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10
DeterminingHowCostsBehave
TRANSITIONNOTES
Thefive-stepdecisionmodelisappliedinthischaptertoevaluatechangesincostsandhowtheseaffectthechosencostdrivers.Thereisagreaterdiscussionofmanagerialdecision-makingusingquantitativeanalysis.Theappendixonregressionanalysishasbeenexpanded.AdditionalmaterialrelatingtoABC/ABMisincluded.Severalnewproblemsareintroducedintheendofchaptermaterialandmanyhavebeenrevised.
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I.LEARNINGOBJECTIVES
1.Explainthetwoassumptionsfrequentlyusedincost-behaviorestimation
2.Describelinearcostfunctionsandthreecommonwaysinwhichtheybehave
3.Understandvariousmethodsofcostestimation
4.Outlinesixstepsinestimatingacostfunctionusingquantitativeanalysis
5.Describethreecriteriausedtoevaluateandchoosecostdrivers
6.Explainandgiveexamplesofnonlinearcostfunctions
7.Distinguishthecumulativeaverage-timelearningmodelfromtheincrementalunit-timelearningmodel
8.Beawareofdataproblemsencounteredinestimatingcostfunctions
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II.CHAPTERSYNOPSIS
Chapter3discussedcost-volume-profitanalysisandtherelationshipamongcosts,profits,andactivitylevels.Thischapterpresentsconceptsandmethodsthatcanbeutilizedtoanalyzemixedcostsandtobreakthemintoseparatefixedandvariablecomponents.Managersusecostfunctionstogainabetterunderstandingofcostbehavior.Costfunctionsaremathematicalformulasthatdescribehowcostsbehaverelativetochangesinactivitylevels.Twokeyassumptionsoftenmadebymanagersusingcostfunctionsare:
•
•
Changesinactivitylevelsexplainchangesintotalcosts.
Costbehaviorintherelevantrangecanbeestimatedwithalinearfunction.
Thechapteralsopresentsalternativecostfunctionsthatdonotrelyonthesetwoassumptions.RegressionanalysisisdiscussedingreaterdetailintheAppendix.
III.POINTSOFEMPHASIS
1.Makecertainthestudentsunderstandtheassumptionsincostbehaviorlimitations.Thesearelimitingassumptionsandmustbetakenintoaccount.
2.Emphasizethattheequationforacostfunction,y=a+bX,istheuniversal;itappliesforallmethodsofcostestimation.Alsomakesurethestudentsknowthemathematicalnames,aswellasthecostaccountingnamesforeachelementintheequation.
3.Makesurethatthestudentsunderstandthatfixed,variable,andmixedaredescriptionsofcostbehaviorsandthattheyunderstandtheirbehavioronaper-unitbasisaswellastotal.
4.Asaccountants,wenaturallyhaveapreferenceforquantitativemethodsofestimatingacostfunction.Emphasizethathigh-lowissimple,butthatcomputershavemaderegressionaccessibletoeveryone.Theydonotneedtounderstandhowtocomputearegressionequation,buttheyshouldbeabletointerprettheresults.
5.Itisnotsoimportanttogetintothemathematicaldetailsofthelearningcurve,butbesurethestudentsunderstandtherealityandapplicationoflearningcurves.
6.Helpthestudentsrealizethatdatadoesnotalwayscometotheminneatpackagesasshowninthetext,butemphasizedatacollectionproblems.
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IV.CHAPTEROUTLINE
1
Explainthetwoassumptionsfrequentlyusedincost-
behaviorestimation
...costfunctionsarelinearandhaveasinglecostdriver
1.1Understandinghowcostsbehaveisavaluabletechnicalskill.Amanagementaccountantmustbeabletoidentifycostdrivers,estimatecostrelationships,anddeterminethefixedandvariablecomponentsofcosts.Inordertoeffectivelydothis,themanagementaccountantmusthaveanunderstandingoftheoperationsofthebusiness,beavitalmemberofthemanagementteam,andbeabletoconveyhis/herfindings.
1.2Acostfunctionisamathematicaldescriptionofhowacostchangeswithchangesinthelevelofanactivityrelatingtothatcost.
1.3Managersoftenestimatecostfunctionsbasedontwoassumptions:
•Variationsinthelevelofasingleactivity(costdriver)explainthevariationsintherelatedtotalcosts.
•Costsbehaveinalinearmannerwithintherelevantrangeofactivity.Alinearcostfunctionisrepresentedbyastraightline.
TEACHINGPOINT.Theseassumptionsmaynotalwaysbefulfilled.However,inmanyinstances,theymeetthecriteriacloselyenoughtoallowforusefulanalysis.
1.4Theformulaforacostfunctionisy=a+bX.Thesecomponentswillbediscussedasweprogressthroughthechapter.
2
Describelinearcostfunctions
...graphofcostfunctionisastraightline
andthreecommonwaysinwhichtheybehave
...variable,fixed,andmixed
2.1Costsusuallybehaveinoneofthreecommonlyencounteredmanners.Theycanbevariable,fixed,orsemivariable.
2.2Avariablecostfunctionrepresentsacostthatincreasesintotalasthelevelof
128
thecostdriverincreases.Theamountbywhichthecostincreasesasthecostdriverincreasesbyoneistheslopecoefficient,representedby“b”intheequationforacostfunction.
2.3Afixedcostfunctionisoneinwhichthecostdoesnotchangeinresponsetochangesinthelevelofactivity.Itisreferredtoastheconstant,andisrepresentedby“a”intheequation.
2.4Amixedcostfunctionrepresentsacostthathasbothvariableandfixedcomponents.Thisisalsoknownasasemivariablecost.
(Exhibit10-1displaysexamplesoflinearcostfunctions.)
TEACHINGPOINT.Itisgoodtoillustratethethreeconceptsatthispoint.Agoodexamplemaybethesituationofrentingacar.Intheory,thecarrentalagencycanpresentthreeoptions:(1)Aflatrateperday,suchas$50.Therentalcostwillbefixedat$50,regardlessofmilesdriven.(2)Apermilerate,suchas$1.00foreachmiledriven.Therentalcostwillbevariablebasedonthenumberofmilesdriven.(3)Amixedrate,suchas$25perdayplus$.50permiledriven.Therentalcostwillbeafixed$25adayplusanincreasingamountforeachmiledriven.
2.5FromChapter2,therearethreecriteriaforclassifyingacostintoitsfixedandvariablecomponents.Itwillbehelpfultoreviewthesethreeconceptsatthispoint.
•ChoiceofCostObject.Dependingonthechoiceofthecostobjectagivencostmaybefixedorvariable.
•TimeHorizon.Whetheracostisfixedorvariableforaparticular
activitymaydependonthetimehorizonbeingconsideredinthedecision.Thelongerthetimeframe,themorecostsbecomevariable.
•RelevantRange.Costbehaviorpatternsarevalidforlinearcostfunctionsonlywithinthegivenrelevantrange.Outsidethisrange,cost
behaviorpatternschangecausingthecoststobecomenonlinear.(Exhibit10-2illustrateslinearitywithinarelevantrange.)
RefertoQuizQuestion1Exercises10-17,10-18and10-19
129
3
Understandvariousmethodsofcostestimation
...forexample,theregressionanalysismethod
determinesthelinethatbestfitspastdata
3.1Managersusecostestimationtomeasurearelationshipbasedondatafrompastcostsandtherelatedlevelofanactivity.
3.2Estimatingthesepastcostfunctionscanhelpmanagersmakemoreaccuratecostpredictionsaboutfuturecosts.
3.3Criticaltothisprocessiscorrectlyidentifyingthefactorsthataffectcosts.Managers,then,arelookingforacause-and-effectrelationshipbetweenthecostsincurredandthelevelofactivity.Werefertothisactivitymeasureasacostdriver.
3.4Thecause-and-effectrelationshipmayariseasaresultof:
•Aphysicalrelationshipbetweenthelevelofactivityandcosts.Thereisaphysicalrelationshipbetweendirectmaterialsandthenumberofunitsproduced.
•Acontractualarrangement.Forexample,inacarrentalcontractthatchargesbythemile,milesdrivenisspecifiedinthecontractastheactivitythataffectstherentalcost.
•Knowledgeofoperations.Aproductwithmanypartswillincurhigherorderingcoststhanaproductwithfewparts.Ifthecompanyismeasuringorderingcosts,theactivitydrivercouldbenumberofparts.
3.5Thereareseveraldifferentmethodsforestimatingcosts.Thesemethodsinclude:
•TheIndustrialengineeringmethod,alsocalledthework-measurementmethod,estimatescostfunctionsbyanalyzingtherelationshipbetweeninputsandoutputsinphysicalterms.Thisisathoroughanddetailedmethod,butcanbeverytime-consuming.
•Theconferencemethodestimatescostfunctionsbasedonanalysisandopinionsaboutcostsandtheirdriversgatheredfromvariousdepartmentsofacompany.Sinceitdoesnotrequiredetailedanalysisofdata,itcanbeusedtodevelopcostfunctionsveryquickly.However,theemphasisonopinionsratherthansystematicestimationcanmakethisalessaccuratemethod.
•Theaccountanalysismethodestimatescostfunctionsbyclassifyingvariouscostaccountsasvariable,fixed,ormixedwithrespecttotheidentifiedlevelofactivity.Althoughthismethodreliesmoreonqualitativeanalysis,itisreasonablyaccurate,cost-effective,andeasytouse.
130
•
TheQuantitativeanalysismethodusesformalmathematicalmodelstofitcostfunctionstopastdataobservations.Themostcommonquantitativeanalysismethodsarethehigh-lowmethodandregressionanalysis.
RefertoQuizQuestion2
Exercise10-20
4
Outlinesixstepsinestimatingacostfunctionusing
quantitativeanalysis
...theendresult(step6)istoevaluatethecostdriverof
theestimatedcostfunction
4.1Estimatingacostfunctionusingquantitativeanalysisinvolvesasix-stepprocedure:
Step1:Choosethedependentvariable(costbeingestimatedor
predicted).Thedependentvariableisthecostbeingestimated(yintheequation)anddependsonthecostfunctionbeingestimated.
Step2:Identifytheindependentvariable,orcostdriver.The
independentvariableisthefactorusedtopredictthecostfunction.Thisisthecostdriver,otherwisereferredtoasXintheequation,ortheslope.Thecostdrivershouldhaveaneconomicallyplausiblerelationshiptothedependentvariableandbemeasurable.
TEACHINGPOINT.Bewareofspuriousrelationships.Justbecausearelationshipbetweenthedependentandindependentvariableexistsdoesnotmeanthatthereisacause-and-effectrelationshipinplace.Pointoutthatyoucanprove(statistically)thatdrinkingwaterisfatal;i.e.,100%ofpeoplewhodrinkwaterdie.Obviously,thereisnorelationshipbetweenmortalityanddrinkingwater.
Step3:Collectdataonthedependentvariableandthecostdriver.
Thisisusuallythemostdifficultstep,asthedatacomesfromanumberofsources,andmanagersneedtobeconcernedaboutthevalidityofthedata.
Step4:Plotthedata.Byplottingthedataonascattergraphitcanbe
determinedifalinearrelationshipexists.Also,thisalertsthemanagertoanyextremeobservations.
(Exhibit10-4isanexampleofthisstep,withdataplottedonthegraph.)
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Step5:
Step6:
Estimatethecostfunction.Asmentioned,therearetwoprimarymethodsofestimatingacostfunction—thehigh-lowmethodandregressionanalysis.
Evaluatethecostdriveroftheestimatedcostfunction.Howthecostdriverisevaluatedisdiscussedlaterinthechapter.
4.2Thehigh-lowmethodisthesimplestformofquantitativeanalysis.Thismethodtakesthehighlevelofactivityandthecostsatthatlevelandthelowlevelofactivityandthecostsincurredatthatlevel.
TEACHINGPOINT.Atthisjuncturethehigh-lowmethodshouldbeillustratedbyworkingthroughaproblem.Exercise10-24isagoodillustrationofthismethod.Becertainthestudentsunderstandthatyouselectthehighandlowactivitylevelsandnotthehighandlowlevelsofcost.
(Exhibit10-5illustratesanestimatedcostfunctionusingthehigh-lowmethod.)
4.3Thehigh-lowmethodhastheadvantagesofsimplicitytocomputeandunderstand;itcangiveaquickinsightintocost/activityrelationships.However,itdoesnotutilizeallbutonlytwodatapoints,soagreatdealofvaliddataisnotutilizedinthismethod.
4.4Regressionanalysisisastatisticaltechniquethatmeasurestheaverageamountofchangeinthedependentvariableassociatedwithaunitchangeintheindependentvariable.Thismethodrequirestheuseofstatisticalsoftwarebutwillusuallygivethemostaccurateresults.
4.5Multipleregressionallowsthemanagertoincorporatemultiplecostdriversintheanalysistohelpexplainthechangesincostsastheactivitylevelchanges.
4.6Inaregressionanalysis,theresidualtermmeasuresthedistancebetweentheactualandestimatedcostsforeachobservation.Ther2valueisanindicationofhowgoodapredictorofcoststheequationis.Thisisreferredtoasgoodnessoffit.
(Exhibit10-6illustratesaleast-squaresregressionline.)
RefertoQuizQuestions3,4,and5Exercises10-23,10-24and10-28
5
Describethreecriteriausedtoevaluateandchoosecost
drivers
...economicallyplausiblerelationships,goodnessof
fit,andsignificanteffectofthecostdriveroncosts
5.1Oneofthedifficultiesinapplyingamodeltopredictcostsisdetermininghow
132
effectivethemodelisinmakingthosepredictions.Underanyofthesemodels,thedatacanbeenteredandapredictionequationderived.Isthisthebestcostdrivertopredictthebehavior?Howgoodisthisdriveratpredictingcostbehavior?
5.2Therearethreecriteriaoftenusedtoevaluatecostdrivers;theyare:
•Economicplausibility.Dothecostdriverandthelevelofcostsseemtoberelated?Doesitmakesensethatanincreaseintheindependentvariablewillcauseanincreaseinthecosts?
•Goodnessoffit.Arethedifferencesbetweentheactualcostsandpredictedcostssmall?Inaregressionanalysis,goodnessoffitismeasuredbyther2statistic.
•Significanceofindependentvariable.Iftheregressionline(ortotalcostline)hasasteepslope,thisindicatesastrongrelationshipbetweenthecostdriverandthecostsincurred.
(Exhibits10-7and10-8illustratetheuseofalternativecostdriversforcostestimationpurposes.)
5.3Ashasbeendiscussedinapreviouschapter,activity-basedcostingfocusesonindividualactivities.ToimplementABCacostdrivermustbeidentifiedforeachactivity.
•Asaresult,ABCsystemshavealargenumberofcostdriversandcostpools,requiringmanycostrelationshipstobeestimated.Asapartofthisprocess,themanagermustpaycarefulattentiontothecosthierarchy.
•Thiswillrequireagreatdealofwork,butthemanagerwillhaveamuchbetterunderstandingofthecoststructureofthecompanyuponcompletionoftheexercise.
RefertoQuizQuestion6
Problem10-34
6
Explainandgiveexamplesofnonlinearcostfunctions
...graphofcostfunctionisnotastraightline,for
example,becauseofquantitydiscountsorcosts
changinginsteps
6.1Costsdonotalwaysbehaveinaneat,orderly,linearfashion.Anonlinearcostfunctionisoneinwhichthegraphofthetotalcostsbasedonthelevelofasingleactivityisnotastraightline.
6.2Economiesofscalemaypreventacostfrombehavinginalinearfashion.Whenalargernumberofitemsisordered,thepriceperunitmaydecline.
133
6.3Stepcostfunctionsareanotherexampleofnonlinearcostfunctions.Theseremainthesameovercertainrangesofactivity,butincreasefromonerangetothenext.
6.4Astepvariable-costfunctionhasanarrowrangeinwhichthecostremainsthesame,whereasastepfixed-costfunctionchangesoverawiderrangeofcosts.
TEACHINGPOINT.Illustratestepfunctionswithexamples.Forexample,thecompanyrequiresonesupervisorforeach20workers.Iftheyhave100workers,therewillbefivesupervisors.Newsupervisorswouldonlybehiredas20additionalworkersareemployed.
(Exhibit10-9displaystheeffectofquantitydiscountsandnonlinearcostfunctions.)
7
Distinguishthecumulativeaverage-timelearningmodel
...averagetimeperunitdeclinesbyconstant
percentage,asunitsproduceddoublefromthe
incrementalunit-timelearningmodel
...incrementaltimetoproducefastunitdeclinesby
constantpercentage,asunitsproduceddouble
7.1Nonlinearcostfunctionsresultfromlearningcurves.Alearningcurveisafunctionthatmeasureshowlabor-hoursperunitdeclineasunitsofproductionincrease.Thisisbecauseworkersarelearningandbecomingbetterattheirjobs.Anexperiencecurveisabroaderapplicationofalearningcurveinwhichmeasuresthedeclineincostsperunitinfunctionsofthevaluechainincrease.
TEACHINGPOINT.Itisgoodtobringthisconcepthometothestudents,helpingthemrealizethisisnotjustatheory,butsomethingtheyhaveexperiencedintheirlives.Forexample,apersonwhohasneversetupanewcomputerwillhavetostop,readtheinstructions,figureoutexactlywhatgoeswhere,andthelike.Itwilltakeawhile.Afterbecomingfamiliarwithcomputersanddoingseveralset-ups,theyareabletodoitmuchmorequickly.Thisisalearningcurveinaction.
7.2Inthecumulativeaverage-timelearningmodel,thecumulativeaveragetimeperunitdecreasesbyaconstantpercentageeachtimethecumulativequantityproduceddoubles.Withan80%learningcurve,ifthequantityproduceddoubles,theaveragetimeforallunitsproduceddropsto80%oftheprevioustime.
134
(Exhibit10-10illustratesthecumulativeaverage-timelearningmodel.)
7.3Intheincrementalunit-timelearningmodel,theincrementaltimeneededtoproducethelastunitdeclinesbyaconstantpercentageeachtimethequantityofunitsproduceddoubles.An80%learningcurveunderthismodelmeansthatwhenunitproductiondoubles,thetimeneededtoproducethelastunitis80%ofthetimeneededtoproducethelastunitbeforeproductiondoubled.
(Exhibit10-11illustratestheincrementalaverage-timelearningmodel.)
(Exhibit10-12plotscostsusinglearningcurvesatRayburnCorporation.)
7.4Insettingprices,preparingbudgets,anddeterminingstandardsacompanyneedstoconsiderthelearningcurveeffect.Asproductionincreasestomeetdemand,costperunitdecreases.Allofthisneedstobefactoredintotheplanningundertakenbythecompany.
(Exhibit10-13illustratesthelearningcurveeffectoncostsatRayburncompany.)
TEACHINGPOINT.Observethatthisisonereasonwhycustomproductsaremoreexpensive—sinceitisauniqueproduct,thereisnolearningcurveeffect.
RefertoQuizQuestions7-9Exercises10-29and10-30
8
Beawareofdataproblemsencounteredinestimating
costfunctions
...forexample,unreliabledataandpoorrecordkeeping,
extremeobservations,treatingfixedcostsasiftheyare
variable,andachangingrelationshipbetweenacost
driverandcost
8.1Ashasbeenillustrated,estimatingcostfunctionsisadifficulttaskwhendoneproperly.Oneissueisthequalityofthedatabasefromwhichtheobservationsaretaken.Anidealdatabasehastwocharacteristics:
•Thedatabaseshouldcontainnumerous,reliablymeasuredobservations
135
ofthecostdriver(theindependentvariable)andtherelatedcosts(thedependentvariable).
•Thedatabaseshouldincludemanyvaluesspanningawiderangeforthecostdriver.
8.2Sincetheidealdatabasedoesnotusuallypresentitself,thecostanalystshouldbeawareofseveralfrequentlyencounteredproblemsandactionsthatcanbetakentoovercometheproblems.
•Thetimeperiodformeasuringthedependentvariablemaynotmatchtheperiodformeasuringthecostdriver.Keepingrecordsontheaccrualbasiswillfacilitatethesecomparisons.
•Fixedcostsareallocatedasiftheyarevariable.Toavoidthisproblem,takecaretodistinguishbetweenfixedandvariablecostsanddonottreatunitizedfixedcostasavariablecost.
•Dataaremissingorarenotuniformlyreliable.Thisisacollectionissue;toovercometheproblemdatashouldbeobtainedonaregularbasiswithfollowupwhendataaremissing.
•Extremevaluesofobservationsoccurfromerrorsinrecordingcosts.Adjustoreliminateunusualvaluesbeforeestimatingarelationship.
•Thereisnohomogeneousrelationshipbetweenthecostdriverandtheindividualcostitemsinthepool.Thiscanbeovercomewithadditionalcostpoolsorwithmultipleregressionanalysis.
•Therelationshipbetweenthecostdriverandthecostisnotstationary.Thiscanoccurwhenthereisachangeinoperations.Splittingthedatainto“beforeandafter”poolsmayfacilitateunderstanding.
•Inflationhasaffectedcosts,thecostdriverorboth.Removingtheinflationaryeffectsthroughtheuseofapriceindexmayassisttheanalyst.
RefertoQuizQuestion10
V.OTHERRESOURCES
136
Pleasevisitthetextbookcompanionwebsiteat.Todownloadtheseandotherresources,visittheInstructor’sResourceCenteroraccessthemontheInstructor’sResourceDVD(IR-DVD).
ThefollowingexhibitswerementionedinthischapteroftheInstructor’sManual,andhavebeenincludedinthePowerPointLecturepresentationcreatedspecificallyforthischapter.YoumayusethePowerPointLecturepresentations“asis”,ormodifythemtosuityourindividualneeds.
Exhibit10-1displaysexamplesoflinearcostfunctions.
Exhibit10-2illustrateslinearitywithinarelevantrange.
Exhibit10-4isanexampleofthisstep,withdataplottedonthegraph.Exhibit10-5illustratesanestimatedcostfunctionusingthehigh-lowmethod.Exhibit10-6illustratesaleast-squaresregressionline.
Exhibits10-7and10-8illustratetheuseofalternativecostdriversforcostestimationpurposes.
Exhibit10-9displaystheeffectofquantitydiscountsandnonlinearcostfunctions.Exhibit10-10illustratesthecumulativeaverage-timelearningmodel.
Exhibit10-11illustratestheincrementalaverage-timelearningmodel.
Exhibit10-12plotscostsusinglearningcurvesatRayburnCorporation.Exhibit10-13illustratesthelearningcurveeffectoncostsatRayburncompany.
DownloadpdfimagesoftextbookillustrationsandexhibitsfromtheImageLibraryoraccessthemviayourIR-DVD.
SolutionstoSelectEnd-of-ChapterProblemsmentionedinthischapter,whichhavebeenfullyworkedoutinPowerPoint,areavailablefordownloadandincludedontheIR-
DVD.
137
CHAPTER10QUIZ
1.Amixedcostfunctionhasaconstantcomponentof$20,000.Ifthetotalcostis$60,000andtheindependentvariablehasthevalue200,whatisthevalueoftheslopecoefficient?
a.$200
b.$400
c.$600
d.$40,000
2.[CMAAdapted]Ofthefollowingmethods,theonethatwouldnotbeappropriateforanalyzinghowaspecificcostbehavesis
a.thescattergraphmethod.
b.theindustrialengineeringapproach.
c.linearprogramming.
d.statisticalregressionanalysis.
3.Whenthehigh-lowmethodisusedtoestimateacostfunction,thevariablecostperunitisfoundby
a.performingregressionanalysisontheassociatedcostandcostdriverdatabase.
b.subtractingthefixedcostperunitfromthetotalcostperunitbasedoneitherthehighestorlowestobservationofthecostdriver.
c.dividingthedifferencebetweenthehighestandlowestobservationsofthecostdriverbythedifferencebetweencostsassociatedwiththehighestandlowestobservationsofthecostdriver.
d.dividingthedifferencebetweencostsassociatedwiththehighestandlowestobservationsofthecostdriverbythedifferencebetweenthehighestandlowestobservationsofthecostdriver.
Thefollowingdataapplytoquestions4and5.
ToryCompanyderivedthefollowingcostrelationshipfromaregressionanalysisofitsmonthlymanufacturingoverheadcost.
y=$80,000+$12Xwhere:y=monthlymanufacturingoverheadcost
X=machine-hours
Thestandarderrorofestimateoftheregressionis$6,000.
Thestandardtimerequiredtomanufactureonesix-unitcaseofTory’ssingleproductisfourmachine-hours.Toryappliesmanufacturingoverheadtoproductiononthebasisofmachine-hours,anditsnormalannualproductionis50,000cases.
4.[CMAAdapted]Tory’sestimatedvariableman
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