestD66%Using“finaltest(orfirsttime)yield”ignoresthehiddenfactory.Finaltestperformanceisafunctionofinspection&testnotactualdefectdata.RolledThroughputYield(RTY)includesthehiddenfactory,reworkaswellasscrap.Itlooksatoutputwithzerodefects.Rolled-ThroughputYieldClassicalFirst-TimeYieldIfwearesogoodatX,whydoweconstantlytestandinspectY?
IYIDependentIOutputIEffectISymptomIMonitorIX1.XNIIndependentIInput-ProcessICauseIProblemIControlTogetresults,shouldwefocusourbehaviorontheYorX?
f(X)Y=FocusonXratherthanY,asdonehistoricallyTheFocusofSixSigmaKPIVKPOV*NarrowtheScopeofInputVariables-IDLeveragedKPIVsOptimizedProcess30-5010-154-8KeyProcessInputVariables(KPIVs)8-10KPIVsCriticalKPIVs3-6KeyLeverageKPIVsInputsVariablesProcessMapMulti-VariStudies,CorrelationsScreeningDOEsDOEs,RSMC&EMatrixandFMEAGageR&R,CapabilityT-Test,ANOM,ANOVAQualitySystemsSPC,ControlPlansMeasureAnalyzeImproveControlDataDrivenAnalysis1.Weonlyuseexperience,notdata2.Wecollectdata,butjustlookatthenumbers3.Wegroupthedatasoastoformchartsandgraphs4.Weusecensusdatawithdescriptivestatistics5.Weusesampledatawithdescriptivestatistics6.WeusesampledatawithinferentialstatisticsLevelsofAnalysis:
Whatlevelareyouat?
TheFoundationoftheSixSigmaToolsGoalDataisusedtoclassify,describe,improve,control*SixSigmaTermsandDefinitions1.CustomeranyOnewhoreceivesaproduct,serviceorinformationfromanoperationorprocess.ThetermisfrequentlyusedtodescribeExternalcustomers-thosewhopurchasethemanufacturedproductsorserviceswhicharethebasisfortheexistenceofthebusiness.However,Internalcustomers,alsoimportant,areinternalGELpersonswhoreceivetheintermediateorinternalproductsorservicesfrominternalSuppliers.2.CTQCriticaltoQualityCharacteristic-acharacteristicofaproduct,serviceorinformationwhichisimportanttothecustomer.CTQsmustbemeasurableineitheracontinuousscalemanner(I.e.3.00mg,etc.)ordescriptivemanner(correct/incorrect,etc.)SixSigmaTermsandDefinitions(contd)3.OpportunityAneventwhichgeneratesanoutput(product,serviceorinformation).4.UnitAdiscreteitem(lamp,invoice,etc.)whichpossessesoneormoreCTQ(Note:
UnitsmustbeconsideredwithregardwiththespecificCTQ(s)ofconcernbyacustomerand/orforaspecificprocess)5.DefectAnoutputofanopportunitywhichdoesnotmeetadefinedspecification;ORAfailuretomeetanimposedrequirementonasinglequalitycharacteristicorasingleinstanceofnon-conformancetothespecification6.DPUDefectsperUnit-thenumberofdefectscounted,dividedbythenumberofproductsorcharacteristics(units)produced.SixSigmaTermsandDefinitions(contd)7.DPMODefectsperMillionOpportunities-thenumberofdefectscounted,dividedbytheactualnumberofopportunitiestogeneratethatdefect,multipliedbyonemillion.8.COPQCostofPoorQuality-thecostincurredfromgeneratingadefectORCostwhichwouldbeavoidedif,ratherthanaDefect,theOpportunityyieldedasuccess.9.KPIVKeyProcessINPUTVariable-anindependentmaterialorelement,withdescriptivecharacteristic(s),whichiseitheranobject(goinginto)oraparameterofaprocess(step)andwhich