univaasa 2020 tuukkanen emilia - osuva
TRANSCRIPT
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EmiliaTuukkanen
Order-to-cashbusinessprocessimprovementbyLeanSixSigmatoolsStudyofacasecompany
Vaasa2020
SchoolofTechnologyandInnovationsMaster’sthesisinIndustrialManagement
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UNIVERSITYOFVAASASchoolofTechnologyandInnovationsAuthor: EmiliaTuukkanenTitleoftheThesis: Order-to-cashbusinessprocessimprovementbyLeanSixSigmatools:StudyofacasecompanyDegree: MasterofScienceinEconomicsandBusinessAdministrationProgramme: IndustrialManagementSupervisor: AhmShamsuzzohaYear: 2020 Pages:79
ABSTRACT:Worldwidecompetitiondrivesbusinessestofocusonsuperioroperationalexcellenceactivitiesalongwithcreatingvalueforthestakeholders.Thepurposeofthismaster’sthesiswastoanalyzethecasecompany’scurrentstateoftheorder-to-cash(O2C)processaswellasidentifyingtheareasofdevelopmentbythemeansofLeanSixSigmatools.Thestudywasconductedasamixofquantitativeandqualitativeanalysis.Basedonthedata,avaluestreammappingworkshopwasconductedtoanalyzethecurrentstateoftheO2Cprocessofthecasecompany.TheO2Cprocessisthemostvisibleprocesstothecustomerandthereforeitspunctualandfluentordermanagementisvital.ToensurethattheO2Cprocessisoperatingasdesired,suitableprocessperformancemetricsneedtobealignedandfollowed.Theresultsgatheredfromthedata,in-terviewsandworkshopallhighlightedthatthehighdegreeofmanualworkcausemistakes,de-laysandreworkintheprocess.ThemanualworkismainlycausedbytheAllegrosystemfunc-tionalitythatisunreliableandrequiresmanualcontrollingandchecking.Theresultsfoundthatexcessivemanualworkwashighlyconnectedtoinadequateorincorrectdatainpricingandin-voicingactivitieswhichresultedincancelledinvoices.Cancelledinvoicesarevisibletothecus-tomerandhaveanegativeimpactonthecustomerexperience.Additionally,asthecurrentpro-cess is split into different process phases which are interdependent of each other, the im-portanceofcommunicationiscrucialforawell-functioningprocess.ToanalyzeandimprovethecurrentO2Cprocess,someLeanSixSigmatoolscouldbeutilizedforfurtheractions.Thesetoolsareprocessmining,rootcauseanalysisanddailycontinuousimprovementactivities.Addition-ally,keyprocessperformancemetricssuchas,touchlessrate,creditinvoicerateandtheamountofmanualfieldchangescouldbecreatedintheprocessminingtoolsystem,Celonis,inordertounderstandthereal-timeO2Cprocessperformance.Ensuringstrongperformanceandenhanc-ingcontinuousimprovementleadstooperationalexcellenceandcommercialcompetitiveness.Byimprovingtheperformanceofactivitiesandcommunicationwithinternalandexternalstake-holders, thewhole O2C process can performmore effectively and provide better customervalue.KEYWORDS:Order-to-cash,businessprocessimprovement,LeanSixSigma,processperfor-mancemetrics,valuestreammapping,casestudy
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VAASANYLIOPISTOTekniikanjainnovaatiojohtamisenyksikköTekijä:EmiliaTuukkanenTutkielmannimi:Tilaus-toimitusprosessinkehittäminenLeanSixSigma-työkaluillaTutkinto:KauppatieteidenmaisteriOppiaine:TuotantotalousTyönohjaaja:AhmShamsuzzohaValmistumisvuosi:2020Sivumäärä:79TIIVISTELMÄ:Globaalikilpailuedellyttääyrityksiltäammattitaitoistaoperatiivistatoimintaa,jokaluolisäar-voasidosryhmille.Tämänlopputyöntavoitteenaolianalysoidacase-yrityksentilaus-toimitus-prosessinnykytilaa,sekätunnistaasenkehitysalueetLeanSixSigma–työkalujenavulla.Tut-kimusperustuusekäkvantitatiiviseenettäkvalitatiiviseenanalyysiin.Analyyseistasaatuihintietoihinperustuenlaadittiinarvovirtakuvaus,jollakartoitettiintilaus-toimitusprosessintuot-tavuuscase–yrityksentoiminnoissa.Asiakkaalletilaus-toimitusprosessionyksinäkyvimmistä,jonkavuoksiontärkeää,ettäsetoimiitäsmällisestijasujuvasti.Tilaus-toimitusprosessilleonasetettavaoikeatsuorituskykymittarit,joitaseuraamallavoidaanvarmistaaprosessintoimi-vuusodotetullatavalla.Kvantitatiivisenjakvalitatiivisenanalyysintuloksistajalaaditustaar-vovirtakuvauksestasaaduttuloksetosoittavat,ettämanuaalisentyönosuusonhuomattavaaiheuttaenvirheitä,viivästyksiäjaylimääräistätyötä.Manuaalisentyöntarvejohtuuensisijai-sestiAllegrojärjestelmäntoiminnanepäluotettavuudesta.Saatujentulostenmukaisestipuut-teellisistataivirheellisistätiedoistajohtuenmanuaalistatyötäesiintyyenitenhinnoittelussajalaskutuksessajohtaenhyvityslaskujentarpeeseen.Hyvityslaskutovatnäkyvinosaprosessiaasiakkaalle ja ne vaikuttavat negatiivisesti asiakaskokemukseen. Case-yrityksellä käytössäolevanykyprosessionjaettuerivaiheisiin,jotkaovattoisistaanriippuvaisia.Viestinnänmer-kitysonkriittinentoimivanprosessinkannalta.ProsessiaonmahdollistaanalysoidajakehittääLeanSixSigma–työkalujenavulla.Keskeisiätyökalujaovatesimerkiksiprosessinlouhinta,juu-risyidenanalysointijajatkuvaparantaminen.Prosessilouhinnanjärjestelmä,Celonis,mahdol-listaa prosessin suorituskykymittareiden luomisen.Mittareita voivat olla esimerkiksi auto-maatioaste,hyvityslaskujenosuusjamanuaalistenmuutostenmäärä.Näidenavullaonmah-dollistatarkastellatilaus-toimitusprosessintehokkuutta.Hyväprosessintoimivuusjasenjat-kuvaparantaminenovatoperatiivisentoiminnanjataloudellisenkilpailukyvynmenestysteki-jöitä.Myöstoimivaviestintäsisäisillejaulkoisillesidosryhmillemahdollistaaprosessintoimi-vuudenjaparantaaasiakaskokemusta.AVAINSANAT:tilaus-toimitusprosessi,prosessinkehittäminen,LeanSixSigma,prosessinsuo-rituskykymittarit,arvovirtakuvaus,case-tutkimus
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Contents
1 Introduction 8
1.1 Descriptionofthecasecompany 8
1.2 Background 9
1.3 Purpose 9
1.4 Method 10
1.5 Delimitations 10
1.6 Structureofthethesis 11
2 TheoreticalFramework 12
2.1 Order-to-Cash 14
2.1.1 WhyisO2Cimportant? 16
2.1.2 Deliveryincoterms 17
2.2 BusinessProcessManagement 18
2.2.1 BusinessProcessImprovement 18
2.2.2 Processowners 20
2.2.3 BusinessProcessLeadershipatthecasecompany 21
2.3 KeyPerformanceIndicatorsandmetrics 22
2.4 LeanSixSigma 25
2.4.1 SixSigma 26
2.4.2 LeanOperations 28
2.4.3 Leantoolsandapproaches 29
3 Methodology 34
3.1 Quantitativedata 34
3.2 Qualitativeinterviews 35
3.3 Workshop 36
4 Results 38
4.1 CurrentO2Cprocessmanagement 38
4.2 Quantitativeresults 44
4.3 Qualitativeresults 55
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4.4 Workshop 59
4.5 Discussion 66
4.6 Recommendations 67
5 Conclusions 69
References 71
Appendices 75
Appendix1.Theinterviewquestions 75
Appendix2.TheSIPOCmodel 77
Appendix3.Theswimlanediagram 78
Appendix4.TheVSMmatrix 79
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ImagesImage1.TheCIFIncoterm(Bansar,2020). 17
FiguresFigure1.Casecompany’sCommercialExcellenceManagementSystem(CaseCompany,
2020). 13
Figure2.ThePDCAcycleandtheDMAICimprovementmodel(Kanbanize,2020). 27
Figure3.TheANSIsymbols(Trent,2008). 30
Figure4.Fishbonechart(Andersen,2007). 32
Figure5.The5Whysanalysis(Andersen,2007). 33
Figure6.TheO2CprocessphasesandtheflowofactionsintheSAPsystem(Adapted
fromCaseCompany,2020). 40
Figure7.AnexampleoftheO2Cprocess(CaseCompany,2020). 43
Figure8.Activitycountofeachprocessphase(CaseCompany,2020). 45
Figure9.Activitycountinaccordancetosalesorderspermonth(CaseCompany,2020).
46
Figure10.Manualchangecountoccurrences(CaseCompany,2020). 47
Figure11.Amountofmanual field changes inaccordance to the salesorderamount
(CaseCompany,2020). 48
Figure12.Manualchangesmadepersalesorder(CaseCompany,2020). 49
Figure13.Billingblockrate(CaseCompany,2020). 50
Figure14.Averagebillingblockcount(CaseCompany,2020). 51
Figure15.Billingblockcountoccurrences(CaseCompany,2020). 51
Figure16.Reverseticketingtimes(CaseCompany,2020). 52
Figure17.Averagereverseticketingmonthly(CaseCompany,2020). 53
Figure18.Creditinvoicerateofthesalescases(CaseCompany,2020). 54
Figure19.ASIPOCmodeloftheO2Cprocess. 60
Figure20.AswimlanediagramoftheO2Cprocess. 61
Figure21.VSMworkshopoutput. 63
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Figure22.VSMoftheO2Cprocess. 64
TablesTable1.Processperformancemeasurements(Trent,2008). 24
Table2.TheO2Cprocessperformersandtheirresponsibilities(Adaptedfrompersonal
communicationswithinterviewees,February,2020). 41
AbbreviationsBPM BusinessProcessManagement
CIF Cost,Insurance,Freight
ERP EnterpriseResourcePlanning
KPI KeyPerformanceIndicator
O2C Order-to-Cash
RCA Rootcauseanalysis
TQM Totalqualitymanagement
VSM Valuestreammap
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1 Introduction
Thismaster’sthesisstudiestheimprovementoftheorder-to-cash(O2C)businesspro-
cessthroughtheimplementationofLeanSixSigmatools.O2Cmeanshandlingandpro-
cessingacustomerorderandthisisdescribedinmoredetailinsection2.1.Thestudy
wasconductedforaFinnishenergyandenvironmentcompany.Theaimwastofindso-
lutionstoimprovetheoverallprocessperformance, inadditiontoprovidingvaluefor
thestakeholders.Additionally,thisthesisstudiesthebottlenecksanddefectsofthecur-
rentO2Cprocess.ItprovidesacomprehensivestudyonhowtheO2Cprocessiscurrently
operatingandwhichpartsoftheprocesscouldbestreamlined.Theinformationusedin
thisthesishasbeenbasedondataandotherrelevantmaterialsregardingthesalesop-
erationsofthecasecompany.Thisstudywasconductedforthecasecompanytoprovide
additionalvaluefortheiroperationalexcellenceactivities.
1.1 Descriptionofthecasecompany
Thecasecompanyoperatesinthefieldofenergyandenvironmentsectorandisalead-
ingcorporation insustainablebusiness (CaseCompany,2020).Thecompany’sopera-
tionsareglobalthus,theofficesandproductionsitesarelocatedworldwide.However,
itsstrongestpresenceisintheBalticSeaarea.Thecasecompany’sbusinessenvironment
ismainlyfocusedontheenergyproductionandcreatingsolutionsfortransportationby
road,sea,airandpipeline.
Thestrategyandvisionofthecasecompanyistooperateresponsiblyandtooffersus-
tainable solutions for consumer and corporate consumption (Case Company, 2020).
Theirsolutionsareconstantlydevelopingnewwaystocutdownoncarbonemissions
andtocirculateandreuseitsproducts.Thecasecompany’smissionistodobusiness
responsibly, innovativelyaswellaswithexcellenceandthesevaluesarerespected in
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theiractions.Thus,thecompanyhasanoperationalexcellenceteamthatpromotesuni-
fiedwaysofworkinginaccordancewiththecompanystrategyinordertoensuregrowth
andcompetitiveness.Furthermore,thisthesissupportsitsactivitiesandfuturedevel-
opmentprojects.
1.2 Background
Thecasecompanyhasanongoingdevelopmentprojectofassessingthecurrentbusiness
processesandtheirmaturity,thusO2Cisoneoftheseprocessesthatneedstobedevel-
oped.Inordertodeveloptheprocess,acomprehensivestudyandassessmentofthe
currentprocessisrequiredandtheaimofthisstudyistosupportthecasecompanyto
achievethatgoal.Manualworkandlargenumberofchangesthroughouttheprocess
arerecognizedissuesbuttheireffectontheprocessperformanceisunknown.Currently,
therearelimitedperformancemetricsfortheO2Cprocessandthecompanyhasidenti-
fiedaneedtogainfurtherunderstandingwhethertheprocessisefficient.Itwouldbe
beneficial forthecompanytounderstandtheamountofwaste, itseffectonthecus-
tomerandthereal-timeprocessperformance.
1.3 Purpose
TheO2Cprocessisthemostvisibleprocessforthecustomer.Therefore,itisavitalbusi-
nessprocesstobemanaged.ByoptimizingtheO2Cprocessactivitiesthereismoretime
leftforadditionalsalesactivitiesandthusincomingrevenue.Thismaster’sthesisisfo-
cusingonthemethodstoimprovetheO2CbusinessprocessbythemeansofLeanSix
Sigmatools.Theresearchquestionsofthisstudyarethefollowing:
- WhatisLeanSixSigmaanditstools?
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- Whatarethechallengesofthecurrentorder-to-cashprocessandwhatmethods
canbeusedtoimprovetheprocessperformance?
- Whatarethebestmetricstomeasuretheorder-to-cashprocessperformanceto
providevaluefortherelevantstakeholders?
ThisthesisstudiesthecurrentstateoftheO2Cprocessinordertogainunderstandingof
thechallengesandrootcausesofthearisingproblems.Thetheoreticalframeworksand
findingsfromdataprovidecomprehensiveknowledgeinordertodeterminerecommen-
dationsforthecasecompany.
1.4 Method
This studyhasbeen conducted as amixof quantitative andqualitative analysis. The
quantitativeanalysiswasbasedondataprovidedbythecompany’senterpriseresource
planning(ERP)system.Theanalysishasbeenconductedbyfindingthebottlenecksand
defectsoftheprocessfollowingwithacomparisontotheidealprocessflow.Additionally,
thequalitativeanalysiswasreflectedonthebottlenecksanddefectsinordertounder-
standthereasontheprocessiscurrentlyfunctioninginthisspecificway.Avaluestream
mapping(VSM)workshopwasalsoconductedasapartofthestudy.Intheworkshop,a
selectedteammappedthecurrentstateoftheO2Cprocessanddeterminedthemain
areasofdevelopment.
1.5 Delimitations
ThescopeofthethesisislimitedtotheBalticSeaareaoperationsandsurplussalesdone
asspotsales(unplannedsales).TheO2Cprocesswasanalyzedthroughvesseldeliveries
operatedbyFinland’sandEurope’ssalesoperations.Thisstudytakesintoconsideration
theCIFdelivery incoterms,only. Thevesseldeliverieswere chosenbecause theyare
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businesscriticalasglobaloperationsenablealargermarket.Thesedeliverieshighlight
theimportanceofcooperationbetweendifferentstakeholdersasseveraldepartments
takepartintheprocess.
Themainaimofthisthesiswastostudyandanalyzethecurrentorder-to-cashprocess
andgiverecommendationsforthecasecompanytoacton.Theimplementationofthe
recommendationswillbedoneafterthepublicationofthisthesis.Thedatahasbeen
classifiedcompanyconfidentialaswellasothercompanyspecificinformationhasnot
beenreleased.
1.6 Structureofthethesis
Thisthesishasbeenconductedscientificallyandfollowsascientificstructure.Thefirst
chapterintroducesthethesistopic,backgroundandpurpose.Thesecondchaptercovers
thefollowingtheoreticalframeworks:
- Order-to-Cashprocess,
- BusinessProcessManagement,
- KeyPerformanceIndicatorsandMetricsand
- LeanSixSigma.
Thethirdchapter,reviewsthemethodology’sanddescribestheimplementationofthe
empiricalstudy.Thefourthchapterexplainsthedatagathered,analysesthedataand
theworkshopandfinallydiscussestheirresults.Thelastchaptersummarizestheresults
thatarereflectedtorecommendationsforthecasecompanyfollowedbythefinalcon-
clusions.
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2 TheoreticalFramework
Worldwide competition is growing rapidly, and in order to receive competitive ad-
vantagebusinessesshoulddevelopasuitablestrategy.Thetraditionalcompetitivestrat-
egiesarebasedondifferentiationbycostsorproducts (Martin,2015).Consequently,
companiesthathavegainedrecognizedcompetitiveadvantageintheirindustrieshave
succeededbydeliveringexceptionalcustomervalue(Treacy&Wiersema,1993).Treacy
andWiersema (1993) state that in order to succeed one of the following disciplines
shouldbefollowed:operationalexcellence,customerintimacyorproductleadership.
Inthiscontext,operationalexcellencemeansprovidingreliablegoodswithcompetitive
pricingandwithnoinconveniencewhereas,customerintimacymeanstargetingthemar-
ketsandprovidingtailoredsolutionstomatchthecustomerneeds(Treacy&Wiersema,
1993).Companiesthatsucceedinmatchingcustomerneeds,havegoodmarketintelli-
gence and operational flexibility to rapidly respond to the market needs (Treacy &
Wiersema,1993).Leadinginproductleadershipmeanspossessingaproductwiththe
bestcharacteristicswhichinturnattractscustomerstousethatproductandanyother
productsthecompanyproduces(Treacy&Wiersema,1993).Consequently,suchorgan-
izationstendtohavesolidcustomerloyalty.AstheO2Cprocessisthemostvisibleto
customer,focusingonprovidingvalueforthecustomerisakeyactivitytokeepinmind
inordertomaintaincustomersatisfactionandloyalty.
Thecasecompany(2020)hascreatedaCommercialExcellenceManagementSystemin
ordertotrackandmanagecommongoalsandinterestsofallbusinessactions. Inthe
casecompany,commercialexcellence iscarriedoutby focusingoncustomersandby
optimizingtheoperations.AspresentedinFigure1,thecommercialexcellenceactivities
aredividedintothefollowingcategories:“CreateMarketsandManageCustomers”,“Op-
timizeSupplyChain”and“DeliverandFulfillCustomerPromise”.
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Figure1.Casecompany’sCommercialExcellenceManagementSystem(CaseCompany,2020).
Thepurposeofthetoplevelphase“CreateMarketsandManageCustomers”istocreate
amarkettoprospectfollowingwithanimplementationofprospecttoorderactivities
(CaseCompany,2020).Creatingamarkettoprospectisbuildingacompetitivemarket-
placeallowingtofindthepotentialcustomers.Thus,prospecttoorderhandlesforecast-
ing demand, developing sales and supply plans,managing key accounts, negotiating
seller/buyercontractsandmanagingsuppliers.
Themeaningofthesecondlevel“OptimizeSupplyChain”includesthecommercialex-
cellenceactivitiesbuiltonplanningandoptimizingtheoperations(CaseCompany,2020).
Theseactivities includesustainabilityandcompliance,schedulingsupplychainopera-
tions,managingsupplychainperformance,managinginventoriesandpricerisks.
Onthethird level,“DeliverandFulfillCustomerPromise”, theteammembersensure
thatcustomerpromisesaredeliveredandfulfilled,onbothsupplytopayandorderto
cashprocesses(CaseCompany,2020).“SupplytoPay”operationsmakesurethatthe
orderisexecuted,logisticsisplannedandloading,transportationandunloadingofthe
MarkettoProspect Prospect toOrder
PlanandOptimize Operations
SupplytoPay OrdertoCash
CreateMarketsandManageCustomers
OptimizeSupplyChain
DeliverandFulfillCustomerPromise
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productareexecuted.Consequently,theO2Cprocessmanagesandexecutessalesor-
dersanddeals,organizeslogisticsaswellasmakessurethatloading,transportationand
unloadingareexecuted.
2.1 Order-to-Cash
ManagingtheO2Cprocessisrelevantforanorganization’ssuccess(Shapiro,Rangan&
Sviokla2004).Byanalyzingtheordermanagementprocess,managersareabletounder-
stand the process performance and the customer perspective in order processing
(Shapiro,Rangan&Sviokla2004).Theorderprocessingisperformedbycriticalpeople
workingwithjointefforttofulfillthecustomerorder(Shapiro,Rangan&Sviokla2004).
TheO2Cprocessisthehandlingofacustomerorderanditincludestheactivitiesstarting
fromordertothestageoffinallyreceivingthemoneyfromthesale(Parravicini,2015).
Parravicini(2015)statesthattheO2Cprocess’skeyfeaturesaretocollectcustomeror-
ders,deliverthegoodstocustomer’sdesiredplaceontimeandfinallytoreceivethe
paymentfromthecustomer. Inadditiontodeliveringthegoods,thequalityofgoods
mustbeupasagreedandtherelevantdeliverydocumentationmustbeprovided.The
O2Cprocesshasastronglinktothecompany’sreputationandcustomerrelationshipas
errorsaffectcustomersatisfactionlevelsdirectly(Parravicini,2015).Themoreimproved
and the optimized theO2Cprocess is, themore time therewill be available for the
seller’sactivitiestoacquirenewsales.
TheO2Cprocesshasaclearcycleconsistingofseveralkeyactivities:
- preparation,
- customerorderanditsimplementation,
- deliveryofthegoods,
- invoicingthecustomerand
- gettingthepaymentoftheorder(Parravicini,2015).
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Thepreparationactivitiesensurethatcustomerdatasetsarecorrectlyenteredintothe
systems,thegoodsareavailableandthepricingiscorrect(Parravicini,2015).Onceall
thenecessaryinformationhasbeensetinthedatabaseandERPsystems,thesellerre-
ceivesthecustomerorder.Priortoconfirmingthecustomerorder,theavailabilityofthe
goodsandcustomercreditmustbechecked.Finally,wheneverythinghasbeenputin
placethesalesteamconfirmstheordertothecustomerandsetsuptheoutboundde-
liverytotheERPsysteminordertobookatransportmodeandtime.IntheERPsystem
thesalesteam,logisticsandthesupplychainplannersplanthecargomovements.
Oncetheupcomingdeliveryhasbeenfinalized,theorderfulfillmentactivitiesincludes
theorder picking, loading, transporting anddischarging to the customer (Parravicini,
2015).Throughoutthewholeorderfulfillmentprocesstheactivitiesoftransportation
shallbedocumented(e.g.BillofLading,loadinganddischargereports,inspectoranalysis
onqualityofgood).Theactofdeliveringthegoodsinitiatestheactualtransportationof
thegoodsmakingsurethattheproductisinthecorrectquantityandqualityandinad-
dition,attimeagreed.Iferrorsoccurduringthetransportation,theyneedtobenoted
anddocumented.Afterthedelivery,theinvoicewillbesenttothecustomeraccording
totheagreedbillingtypeandterms.Basedonthebillingtype,theinvoicewillbecreated
andsenttothecustomer.Afterhandlingthepossibledeliveryreturnsthepaymentfrom
thecustomerfinalizestheactivity.Ifthepaymentisreceivedontime,theO2Cprocess
iscomplete. If forsomereasonthepayment isoutstandingorapartialpayment, the
customerwillbesentareminder.Incasethecustomerrefusestopay,themostextreme
formistoblockdeliveriesandtakelegalactions.
IftheO2Cprocessisefficientandtheactivitiesoftheprocesshavebeenaccomplished
correctly,providinggoodcustomerservicewillbeacompetitiveadvantageforthecom-
pany(Parravicini,2015).ToensurethattheO2Cprocessisperforminginthebestway
possible,itiscrucialtomakesurethatinthepreparationstageoftheprocesseverything
isavailableinthedatabaseandtheERPsystemcorrectlyinordertoavoidmistakes.In
additiontohavingastrongperformanceoftheseactions,Parravicini(2015)highlights
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thathavingaclearcustomercommunicationisimportant.Moreover,anyerrorsinthe
processshouldleadtocorrectiveactions.Astrongrelationshipwithcustomerswhoreg-
ularlyprovidefeedbackoftheorganization’sactionscanalsoleadtoO2Cimprovements.
InordertoimprovetheO2Cprocess,allteammembersmustbecommittedtopartici-
pateintheprocess(salesteam,customercare,pricing,masterdata,logistics,etc.)(Par-
ravicini,2015).Theremightbemanyactionsindifferentteamsthatcouldbeimproved
tomakethewholeprocessperformbetter.
2.1.1 WhyisO2Cimportant?
Shapiro,RanganandSviokla(2004)statethattheO2Cprocessisthemostvisibleprocess
tothecustomerandthereforetheordermanagement isvital.Everyordercanbere-
ferredtoasacustomer,andtheirmanagementisthewaythecustomeristreated(e.g.
anuncaredorderisanuncaredcustomer).TheO2Cprocessconsistsofmultiplephases
andorderprocessorswhicharethecriticalpeoplemanagingtheorder(Shapiroetal.,
2004). By tracking anorderphasebyphase, theO2Cprocesswill revealwhat effect
changes have on the customer. Consequently, by analyzing and improving the order
managementprocess,organizationscancreateacompetitiveadvantage.
AsanO2Cprocessrequirescooperationacrossdifferentteamstheretendstobeinter-
activeandpossiblyevenoverlappingactivities(Shapiroetal.,2004).Thus,itiscriticalto
makesurethatthecustomerishandledthroughouttheprocesswithhighqualityand
customerservice. Itcannot justbeeachprocessperformerfocusingontheirownre-
sponsibility.Thecoreofawell-functioningO2Cprocessistofillorderseffectivelyandto
matchcustomerexpectations(Shapiroetal.,2004).Inaddition,awell-functioningpro-
cessminimizesinternalconflictsandoverlappingwork,aswellasincreasesthefinancial
performancebyincreasingsalesandreducingwaste.Toensurethattheprocessiswell-
functioning,suitableprocessperformancemetricsneedtobealignedasthesemetrics
willrevealiftheprocessisoperatingasdesired(Shapiroetal.,2004).
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2.1.2 Deliveryincoterms
InternationalChamberofCommerce’sIncotermsaregloballyagreedtermsforthesale
ofgoods(ICC,2020a).Thedelivery incotermrulesareincludedinsalescontractsand
followedbyimporters,exporters,transportersandinsurers.TheCIFincotermrepresents
Cost,InsuranceandFreight(ICC,2020a).TheCIFincotermisappliedforseaandinland
transportation.InImage1,ithasbeenshowntowhatdegreetheCIFincotermworksin
practiceasthecargodeliverymovesfromthesellertothebuyer.
Image1.TheCIFIncoterm(Bansar,2020).
UnderCIFincoterms,thesellerhastopayforthecarriageandarrangethetransportation
(ICC,2020b).However,thesellerisnotresponsiblefortheriskoflossordamageofgoods
oranyadditionalcostduetoeventsoccurringaftertheshipment(ICC,2020b).Inaddi-
tion,thesellerisobligedtohaveinsurancewhichhasminimumcoverage(ICC,2020b).
TheCIFincotermisonescopeofthisstudyasitwasthemostcommondeliveryincoterm
ofthedataset.
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2.2 BusinessProcessManagement
Businessprocessmanagement(BPM)enablesprocessestobeexecutedandchangedon
thespotinordertomatchtheneedsofthemarket(Ould,2005).Oneofthekeyactivities
ofBPMistomanageprocessesinawayinwhichtheycanbemonitoredandcontrolled
whilerunninganddistributingthroughouttheorganization(Ould,2005).Thecoreidea
ofBPMistooptimizethebusinessprocessthroughoutitslifespaninordertoincrease
profitability(Khan,2004).Toachievethiscommongoal,businessprocessmanagement
requiresthecontributionofallparticipantsandanunderstandingofthebusinessand
organizationofthecompany(Ould,2005).Abusinessprocesscanbe,forinstance,an
orderoranysystematicprocessperformedbythejointeffortofdifferentteams(Khan,
2004).
Khan(2014)statesthatabusinessprocessshouldfunctionwelltobeprofitableanda
welloperatingbusinessprocessisusuallymeasuredbythespeedofresponseandthe
clarityofdecisionmaking.Toensuretheflowofgoodsandinformation,abusinesspro-
cessshouldbeamonitoredsequenceofactivities,alongwithamutualunderstanding
ofrolesandresponsibilitiesofpeopleandsystems(Khan,2004).Glykas(2013)states
thatbusinessprocessmodelingisonekeyactivityofBPM.Businessprocessmodeling
takesintoaccountvariousperspectivessuchasthebehavioral,organizational,functional,
goal-oriented and object-oriented factors (Khan, 2004). The different perspectives of
businessprocessmodelingidentifyandanalyzethecurrentstateoftheprocessesand
indicatesthewaytheyshouldbeoperated.Zabjek,KovacicandStemberger(2009)argue
thatBPMshouldbeavitalelementwhilemanagingbusinesschange.
2.2.1 BusinessProcessImprovement
Hammer(2007)arguesthatacommonbusinessprocessimprovementapproachisrede-
signing.Byredesigningorganizationshaveachievedimprovedperformance,increased
customervalueandincreasedprofitsforshareholders.Theseimprovementsofquality,
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cost,agilityandprofitabilitywereachievedbyanalyzingandmeasuringinternalandex-
ternalcustomerprocesses.Inadditiontoredesigningandarrangingwork,businesspro-
cessimprovementrequiresredefiningrolesandresponsibilities,trainingpersonnel,en-
hancing organizational culture and improving information flow to enable cross-func-
tionalprocessesbetweendifferentdepartments(Hammer,2007).
Awell-functioningbusinessprocessespossesstwocharacteristics:processenablersand
organizationwidecapabilities(Hammer,2007).Theprocessenablersdefinethedegree
ofeffectivenessoftheprocessfunctions.Theenablersaredistinguishedbythescopeof
theredesigning,competencesofpersonneloperatingtheprocessandthemetricsby
whichtheprocessperformanceismeasured.Tobeabletoputtheseprocessenablersin
place,organizationsneedimportantcapabilities.Thesearemanagerialsupportandem-
ployee’swhovaluecustomersandcooperation.Theemployeesalsohavecompetences
ofredesigningprocessesandproblemsolving.Betterprocessperformanceisachieved
bygoodprocessenablersandorganizationalcapabilities(Hammer,2007).
DavenportandSpanyi(2019)claimthattherearetwomainchallengeswhenimproving
abusinessprocess.Firstly,acrucialactivityistoanalyzethecurrentstateoftheprocess
andunderstandwhereperformanceproblemsarise.Thedegreeofvariationisanim-
portantparametertounderstandwhytheprocessisnotperforminginacertainway.In
addition,asignificantchallengeisthattheERPsystemsandbusinessprocessesrequire
integratedconnectionsbetweeneachother.Forexample(1),theSAPsystemisprocess-
orientedthatsupportstheO2Cprocessbutdoesnotrevealthewayinformationflow
runsintheprocess.Inordertounderstandthesystemprocess,differenttechnologies
(e.g.Microsoft’sVisioorSoftwareAG’sAris)areusedtosupporttheunderstandingof
theprocessdesign(Davenport&Spanyi,2019).
Inordertobettercomprehendtheprocessperformanceaprocessminingsoftware,such
asCelonis,canbeputintoservice(Davenport&Spanyi,2019).Celonisprovidesdetailed
information from SAP transactions to reveal the process performance (Davenport &
20
Spanyi,2019).Itgenerateseventactionsforeachphaseoftheprocessidentifyingthe
personperformingtheactivity,thedurationoftheactivityandthevariationoftheac-
tivities.Celonisalsoenablesthedefiningofkeyperformanceindicators.Processmining
providesadata-basedviewofprocessperformancewhichenablesmanagementtorec-
ognizeperformanceproblemsandtomakedecisionsbasedonthedata(Davenport&
Spanyi,2019).
2.2.2 Processowners
Theredesigningprocessandprocessmanagementhascreatedanewaspectforprocess
enterprises,whereoperationalexcellenceiscrucial(Hammer&Stanton,1999).Inapro-
cessenterprise,thecontrolisseparatedfromthemanagementleveltothepeopleper-
formingthework.Inaprocessenterprise,aprocessownerishiredforacertainprocess
toensurethattheprocessimprovementisimplementedacrossallfunctions.Aprocess
ownerisresponsibleandauthorizedtodesignandtodevelopthecurrentprocess,to
measure itsperformanceand toensure thatall the individuals involvedhave the re-
quiredtraining(Hammer&Stanton,1999).Inaddition,processownersshouldunder-
standthewaythecustomervaluesthecompanyandtheirservices.Thus,theymustbe
certainthatthekeyprocessesarecontinuouslycreatingcompetitiveadvantageforthe
company(Power,2011a).Power(2011a)arguesthatbymakingsuretherelevantmetrics
measuretheprocessperformance,themorevalueitprovidesforthetopmanagement
onhowthebusinessisperforming.
As the changingmarket and business environment requires the business process to
changetoo.Theroleoftheprocessownerisimportantinguidingthedevelopmentof
theprocess(Hammer&Stanton,1999).Consequently,aprocessowner’sroleshouldbe
permanentandintegratedtoperformancemanagement(Power,2011b).Astheprocess
ownerisresponsibleforthewholeprocessimprovementandchangemanagement,they
arealsoresponsiblefortakingactionwhentheprocessperformanceisnotdesired.By
21
involvingtheprocessownerinmanagementlevelmeetings(e.g.budgeting,monthlyre-
porting), itcanprovideorganizationalandbusinesswiseunderstandingoftheprocess
performance(Power,2011b).Finally,agoodprocessownerpossessesleadershipskills
andencouragescooperationacrossdifferentteams(Power,2011b).
2.2.3 BusinessProcessLeadershipatthecasecompany
Operationalexcellenceisakeydriverinthecasecompany’sactionsandprocesses(Case
Company,2020).Inordertoenableoperationalexcellenceactivities,thecasecompany
focusesonfourkeyactivities:“focus”,“speed”,“simplicity”and“discipline”.“Focus”re-
ferstoidentifyingandprioritizingactionsthathavethehighestbusinessimpactandsup-
portthestrategicpriorities.“Speed”referstothewaste-freeprocessesthatcreatecus-
tomervaluealongwith“simplicity”ofactions thatminimize impactsandcomplexity.
“Discipline”referstorelevantkeyperformancemetricsthatsupportthestrategicobjec-
tivesoftheorganization.Thesecoreactivitiespursueoperationalexcellenceintheor-
ganization.
Inpractice,operationalexcellencemeansunifiedwaysofworking,comprehensiveedu-
cationanddocumentationoffunctions(CaseCompany,2020).Thecoreprocesses,func-
tionsandsystemsaredescribedindetailtoguaranteethatthecorrectprocessphases
andprotocolarefollowed.Byunifiedwaysofworkingandcomprehensiveknowledgeof
operations,thepurposeofoperationalexcellenceistoensurehighqualityandefficient
activitiesinthedeliveriesofgoods.
For2020,thecasecompanyhasdefinedsomekeyactivitiesinordertohavecleartargets
forthedevelopmentprocesses(CaseCompany,2020).Sofar,hiringaprocessownerfor
theO2Cprocesshasbeendone.Themaintasksoftheprocessownerare(a)participat-
ingintheoverallaccountabilityofEnd-to-End(allstagesofaprocess)processesand(b)
leadingprocessrelatedactivities.Theresponsibilitiesofaprocessownerarecarrying
22
outmanagementreportingaswellascreatingandmonitoringprocessperformancemet-
rics.Thus,oneofthekeytargetsistoimplementareal-timeprocessperformancemetric
fortheO2Cprocessbytheendoftheyear.
2.3 KeyPerformanceIndicatorsandmetrics
Measuringperformanceisanimportantfactorinmotivatingandguidingteammembers’
actionsthatsupporttheorganizationalgoals(Trent,2008).Usually,thechosenperfor-
mancemetricsindicatethekeyactivitieswhichareseenimportantfortheorganization.
Consequently,thosemetricsaredefinedasthekeyperformanceindicators(KPI’s).AKPI
couldbe,forexample(2),accomplishingtaskswithouterrors(Trent,2008).Inaddition,
performancemetricsshowcaseprocessareas inwhich improvingactionsareneeded.
Performancemetricsallowsmanagerstoobjectivelymakedecisionsbasedonthedata
andtocreatetargetmetricsforcontinualimprovement(Trent,2008).
Performancemeasurementstendtoformaroundfourdifferentaspects(Trent,2008).
Thefirstaspectisdecidingontheparameterthemeasurementwillconcern,forexample
(3) leadtime,qualityorcustomersatisfaction.Thesecondaspect is theperformance
targetwhichmightberatherexternalthaninternal.Thethirdcomponentistheaware-
nessoftheactualperformancelevel.ThisinformationshouldflowfromtheERPsystems
database.Lastly,itisimportanttocreateanimprovementplanthatdefinesthewaythe
commontargetwillbereachedonbothanindividualandteamlevel.
MeasuringperformanceandcreatinggoodandtransparentmetricsandKPIsshouldbe
alignedwiththeleanobjectives(Trent,2008).Goodmetricshavetobeinaccordance
withthecorporatestrategyandmission.Additionally,asmanagersmakedecisionsbased
on theprocessperformance theybenefitof figurespresenting financialperformance
(Trent,2008).Thesefiguresshowtheincreaseinreturnonassets(ROA)orcashflow.
Goodperformancemetricsenhancethecross-functionalcooperationintheorganization
23
andprovidedatathatistransparentandvisibletoeveryone(Trent,2008).Asthemeas-
urements relate to the customer requirements and organizational goals, the targets
shouldbereassessedandadapted fromtimeto timetoensure thealignmentof the
actualandtargetedperformance.
Asalesstrategycanbereflectedinthecorporatestrategyandmission(Parravicini,2015).
Thesalesstrategyandperformanceneedstobemeasurabletobeabletomonitorde-
velopment(Parravicini,2015).Tomeasuresalesactivities,therightKPI’sshouldbese-
lectedtosettargetsfortheteam.ThechosenKPI’sshouldenhancetheprocess,mission
andcontinuousimprovementofthecompany.Forexample(4),thechosenKPI’scould
berelatedtofinancialperformance(e.g.turnover),goodcustomerservice(e.g.grading
theexperiencefrom1-10),perfectorderrateandgoodbusinessplanning(Parravicini,
2015).ThechallengeforsettinggoodKPI’s is to findrelevantmeasuresandawayto
measurethem(Parravicini,2015).
Trent(2008)suggeststhatsomepossibleperformancemeasurementscouldbeasfol-
lows:
- theperfectcustomerorderrate,
- orderfillrates,
- unplannedbackorders,
- order-to-cashcycletime,
- conformancetodeliverydates,
- traveldistancesanddistributionqualityand
- costindicators.
ThesemeasurementsaredefinedinTable1.
24
Table1.Processperformancemeasurements(Trent,2008).
MEASURES COMMENTS
Perfectcustomerorderrate The % of orders shipped to customerswithouterrors.
Orderfillrates Rateofunfilledordersduetolackofstock.Thesecreatewaste,costsandlossofsales.
Unplannedbackorders Orderswithnophysicalstockwhichaffectcostsandcustomerservice.
Order-to-cashcycletime Acommonmeasureusedtoestimatethecooperationofdifferentteams.
Conformancetocustomer-drivendeliverydates
Measurestheon-timedeliveryatthecus-tomer’slocation.
Averagedistancetravelledbetweeninter-nalmaterialmovements
Reveals a major source of supply chainwaste.
Totalmilestraveled Animportantmeasureforcustomerdeliv-erynetworks.
Distributionqualityindicators Provides information of wrong goods,wrong quantities, missed deliveries anddamage.
Total distribution cost%of total productcosts/sales
Acommoncost-relatedmeasureforman-agement.
FromthemeasurementspresentedinTable1,themostrelevantperformancemetrics
fortheO2Cprocessare(a)theperfectcustomerrate,(b)thecycletimeoftheprocess,
(c)theorderfillrate,(d)theconformancetodeliverydatesand(e)thequalityandcost
indicators.Theseperformancemeasurementsprovidethemostcrucial informationin
accordancewiththeprocessperformance.
AstheO2Cprocessisusuallymeasuredbyefficiency,acommonsupplychainmetricfor
theperformanceistheperfectorderindex(POI)(Parravicini,2015).Theperfectorder
indexhasthreeperspectivesOT-IF-NIEasfollowing:
- theordertobedeliveredontime(OT),
- inthefullform(IF)and
25
- withnoinvoiceerrors(NIE)(Parravicini,2015).
Thenoinvoiceerrors(NIE)aspectcanbemeasuredbythepercentageofinvoicesthat
needmanualcollections(Parravicini,2015).Inadditiontotheseaspects,onecanalso
measurewhetherthegoodwasdeliveredwithoutanydamageandwiththecorrectdoc-
umentation(Parravicini,2015).Theimplementationoftouchlessorderactivitieshasen-
abledcorporationstostreamlinetheiroperationsanddecreaseanymanualworkand
rework(Parravicini,2015).Touchlessorderactivitiesareprocessphasesthatflowauto-
maticallywithoutanymanualworkafterbeingenteredintothesystem.
HallandJohnson(2009)statethatbusinessprocessestendtobestandardizedandcut
downtoclearroutines.Yet,notallprocessesarescientificnorcantheybemeasured
statistically,suchascustomersatisfactionandfeedback(Hall&Johnson,2009).Work
thatvariesandhasdivergenceareartisticprocesses(e.g.customerservice).Theyshould
beperformed inaccordancewith thechangingenvironmentandcustomerdemands.
Thesekindsofartisticprocessesenable innovativegoods thatcannotbecopied.The
combinationofstandardizedandartisticprocessescreatesstrongbusinessprocessper-
formance(Hall&Johnson,2009).Bothperformancemeasuresshouldbedetermined
andevaluatedaccordinglytotheprocess(Hall&Johnson,2009).
2.4 LeanSixSigma
LeanthinkingandmanagementisamethodfirstintroducedbytheJapanesecarindustry,
especiallyToyota(Oakland,2014).Theprincipleofleanthinkingistofocusontheoper-
ationalandquality featuresofprocessesand improvethem(Oakland,2014).Thecar
industriesimplementedleanmanufacturingbyreducingwasteandreassuringqualityin
everyoperationinproduction.OnekeymethodofleanistheJust-In-Time(JIT)method,
inwhichtheproductionmaterialsareorderedandreceivedjustwhentheyareneeded
intheprocess(Oakland,2014).TheJITmethodreduceswasteofcostandinventories.
26
Theconceptofleanisagileandcanbeimplementedtootherindustriessuchasinthe
serviceenvironment.
Plenert(2012)arguesthatleanmanagementconcentratesoncuttingdownonallactiv-
itiesthatarenotnecessarywhendeliveringaproductorservice,whilstmaintainingthe
quality,punctualityindeliveryandlowcostoftheproduct,tothecustomer.Thecore
activityofleanbusinessprocessmanagementistoidentifythevalueforthecustomer
andtoidentifythewasteofresources,costandtimeintheprocess(Plenert,2012).By
identifyingwaste,thebottlenecksoftheprocesscanberesolvedbyimprovingthepro-
cess.Aleanprocessshouldreacttotheinitiativefromthecustomer(e.g.asalesforecast
oracustomerorder)(Plenert,2012).Inordertosustainleanbusinessprocessmanage-
ment,astrategicplanthatsupportsthegoalsofthecompanyandaimsforcontinuous
improvementshouldbecreated(Plenert,2012).Byupdatingthisplan,managementis
abletodetermine,influenceandoverseestrategicareasofimprovement.
2.4.1 SixSigma
TheSixSigmamethodologywasformedaroundthequalityaspectofoperationsandthe
valueprovidedtothecustomer(Oakland,2014).Ascompetitivenessrises,businesses
needtofocusoncorrectactivitiesalongwithhighqualitymanagement(Oakland,2014).
ThemanufacturingindustrywasthefirsttointroduceSixSigmaasmaintainingahigh
standardofqualitywasacrucialelementforsurvival intheindustry(Oakland,2014).
Thiswasthestartingpointoftotalqualitymanagement(TQM).TosucceedinSixSigma,
qualitymanagementsystemshavetobeimplementedtoallsystems.Theadoptionof
qualitytoolsandmethodsalongwiththeimprovementandinvolvementoftheteam,
willresultinimprovedbusinessprocessperformanceandbetterbusinessplanning(Oak-
land,2014).LeanmethodologysystematicallyeliminateswasteandSixSigmadecreases
variationinactivities(Oakland,2014).Bycombiningthesetwo,LeanSixSigmaprovides
acontinuousimprovementapproachtoenhanceperformance.
27
TheSixSigmamodelconsistsoffivestepswhenitisusedasatooltoimproveperfor-
mance:Define,Measure,Analyze,ImproveandControl(DMAIC)(Oakland,2014).This
model can be implemented to Deming’s original continuous improvement Plan, Do,
CheckandActmodel(PDCA).ThePDCAmodelpresentsaframeworkforimprovingteam
members’ actionsandprocessperformance. ThePDCAcyclehelps teams to test im-
provement ideas and their solutions in a controlled scale before implementing it
throughouttheprocesses(Oakland,2014).Figure2.showsthePDCAcycleandDMAIC
improvementmodel(Kanbanize,2020).
Figure2.ThePDCAcycleandtheDMAICimprovementmodel(Kanbanize,2020).
The“Plan”phaseofthePDCAcyclecarriesoutacomprehensiveplanofactionsthat
needtobedoneinthescopeoftheproject(Kanbanize,2020).Thisstageanswers
questionsregardingtheresourcesneededandpossessedandthemainissuesneedto
besolved.Whentheplanisready,theplannedactionsareimplemented(the“Do”
phase).Aserrorsorunexpectedsituationsmayarise,itisimportanttoimplementthe
projectinacontrolledscaleandenvironment.Afterimplementingtheplan,theresults
arecheckedandanalyzed(the“Check”phase).Thisisthemostimportantstageinor-
dertoavoidmistakesinthefuturebycorrectingthembeforeimplementingthenew
processtothewholebusinessmodel.Onceeverythingistestedandcheckedandthe
Do
CheckAct
PlanDefine
Measure
Analyze
Improve
Control
28
outcomeisasdesired,theplancanbeputintopractice(the“Act”phase).ThePDCAcy-
cleisagreattoolforsolvingproblemsandtestingpossibleoutcomesasmanytimesas
needed(Kanbanize,2020).
Oakland(2014)arguesthatthePDCAcycleprovidesagreatframeworkfortheSixSigma
DMAICimprovementmodel.TheDMAICstep“Define”isthe“Plan”phase,“Measure”is
the“Do”phase,“Analyze”and“Improve”arethe“Check”phaseand“Control” isthe
“Act”phase.Inthe“Define”phaseoftheDMAICcycle,theresources,scopeandgoals
oftheprojectaredefined.Inthe“Measure”phase,theprocessperformanceisanalyzed
alongwithitsshort-andlong-termcapability.The“Analyze”phasefocusesonchecking
foranypossiblemistakesandtracingtherootcausesofanyarisingproblems.Further-
more,“Improve”phasefocusesonfindingsolutionstotheseproblemsinordertobe
abletoreachthedesiredoutcome.Finally,the“Control”phaseisaboutimplementing
theimprovedprocessintotheorganization.Inadditiontothisprocessimplementation,
it isstandardizedaccordingly tomeetthe ISO9000qualitystandardsofperformance
(Oakland,2014).Withallthesephasesimprovementmodelscanbeplannedtoanylevel
oforganization(Oakland,2014).
2.4.2 LeanOperations
Althoughleanmanagementisstronglydetectedinthemanufacturingindustryitcanbe
appliedtoallindustriesandservicemodels(Trent,2008).Aneffectivesupplychainhas
acontinuousflowofactionswhereeachsteprunssmoothlytoanotherwithoutanydis-
ruptions(Trent,2008).Ifdisruptionsorerrorsarise,theyaffectthecapacityandthrough-
puttimeofthewholecycle.Thismodelcanalsobeutilizedinaprocesscycle.Theactiv-
itiesofaprocessshouldbeorganizedasaclearstep-by-stepflowratethatmatchesthe
demandfromthecustomer(Trent,2008).Asupplychainthatreactstothecustomer’s
pulldemandoperatesbettersincenoproductionhappensunlessthecustomerforecasts
salesorrequestsanoffer(Trent,2008).
29
AsTrent(2008)suggests,akeyactivitytoleanoperationsistoidentifythethroughput
andleadtimesofoperationsandtofindsolutionstoreducetime.Inaddition,thepro-
cess layoutand informationflowshouldbetaken intoconsideration. It iscrucial that
informationflowsfromtheERPandsupportsystemseasilyfortheusersandthatthe
informationisaccurateandreliable(Trent,2008).
2.4.3 Leantoolsandapproaches
Toenhanceprocess improvementacrossorganizationand individuals, theemployees
should have knowledge and access to improvement supporting lean tools and ap-
proaches(Trent,2008).Themostcommonleantooliskaizen,whichtranslatestocon-
tinuous improvement (Trent, 2008). The main action of kaizen is to focus on small
changesintheprocess.Bydoinglittleimprovementsfromtimetotime,theimprove-
mentactionsarereviewedandaccessedcontinuouslyinordertoperformbetter.The
kaizenprocesshasthreesteps,thefirstofwhichistoanalyzeandpreparematerialfor
theactionsthatneedtobeimproved(Trent,2008).Afterpreparation,thekaizenevent
isperformedandtheactionplansaredecidedonwithin the team.To followup, the
improvementmodelistestedandcheckedtoseeifthechangesmadeworkedandcan
beimplementedpermanently.
Toolsrelatedtoprocessdesignarevaluestreammapping(VSM),processmappingand
theuseofaRACImatrix(Trent,2008).Valuestreammapping(VSM)wasfirstdeveloped
forToyotabyTaiichiOhno(Trent,2008).TheideaofVSMistohelpunderstandtheflow
ofmaterialorinformationbyvisualizingit(Rother&Shook,2009).VSMhelpstoidentify
wasteandthesourcescausingwaste(Rother&Shook,2009).VSMprovidesacoherent
frameworkandidentifiesareasofdevelopment(Trent,2008).SimilartoVSMisprocess
mapping and modeling which presents the process as a flowchart (Trent, 2008).
Flowchartsdefineactivitiesandtheirsequenceintheprocesswiththeuseofdifferent
symbolsandlineswhicharestandardizedtorepresentacertainaction.Thestandardized
30
symbolsfollowtheAmericanNationalStandardsInstitute(ANSI)symbolswhicharethe
mostrecognized.ThesesymbolsareshowninFigure3.
Figure3.TheANSIsymbols(Trent,2008).
Trent(2008)arguesthatitiscrucialfororganizationstobeabletomodelprocesses,to
identifywhatprocessestheydependonandwhatprocesseshavethemostpotentialfor
improvement.Processmappingoffersagoodframeworktoidentifythebusinessprocess
showingthepartsofitthatshouldbeimproved(Trent,2008).Processmappingcanalso
bedonewithaswimlanediagram.AswimlanediagrampresentsthesameVSMactivities
byinsertingtheprocessphasesinthecorrectdepartmentlanedefiningthepersonper-
formingtheprocess(Wedgwood,2016).ToclarifythescopeofprocessmappingaSIPOC
modelisagenerallyusedtooltoidentifythesuppliers,inputs,process,outputsandcus-
tomersoftheprocessonahigh-level(Taghizadegan,2013).ASIPOCmodelhelpsinclar-
ifying the key process actions andmeasures that provide value for the stakeholders
(Taghizadegan,2013).
Inaddition toVSMandprocessmapping,aRACImatrixalso reveals theprocessand
identifies the roles and responsibilities of individuals and teams (Trent, 2008). RACI
Operation
Transport Storage
Decision
Inspection/Approval Delay
31
standsforResponsible,Accountable,ConsultandInform.Responsibledefinestheper-
sonperformingtheactionandAccountabledescribesthepersonresponsibleforgetting
theworkdoneontime(CIToolkit,2020).TheConsultedpersonisamentorguidingthe
workwhilsttheInformedreferstothepersonwhoneedstheinformationonthedecision
sincetherestoftheworkdependsontheinformer’sactions(CIToolkit,2020).
Rootcauseanalysis(RCA)identifiesthecorereasoncausingproblemsandtriestofind
solutionsandapproachestosolvingit(Tableau,2020).Byanalyzingrootcausesandfind-
ing the right solutions,RCA tries to systematicallyprevent futureproblems. TheRCA
principlesfocusonthereasonsproblemsariseandithasseveraltechniques,fromwhich
themostcommonarecause-and-effectchartandthe5Whys(Tableau,2020).
Andersen(2007)statesthatthecause-and-effectchartisaclassictoolofTQMthatiden-
tifiesthepossiblecausestoaneffect.Thecause-and-effectchartcanbedisplayedasa
fishbonechartoraprocesschart(Andersen,2007).Thefishbonechartpresentsthemain
categoriesofpossiblecausessuchaspeople,processes,workenvironment,machines
andmethods.Themainissuesareidentifiedunderthemaincategoriesandattheend
ofthe‘fishbone’,istheproblemthatneedstobesolved.Thefishbonechartispresented
inFigure4.
32
Figure4.Fishbonechart(Andersen,2007).
Afishbonechartissimilartoaprocesschartexceptthattheprocesschartaimstoim-
provethebusinessprocessratherthanlookingforcauseandeffects(Andersen,2007).
Processchartsidentifyproblemsandlowperformancelevelsbyhighlightingthem(An-
dersen,2007).Aprocesschartcanbesimilartoafishbonechartbutitpresentsproblems
insteadofcauses.
The5Whysapproachfocusesonfindingdetailedandconciseresponsestoquestions
(Andersen,2007).Toconducta5Whysanalysis,aproblemthatneedssolvingmustfirst
bedetected(Andersen,2007).AnsweringthefirstWhy,identifiesacausefortheprob-
lem.TheanswerofthefirstWhycreatesanewquestionaslongasnonewanswersare
provided.Figure5presents5Whysanalysis.
Maincategory Maincategory
Maincategory Maincategory
Problemtobesolved(effect)
Cause Cause
Cause Cause
Cause Cause
Cause Cause
Cause Cause
Cause Cause
33
Figure5.The5Whysanalysis(Andersen,2007).
The5Whysapproachcanbecombinedwithcause-and-effectanalysistodiagnoseeach
factorandtodeterminetherootcauseforthatissue(Andersen,2007).Tofindthereal
root cause, it usually requires at least fivewhys (Andersen,2007).A SIPOCmodel, a
swimlanediagramandaVSMmatrixwillbeimplementedintheresultschaptertoana-
lyzethecurrentstateoftheprocessandtodefinethemostimportantareasofimprove-
ment.
Problem:Lowlevelofworkinprogress
Why?Maintainnostockoffinishedgoods.
Why?Shortmanufacturingtime.
Why?Runsmallbatches.
Why?Frequentdeliveriesfromsuppliers.
Why?Goodrelationshipswithcustomers.
34
3 Methodology
Thescopeofthisresearchwerespotsales(unplannedsurplusfromproduction),which
weredeliveredbyvesselandoperatedfromtheFinlandandEuropeofficewiththeuse
oftheCIFincotermswithinthetimeframeofMay2018toSeptember2019.Thisscope
waschosenbecausethemajorityofthedeliveriesaretransportedoverseasbyvessels
whichcancarrylargequantitiesatonce.Additionally,theCIFincotermswaschosensince
fromthesurplussalestheCIFsalesrepresented76%ofallspotvesseldeliveries.
Theresearchwasconductedasamixofquantitativeandqualitativemethodsinorder
togainamorecomprehensiveoverview.Basedonthedatacollectedthroughthedataset
and interviews, thereasons forcertainbottlenecksorerrorsoccurring in theprocess
couldbediscovered.Thequantitativeanalysiswasbasedondatareceivedfromthecase
company’sERPsystemduringthetimelineoftheresearch.Consequently,whateverthe
quantitativedatahighlightedasabottleneck,wasthenexaminedwithmethodsofqual-
itativeanalysis.Astheprocesswassplitintotrader’sactions,operator’saction,pricing
specialist,accountingspecialist’sactionsandharborspecialist’sactions,theinterviews
wereconductedseparatelywitheachdepartmentinvolvedintheprocess.Inadditionto
thequantitativeandqualitativedata,aVSMworkshopwasconducted,inwhichthecur-
rent state of the process was assessed and improvement areas were identified.
3.1 Quantitativedata
The quantitative dataset consisted of all data entered to the company’s ERP system
withinthetimeframeoftheproject.ThecasecompanyusesSAP,Allegroandaprocess
miningtoolcalledCelonis,whichvisualizestheirbusinessprocessesandperformance.
BylimitingthedatasettoallspotsalesdeliveredbyvesselwiththeCIFincoterms,the
datasetconsistedof249cases.Thetimerangeofthedatawasfromthe1stofApril2018
tothe30thofSeptember2019.
35
Theaimofthequantitativeresearchwastoanalyzethecurrentprocessflowandwhat
defectsarisefromthedata.Thedefectsandbottleneckswereanalyzedbyassessinglong
leadtimesandrepeatingactivitiesthatleadtoreworkoradditionalwork.Themainchal-
lengesfoundfromthedatawereassessed incloserdetailandbroughtupduringthe
interviews.
3.2 Qualitativeinterviews
Thequalitativepartofthestudywasconductedbyinterviewswiththespecialistsoper-
atingindifferentteamsandphasesoftheO2Cprocess.Theinterviewswereconducted
bydividingtheprocessintosixphasesandresponsibilities:traderresponsibilities,oper-
ationsspecialistresponsibilities,pricingspecialistresponsibilities,logisticsspecialistre-
sponsibilities,harborspecialistresponsibilitiesandinvoicingspecialistresponsibilities.
Fromeachprocessphase,betweenoneortwospecialistswereinterviewed.Theinter-
viewswereconductedinFinnishasitwasthenativelanguageofallinterviewees.The
interviewswereone-to-oneandtwo-to-oneaswellasconductedeitherfacetofaceor
byameetingcall.
Thereasonwhytheprocesswasdividedtosixdifferentphaseswasthataccordingtothe
quantitativedatathemajorbottlenecksareintheareaofpricingbillingblocks,logistics
ticketingandinvoicesthatneedcancelling.Theaimoftheinterviewswastofocuson
theseactivitiesandcomprehensivelyinvestigatetheeffectivenessoftheprocessindif-
ferentteams.
Theinterviewquestionsfocusedonidentifyingthebottlenecksoftheprocess.Further-
more,theyinvestigatedthecausesforthedefectsorreworkintheO2Cprocessinorder
tounderstandtheirimpactontheprocess.Theaimoftheinterviewquestionswasto
findexplanationsthatclarifythebottlenecksidentifiedinthedata.Thequestionnaire
wasthefollowingandtheyarealsoattachedtoAppendix1.:
36
- Whatarethechallenges(bottlenecksanddefects)ofthecurrentprocess?What
causesthese?
- Howarethedefectshandledandresolved?
- Arethereanyextrafeaturesorreworkthatincreaseoraffectyourworkload?
- Arethereanyactivitiesinyourjobthatrequireguidance/information/permis-
sion fromacolleaguebeforeyoucanget started? If yes,who/whomarecon-
tactedforfurtherinformation?
- Whatwouldyouchange/developinthecurrentprocess?
Theinterviewswereexecutedinanirregularordertogainasmuchinformationaspos-
sible.Theinterviewresultswereusedalongwiththequantitativedatatounderstand
thechallengesofthecurrentO2Cprocess.Moreover,theknowledgegatheredfromthe
quantitativeandqualitativestudyprovidedaviewpointfortheissuestobediscussedin
theVSMworkshop.
3.3 Workshop
Theworkshopconsistedofthecurrentprocessassessmentandanalysis.TheO2Cpro-
cesswasgonethroughfromstarttofinishbyvaluestreammappingalloftheactionsin
accordance to thescopeof the thesis.Thepeopleparticipating in theworkshophad
knowledgeoftheO2Cprocessasawholeandsomeparticipantswereexpertsinacer-
tainprocessarea(e.g.operationsspecialist).Theaimoftheworkshopwastomapall
activitiesoftheprocessfromtheviewpointofleadtimeandrework.Consequently,the
aimwastolocateissuesaffectinglongleadtimesandreworkaswellasdiscoveringareas
ofimprovementintheprocess.
37
Priortotheworkshop,thequalitativedatawasanalyzedalongwiththeinterviewresults
whichprovidedadditionalinformationfortheworkshop.Inordertomeasuretheactiv-
itiesandimprovementareasintheworkshopsomemetricswereneeded.Thechosen
metricsweretheleadtimeofactivitiesandinformationflow(doingthingsrightthefirst
timeandavoidingrework).
Sincetherewerevariousimprovementareas,onlythemostimportantoneswerehigh-
lightedandprioritized.Asthisworkshopfocusedonlyonthecurrentstateoftheprocess,
theimprovementareaswerechosenforafutureimplementationplanthatcanbeiniti-
atedoncethisthesishasbeenpublished.
38
4 Results
ThissectionreviewsthecurrentO2Cprocessmanagementinthecasecompanyandthe
resultsof thestudyconducted.Moreover, thequantitative,qualitativeandworkshop
resultsareassessedanddiscussed.Thequantitativeandqualitativedatafocusedonan-
alyzingthebottlenecksanddefectsoftheO2Cprocess.Consequently,theVSMwork-
shopwasconductedbasedonthetheoreticalframeworkandtheaimofthemethodwas
tomapthecurrentstateoftheprocessandtoshowcasetherootcausesoftheproblems.
Basedonthediscussionsomerecommendationsareprovidedforthecasecompany.
4.1 CurrentO2Cprocessmanagement
TheO2Cprocessmanagement inthecasecompanyfollowsthestepsaspresentedin
figure6(CaseCompany,2020):
1. Thetradernegotiatesasalewithacustomerandasalescontractisagreedon.
2. Thecontractteamformstheaforementionedsalescontractaccordingtothesale
agreed.Thetrader,thelegaldepartment,theoperationspecialistandthecus-
tomercommentonthecontractuntilitisacceptedbyallparties.
3. Oncethesaleisagreedon,thetraderinsertsthesaletotheAllegrosystemand
thecomplianceteamchecksthesales.
4. Whenthecompliancecheckisdone,theoperatorstartsworkingwiththesale
andaddsinformationtotheSAPsystem.Theoperatorcreatesacontractanda
salesorderforthedealandasksthelogisticsspecialisttocreateanominationfor
thedeal.
5. Oncethenominationiscreated,theoperatorchecksitandaddsadditionalinfor-
mationsuchasdemurragesandinspectorinformation.
6. Theoperationsspecialistinformsthepricingteamaboutthedealandthepricing.
Thentheyensurethatthepricingisinaccordancetothecontract.
7. WhenalldataiscorrectinSAP,theoperatorinformstheinternalandexternal
stakeholdersaboutthedeal.
39
8. Theoperationsspecialistcreatesanominationforthecustomerwhichconfirms
whatproduct(s)willbedelivered,inwhatquantity,whereandwhen.
9. Additionally,aninspectorisappointedtomakesurethequantityandqualityof
thegoodisasagreed.
10. Theoperation specialist creates instructions for loading relatedactivities. The
harboroperators’andthevesseloperators’areinformedabouttheproductto
bedelivered,howmuch,where,whenandtheinspectorsactions.Theseinstruc-
tionshavetobesentprior to loading inorder toassurethateveryoneknows
whattodo.
11. Oncethenominationsandinstructionsarecompleted,sentandconfirmed,the
salesorderisreadyforloading.
12. Loadingishandledbytheharborspecialistsandtheytakecareofthepaperwork,
practicalarrangementsandsupervisetheloadings.
13. Oncetheloadingisdone,theharborspecialistactualizesaticketintoSAPinform-
ingthatloadingiscomplete.
14. OncetheticketactualizationisenteredintoSAP,thesystemautomaticallycre-
atesactionssuchas“Createdeliveryitem”and“Postgoodsissue”toinformthat
theownershipof thegoodshasbeen transferredand thegoodsare released
fromtheinventory.
15. Theharborspecialistsendstheoriginalcargodocumentstotheoperationsspe-
cialist.
16. Dependingonthesale,theordermighthaveabillingblockinordertoavoidin-
correctinvoicessenttothecustomer.Dependingonthebillingblocktype,the
operationsspecialistandpricingspecialistcheckthatthepricing,quantities,and
dataarecorrectbeforereleasingthebillingblock.
17. Oncethebillingblockhasbeenreleasedtheorderisreadytobeinvoiced.The
invoiceiscreatedautomaticallyandsenttothecustomer.
18. Oncethecustomerpaystheinvoice,theaccountingdocumentismatchedand
clearedandtheO2Ccycleiscomplete.
40
O2Cprocessphases
Supplychain planners andshipping inform thetrader that acertain product needs tobe sold
inacertain window
Negotiating with the potential customer
Agreeingonthesales
NewcustomerinformationisenteredtotheMasterData
Compliancecheck
Salescontractcreationandcommentingbeforethefinalcontract
TraderinsertsthedealtoSAP
OperatorentersacontractandasalesordertoSAP
OperatoraskspricingtobeenteredtoSAPandnominationtobecreated
Operatorchecksthenomination
Operatorcreatesanominationforthecustomerandinstructstheharbor,vessel
operatorsandinspectionclerks
Loadinginharborsupervisedbytheharborspecialist
TheharborspecialistcreatesatickettoSAP,whichindicatestheloadedquantity,datean
time.
Theownershipoftheproducttransferstothebuyer,aninvoiceiscreatedautomaticallyand
senttocustomer
Theinvoiceissettledandtheaccountingdocumentiscleared.
Figure6.TheO2CprocessphasesandtheflowofactionsintheSAPsystem(AdaptedfromCaseCompany,2020).
Figure6presentstheO2CprocessphasesandtheflowofactionsintheSAPsystem.In
additiontothesystemsteps,otherpartsoftheprocessare;salenegotiationsbetween
thetraderandcustomer,additionofpossiblenewcustomerinformationintotheMaster
Datasystem,compliancechecks,contractcreationandinstructingtheloadingactivities
O2Cprocess intheSAPsystem
Create trade position
Create contract item
Releasecontract
Create sales order item
Create nomination item
Confirm nomination item
Actual loading
Actualize ticket
Create delivery item
Postgoods issue
Releasebilling block
Create invoice item
Clear accounting document
41
arepartof theprocess.Table2presents theO2Cprocessperformersandtheirmain
responsibilitiesinmoredetail.
Table2.TheO2Cprocessperformersandtheirresponsibilities(Adaptedfrompersonalcom-municationswithinterviewees,February,2020).
Team/Individualperformingtheprocess Mainresponsibilities
Trader Receives information about product surplusand when it could be delivered. Cooperateswith the supply chain planners and shippingdepartment. Based on that information, thetradernegotiatesthesalewiththecustomer.
Compliance Monitorsoperationalandfinancialrisk,makessurethelegalregulationsarefollowed.
Contractteam Createsacontractandsendsitforcommentsfromthetrader,legaldepartment,operationsspecialistandcustomer.
Operationsspecialist An operations specialist is a connection be-tween theexternaland internal stakeholdersand ensures that the sale is carried out asplanned. The operations specialist should beawareofalltheactivitiesthroughoutthepro-cess.TheoperationsspecialistentersdataintoSAPandinstructsthestakeholdersonhowtooperatewiththesales.
Pricingteam Enter the pricing data into SAP, monitor thepricesonsalesandmakesuretheyarefulfilled.
Logistics/SupplyChainManagement Creates the nomination item into SAP andplansthecargomovements.
Harbor Takescareof thepracticalarrangementsandpaperwork in the harbor. Daily planning andmonitoring of the loadings. Creates a ticketintoSAP,which includes the loadedquantity,dateandtime,aftertheloadingisdone.
Invoicing Managesdailyinvoicingactivities,conductserrorinvestigations,handlescancellationsandre-invoicing,takescareofcheckingin-voicedetailsandmanagesaccuratefiling.
AccountsReceivables Checksthat the invoice ispaid,matches it totheinvoiceitemandclearsthedocument.
42
TheO2Cprocesshasaclearstep-by-stepdesignthatallcasesshouldfollow.However,
thedesignisnotalwaysclearandreworkorerrorsoccurintheprocess.Forexample
(5),commonerrorsthatthecasecompanyfacesareerrorsindata.Errorsindatacan
causemisunderstandingsintheharborandtheloadingmightnotgoasplannedorin-
correctinvoicesaresentthatneedtobecancelled.Figure7presentsanexampleofa
casewhereavarietyofO2Cprocessproblemscanbeseen.
43
Figure7.AnexampleoftheO2Cprocess(CaseCompany,2020).
Thisexampleshowcasesseveralareasinwhichreworkoccurs.Oncetheloadingactivity
iscomplete,theactualizedtickethasinadequatedataanditneedstobereversedand
Createtradeposition
Createcontractitem
Releasecontract
Createsalesorderitem
Createnominationitem
Confirmnominationitem
Actualloading
Actualizeticket
Reverse ticket
Actualizeticket
Createdeliveryitem
Postgoodsissue
Releasebillingblock
Createpreliminaryinvoiceitem
Createaccountingdocument
Createdifferentialinvoiceitem
Updatebillingblock
Cancelinvoiceitem
Releasebillingblock
Createdifferentiallinvoiceitem
Clearaccountingdocument
44
actualizedagain.Afterthepreliminaryinvoiceisgeneratedandcleared,thedifferential
invoiceisgeneratedandthebillingblockisupdated.However,thereisstillinadequate
dataasthedifferentialinvoiceiscancelled.Laterthebillingblockisreleasedandanew
differentialinvoiceisgeneratedandfinallycleared.Inthiscase,reworkwaspresented
inticketactualization,billingblockupdating,cancelinginvoicesandre-invoicingactivi-
ties.
4.2 Quantitativeresults
Thedatasetconsistsof249salescases.Thesecasesinclude30differentcustomersand
38differentproductstransportedto71differentlocations.Fromthe30customers,the
majorityof thedeliveries,withall coveringover10%of thedeliveries,wasbetween
threecustomersby22%,11%and10%.Fromalloftheproductstherewerethreemain
producttypeswhichconstitutedthemajorityofdeliverieswith19%,12%and8%ofthe
totalrespectively.Fromallofthelocationsthemajorityofdeliverieshavebeendelivered
totheARAregion(Amsterdam-Rotterdam-Antwerpen)andtheBalticSeaarea.These
locationswerethebusiestduringthetimeperiod.
Thedatasetrevealsthatareasofreworkandextraactivitieswerethefollowing:
1. manualfieldchangestosalesorders,
2. cancelledinvoicesdebitedbycreditinvoices,
3. releasingandupdatingthebillingblockand
4. reverseticketing.
Thefollowingfigureswillshowtheseactionsinmoredetail.
Activitycount
Figure8showstheactivitycountofeachprocessphasewithinthe249cases.Figure8
showsthedifferentactivitiesonthex-axisandtheamountoftheactivitiesmadeonthe
y-axis. The letters in the brackets refer to possible preliminary or differential invoice
items.
45
Figure8.Activitycountofeachprocessphase(CaseCompany,2020).
Thefigurerevealsthatthebillingblockwasreleased412times,meaningthatthereare
lotsofcaseswherethebillingblockwasreleasedmorethanonce.Itcanbeconcluded
thatreleasingbillingblock,clearingaccountingdocumentandactualizingticketwerethe
mostfrequentactivities.Figure9statestheamountofactivitiesdoneinaccordanceto
salesordersmadethatmonth.
46
Figure9.Activitycountinaccordancetosalesorderspermonth(CaseCompany,2020).
InSeptember2019,therewere20salesordersdoneand442activitieswereexecuted
forthem.Theactivitiescountedincludedallthedifferentcategories(e.g.createsales
order,createnominationitem)andthenumberoftimesitwasperformed.Asthenormal
systemprocessflowhas13activities(Figure6),20salesorder itemswouldhave260
activities(20salesordersx13activities=260activitiesalltogether).Itcanbeseenthat
comparingthe260activitiesto442activities,thereare182additionalactivities.
Changesmadetothesalesorderitems
Thedatasetrevealsthatinmostcasesthedataisnotinitiallycorrectorreliablewhenit
is inserted into the systems. Figures 10 and 11 show statistics on the manual field
changesmadetothesalesorders.Achangewascountedwheneveramodificationwas
madeandsavedtothesalesorder.Intotal,3000changesweremadeinthe249cases
analyzed.Anaveragemanualchangeforonesalesorderwas12changes.Figure10de-
scribestheamountofchangesinsalesorderswithinthelimitsprovided.
47
Figure10.Manualchangecountoccurrences(CaseCompany,2020).
Forthemajorityofthecases,salesorderswerechangedbetween1-16times.Only23
salesordershad1-4changesmade,and60salesorderswerechanged7-10times.How-
ever,somechangesarenecessaryandneedtobemade.Forexample(6),thepriceneeds
tobeupdatedinthesystemoncetheoperationsspecialisthascreatedthecontractand
salesorder.Thus,thatcountsasamanualfieldchange.Figure11statesmonthlythe
amountofmanualchangesdonetothesalesorders.
48
Figure11.Amountofmanualfieldchangesinaccordancetothesalesorderamount(CaseCompany,2020).
Figure11showcasesthecountofsalesordersontheleftaxisandthecountofmanual
fieldchangesontherightaxis.Asthemanualfieldchangecurveshows,allsalesorders
arechanged.DuringNovember2018,December2018andSeptember2019thechange
countwasthehighest.Figure12showsthetrendofmanualfieldchangespersalesor-
ders.
49
Figure12.Manualchangesmadepersalesorder(CaseCompany,2020).
AccordingtoFigure12,inSeptember2019,onaverage15.45manualchangesweredone
peronesalescase.ThemanualfieldchangecurvesinFigure11andFigure12clearly
showthat in thosetimeperiodswhentherehavebeena lotofmanualchanges, the
businessmodelhaschangedbyexpandedoperations.Accordingtothecasecompany
(2020),inOctober2018theoperationswereunifiedwithEurope’sofficeoperationsby
creatingamutualprocessaltogether,exceptthatoperationsspecialistsarestillseparate
inbothlocations:inFinlandandinEurope.StartingfromOctober2019,anewproduct
categoryoperationwasalsounifiedandtherisingamountofchangesreflectsthechange
whichoccurredinthebusinessmodel.
Billingblockrates
Accordingtothedata,thebillingblockrateinallofthecaseswas97%meaningthat
only3%ofthecasesdidnothaveabillingblock.Thefollowingfigurespresentbilling
blockratesandcounts.ThebillingblockrateofallthecasesisshowninFigure13,the
ratewasunder100%forafewmonths,only.
50
Figure13.Billingblockrate(CaseCompany,2020).
AsFigure13shows,thebillingblockratewasunder100%inSeptember2018,October
2018,November2018,January2019,March2019andSeptember2019.Thenextfigure
showsthenumberofthebillingblockactivitiesdoneonaverageeachmonth.For in-
stance, inApril2018therewasonesalesorderanditsbillingblockwasupdatedfour
times.Onaveragetherewere2.8billingblockupdatesmadeperonesalesorder.
51
Figure14.Averagebillingblockcount(CaseCompany,2020).
Figure15presentsthebillingblockoccurrencesofthesalesorders.Itshowcasesthat
themajorityofcaseswereonlyonceheldinbillingblockbutalsoupdatingthebilling
blockthreetimeswascommonforonecase.Onlyeightsalesorderswerenotheldat
billingblockatall.
Figure15.Billingblockcountoccurrences(CaseCompany,2020).
52
Thebillingblockfiguresstatethatthisiscertainlyonebottleneckoftheprocess.Almost
allcasesareheldinthebillingblockhavinganeedtobemanuallyreleasedbeforethe
invoicingcanbeexecutedautomatically.Billingblockswereoneoftheaspects inthe
interviewswithpricingspecialists.Theaimwastofindoutthereasonforsalesorders
neededtobeheldinblocksmanuallywhichevidentlyslowsdowntheirworkprocesses.
Reverseticketcount
Areverse ticketingactivity isdone if theactualized tickethas inadequatedatawhich
needstobecorrected.Reverseticketingmeansthattheticketisrevokedandanewone
iscreated.Accordingtothedata,inmostcasesnoreverseticketwasneeded(202cases),
butinsomecasestheticketwasreversedonce(38cases)ortwice(9cases).Thisisshown
inFigure16.
Figure16.Reverseticketingtimes(CaseCompany,2020).
Figure17showsthenumberofreverseticketactivitiesmademonthly.Thecountofre-
verseticketsisanaverage.InApril2018,therewasonesalescaseinwhichtherewas
oneprocessofreverseticketing.
53
Figure17.Averagereverseticketingmonthly(CaseCompany,2020).
Itcanbeseenthatfromallofthecases,reverseticketingactivitiesweredonefor23%
ofcasesandmostlyonce.Thesereasonswillbediscussedinthesection4.3.astheother
informationcollectedfromtheinterviewsareaddressed.
Creditinvoicerate
Creditinvoiceisanincorrectinvoicewhichneedstobecancelled.Fromallofthe249
casestherewere600invoiceitemscreatedandallinall,thecreditinvoicerateofthe
caseswas46%.Figure18showstheamountofsalesorderspermonthandthenum-
berofthosesalesorderinvoicescredited.
54
Figure18.Creditinvoicerateofthesalescases(CaseCompany,2020).
InSeptember2019,therewere20salescasesfromwhich70%werecancelledwitha
credit invoice (14credit invoicedcases).Thisdataalsoshowswell thetimeframethe
operatingbusinesshasbeenchangedbytheintroductionofanewsalesofficeoranew
productcategory.Oneexplanationforthehighamountofcreditedinvoicescouldbethe
newoperationswhicharebeingexecuted first time leading toerrorsoccurringmore
oftenthanusual.Theissueoftheamountofcreditinvoiceswasaddressedintheinter-
views.
55
4.3 Qualitativeresults
Theinterviewswereconductedface-to-faceorbyameetingcallwithspecialistsoperat-
ingindifferentresponsibilitiesintheO2Cprocess.Asasummary,ninespecialistswere
interviewedandtheywereheldeitherasone-to-oneortwo-to-onepersonalcommuni-
cations.Theinterviewswerecarriedoutafterstudyingthequalitativedatainorderto
understandwhatweretheareasofreworkandchallenges.Theaimofthequestionnaire
wastofindexplanationsdescribingthebottlenecksidentifiedinthedata.Furthermore,
theinterviewquestionsstudiedthecurrentchallengesoftheprocessgivingguidancein
thewayaheadforthedevelopmentoftheprocess.
TheTrader
Tradercooperateswiththesupplychainplannersandshippingdepartmenttoreceive
informationaboutthesurplusproduct.Oncethetraderhasenoughinformationabout
theproduct,thesalesisnegotiatedwiththecustomer.Thetraderstatedthatoneofthe
biggestchallengesisthatasthesespotsalesarerapidandneedtobesoldquickly,one
mightnotevenknowtheexactqualityoftheproduct.Thiscanleadtolostrevenue,since
thevalueoftheproductincreasesdependingonthequality.AnotherissueistheAllegro
systemprocess.TheAllegrosystemgathersthedataofthedealandintegratesittoSAP.
ThetraderentersthedealtoAllegroandalltheinformationshouldflowtoSAP:tothe
contract, sales order and nomination. For unexplained system reasonsAllegro is not
workingproperlyandtheinformationisnotflowing.(Trader,personalcommunication,
February13,2020)
Thetraderhighlightedthatasanareaofdevelopment,theoperationsspecialistscould
takepartincommercialactivitiesbydoingsomekindofamarketresearchofthepoten-
tialcustomers.Itwasalsomentionedthatthephysicalcapacityoftheharborislimited
asonlyafewvesselscancarrycertainproductstocertainareas.Furthermore,thetanks
intheharborareaarealsolimitedandproductscannotbestoredforprolongedperiods
oftime.Byhavingmoreoperatingvesselsandtanksthesaleswouldnothavetobedone
rapidly. Lastly, the trader also underlined that the information flow throughout the
56
wholeprocessshouldalsobeimproved.(Trader,personalcommunication,February13,
2020)
TheOperationsspecialists
Theoperationsspecialistscooperatecross-functionallywithinternalandexternalstake-
holdersaswellasensurethatthesaleiscarriedoutasplanned.Theoperationsspecial-
istsarguedthatthecomplianceteamhasacrucialrole intheprocess.Spotsalesare
rapidandtheloadingscanevenoccuronthesameday,thefastercomplianceapproves
thedeal,thefastertheoperationsspecialistsgeteverythingundercontrol.Eventually,
theticketingcancausechallengesiftheharborcannotentertheloadingdetailstothe
systemandtheoperatorneedstoresolvetheissueanddotheticketing.Consequently,
thiscausesdelaysintheprocess.Additionally,ifthereisincorrectdatainSAP,thein-
voicingwillnotbeaccuratemeaningthattheoperationsspecialisthastohavethesales
onthebillingblockinordertocheckthedatabeforetheinvoiceiscreated.However,
sometimesthe invoicestillneeds tobecancelledandre-invoicedandtheoperations
specialistisinchargeofmanagingtheseactionswiththepricingandinvoicingteam.(The
Operationsspecialists,personalcommunication,February11,2020)
Theoperationsspecialistshighlightedthattheywouldliketoseedevelopmentinareas
ofrolesandresponsibilities,fasterdecisionmakingincomplianceandflexibilityinac-
tions.Duetothefactthatcurrentlyeverythingneedstohappenattheprecisemoment
thecasedropstotheoperationsspecialist’sdesk.Additionally,theoperationsspecialists
feltthattheycouldbenefitfromincreasedvisibilityininvoicingactionsastheyneedto
beawareifaninvoiceiscancelledandgetinformationofthepriceoftheinvoice.(The
operationsspecialists,personalcommunication,February11,2020)
ThePricingspecialists
Thepricingspecialistsensureandmonitorthatthepricingdataiscorrectinthesystems.
ThepricingspecialistshighlightedthatAllegrosystemcausesthemextraworksinceitis
notfunctioningproperly.Therefore,theyneedtomanuallyaddthepricingdata,monitor
57
andcheckonadailybasisthatthepricesaresetaccordingly.Stillsomeinvoicesneedto
becancelledandthepricesfixedforthere-invoicing.TheyarguedthatiftheAllegrosys-
temwouldworkasintended,theirmajorchallengeswouldberesolved.(ThePricingspe-
cialists,personalcommunication,February12,2020)
TheLogisticsspecialist
Thelogisticsspecialistcreatesthenominationkeyandparticipatesintheoverallplan-
ningofthecargomovementsandprioritizationofthecargoes.Thedailyoperationsare
mainlyfocusedonmanagingoperationalplanningandthecreationofnominations.If
changesarise,thenominationisupdatedaccordingly.However,thelogisticsspecialist
underlinesthatthephysicalcapacityoftheharboriscrucialwhichaffectsarisingbottle-
necksintheprocess.Thepiersandtanksarelimited,thushavinganeffectonrapidspot
on sales when the timeframe of action is so limited (1-2 days) to sell and load the
cargo.(TheLogisticsspecialist,personalcommunication,February19,2020)
Thelogisticsspecialisthighlightedthatonekeydevelopmentareaisthephysicalcapacity
oftheharbor.Additionally,itwasstatedthatimprovingthesystemandgivingvisibility
tootheractivitiesinthesystemwouldalsoimprovethecurrentwayofworking.(The
Logisticsspecialist,personalcommunication,February19,2020)
TheHarborspecialist
Theharborspecialisttakescareofallthepracticalarrangementsandpaperworkinthe
harbor.Theharborspecialistindicatedthatthemainchallengewithinthedailyopera-
tionsisthattheinformationdiffersbetweenthesystem,instructionsandinspector’sac-
tions.Tobesurewhattodo,theharborspecialistneedstocontacttheoperationsspe-
cialist.Inaddition,alsothecapacityandequipmentofthevesselscreatechallengesas
thereareonlyafewdifferentsizedpiersandtheharborisverybusyatcertaintimes.
Thelimitedphysicalcapacitymightcausedelaysinthewholeprocess.(TheHarborspe-
cialist,personalcommunication,February14,2020)
58
Theharborspecialisthighlightedthefactthatreworkhappensmainlyduetoinadequate
andinaccurateinformation.AlsoduetoSAPsystemerrors,theprocessofactualizingthe
ticketmightnotgothroughandinthatcase,theoperationspecialistresolvestheissue
anddoes the ticketingwhichalsocausesdelays.Theharborspecialist suggested that
somedevelopmentareascouldbeimprovingthephysicalcapacityoftheharbor(num-
berofpiers,vesselsandtanks)andimprovingtheinformationflowoftheprocess.(The
Harborspecialist,personalcommunication,February14,2020)
TheInvoicingspecialists
Theinvoicingspecialistsensuredailyinvoicingactivitiessuchas,checkinginvoices,can-
cellationsandre-invoicing.Theinvoicingspecialistsunderlinedthefactthatnearlyhalf
ofthespotvesselsalesinvoicesarecancelledandthatisamajorworktaskfortheteam.
Also,inthecaseofdealshavingaprepaymentmodel,thismeansmoremanualworkfor
theteam.Theinvoicingteamhighlightsthatinadequateandincorrectdatacausescan-
celledinvoices.Additionally,theexcessiveamountofmanualprocessesandthedepend-
encyofotheractionsarethebottlenecksfortheteam.(TheInvoicingspecialists,per-
sonalcommunication,February11,2020)
Theinvoicingspecialistsstatedthattheywouldliketohaveimprovedcommunication
betweendifferent teamsandmoreautomatedprocesses.Additionally,anoverall im-
provementintheprocessbydoingthingsrightthefirsttimewiththerightinformation
wasbroughtup.Theyalsofeltthattheyareverydependentonothersintheirworkand
thatisthereasonforaneedtoimprovecommunication.(TheInvoicingspecialists,per-
sonalcommunication,February11,2020)
Theinterviewsrevealedthatthemainchallengesofthecurrentprocesswerethesystem
errors(Allegrosystemdoesnotfunctionasitshould),thephysicalcapacitylimitations
oftheharbor,incorrectinformationandlimitedvisibilitytoactionsperformedbyothers.
Theinterviewshighlightedthatthesechallengescauseadditionalmanualwork.Itwas
59
underlinedthatbettercommunicationandunderstandingofrolesandresponsibilities
wouldimprovetheprocess.
4.4 Workshop
TheworkshopwasheldinordertomapthevaluestreamofthecurrentstateoftheO2C
process.Theprocesswasmappedfromthemomentthetradersellsasurplussaletothe
pointwhenthecustomerpaystheinvoice.Theworkshopwasconductedwiththeuse
ofonlineworkshoptoolJamboardwhichmadeitpossibleforallparticipantstojoinand
addstickynotestothecanvas.Theparticipantsoftheworkshopwereasfollowed:
- aO2Cprocessowner,
- anoperationalexcellencemanager,
- adevelopmentmanager,
- anoperationsspecialist,
- apricingspecialistand
- aninvoicingspecialist.
Theparticipantsconsistedoftheoperationalexcellenceteamandthesomeofthekey
performersoftheO2Cprocess(e.g.operationsspecialist,pricingspecialistandinvoicing
specialist).Theworkshophadverygoodparticipationandalloftheaspectsofthepro-
cesswerecovered.TheworkshopwasstartedbypresentingtheSIPOCmodeloftheO2C
processfollowingwiththevalidationofthescopeoftheVSM.TheSIPOCmodelisshown
inFigure19(attachedalsotoAppendix2.).
60
Figure19.ASIPOCmodeloftheO2Cprocess.
TheSIPOCmodeldescribestheO2Cprocessscopebyappointing(a)thecasecompany,
(b)thesupplychainmanagementplannersand(c)thetradersasthesuppliersofthe
process.Theinputsoftheprocessare(a)thedealdataandtherecapprovidedbythe
trader,(b)thedealdetailedinformationprovidedbytheSCMplannersand(c)thecus-
tomerorder.Theprocessphasesaretheactionstomanagesalesandcargorelatedac-
tivitiesuntiltheinvoiceissettled.Consequently,(a)thedelivery,(b)allinstructionsand
documentation,aswellas(c)thecustomerinvoicearetheoutputsoftheprocess.The
customeroftheprocessisthefinalcustomerreceivingthegoods.Afteragreeingonthe
processscopemadewiththeSIPOCmodel,theprocessactionswerediscussedwiththe
swimlanediagramwhichpresentedtheresponsibilitiesofeachactionoftheoperation.
Italsocontainedtheorderoftheactionsfollowingeachother.Theswimlanediagramof
theO2CprocessisshowninFigure20(attachedalsotoAppendix3.).
62
Theswimlanediagrampresentstheprocessactionsbytheperformer.Therowsshow
theperformerprovidingalso informationoftheprocessflowsbetweendifferentper-
formersandwhichactionsfolloweachother.Theprocessisdividedtothefollowingpro-
cessperformingdepartments:
- Production,
- Trader,
- Contractteam,
- Pricingteam,
- SupplyChainManagement,
- Harbor,
- Inspector,
- Invoicingteam,
- Customerand
- AccountsReceivables.
Theswimlanediagramshowcasestheprocessstartingfromtheproductionbysurplus
productandtheproductionplannersinformingthetraderabouttheproduct.Oncethe
salehasbeennegotiated,preparedandmanaged,theswimlanediagramendswhenthe
customerhaspaidtheinvoiceandtheAccountsReceivablesteamsettlestheaccounting
document.Oncetheworkshopparticipantsagreedthattheswimlanediagramwascor-
rect,thenexttaskwastoinitiatemappingthecurrentstateoftheprocess.Theoutput
oftheworkshopisshowninthefollowingFigure21.
63
Figure21.VSMworkshopoutput.
Thevaluestreammappingofthecurrentstatewasconductedbystartingfromthebe-
ginningof theprocess anddiscussing all theprocess phases, information flow,man-
ual/automationrateandthepossiblechallengesofthephases.Aroughprocessflowof
thebasicphaseswasmappedbeforehandaccordingly:
1. surplusfromproduction,
2. tradernegotiatingthesalewiththecustomer,
3. dealtoAllegrosystem,
4. compliancecheck,
5. contractcreation,
6. datatoSAP(contract,salesorder,pricing,nomination),
7. documentaryinstructionsandnominations,
8. qualitycheckattheharbor,
9. loading,
10. ticketactualizationanddocumentation,
11. invoicecreationand
12. settlingoftheaccountingdocument.
64
Duringthemappingoftheprocessalotofissuescameupandtheseissueswerehigh-
lightednexttotheactivitybydescribingtheproblemandtheeffectsoftheissue.The
discussionwasfruitfulandprovidednewinsightstotheprocess.Lastly,themainissue
areaswerehighlightedtogether.Figure22showstheVSMchartwhichwastranscribed
aftertheworkshop(attachedalsotoAppendix4.).
Figure22.VSMoftheO2Cprocess.
AsFigure22shows,therewereseveralissuesthatwerebroughtupinthediscussion.
Theseareindicatedwiththebluecloudsandtheirconsequenceswiththereddiamond
shape.Themainissueswere:
1. TheAllegrosystemisnotfunctioningasitshould.Theinformationdoesnotflow
correctlyfromthatsystemtoSAP.
2. ThecomplianceteamislocatedattheEuropeanofficeandreceivingquickre-
sponsesmightbechallenging.Thesalesmightbedonelateinthenightwhich
65
causesdelays,rushandinflexibilityintheactivities(especiallythoseoperations
dealtfromFinland’soffice).
3. ThepricingneedstobemanuallycheckedandaddedforeachsaleasAllegro
cannotbetrusted.Thepricingalsoneedstobecheckedwhenthebillingblockis
releasedandreadyforinvoicing.Bothofthesephasescauseextrawork,delays
anderrors.
4. The invoicingteamneedstogothroughmanuallyall those invoice itemsthat
werenotautomaticallycreated.Incorrectandinadequatedataisthemainrea-
sonfortheerrors.Additionally,somepaymenttermsmightcauseerrorsinthe
invoicingprocessastheinvoiceiswaitingforthepaymenttermtobecompleted
forinvoicing.Thiscausesdelaysandresultsindelayedmoneytransactionsboth
ways.
5. Also, the problems with information flow causes delays. In case a customer
wouldreceiveanincorrectinvoiceandwouldliketocheckthepricingtheinfor-
mationchainiscomplex,forexample(7):
thecustomeràtheinvoicingteamàthepricingteamàtheoperations
specialist(sometimeseventhetrader)àthecustomer
Thecurrentstatealsoindicatedthatsomeprocessactivitieswhichwereneverintended
tobecomeapartoftheprocessarenowcommon.Activitiessuchasupdatingthebilling
block,manualpricechecksandmanualinvoicinghavebecomeanormaldailyprocess.
ThebillingblockisupdatedinthemajorityofthesalesbecauseAllegrocannotberelied
onandeverythingneedstobedouble-checkedmanually.Theseactionscauseadditional
workorevenreworkandresultmistakesanddelays.Theinflexibilityandthechallenge
oftheactivitiesbeinginterdependentwasalsobroughtup,sincesomesalesaredone
inarapidtimeframeandallactionsneedtobeperformedbydifferentprocessperform-
ers.
Itmustbehighlightedthatthemainreasonsfortheissuesarethesystemerrorsasthe
Allegrosystemdoesnotworkasintended.Thiscausesdelaysanderrorsasmanualwork
increases.Acriticalchallengeisthatcreditinvoicingisvisibletothecustomerandcauses
66
additionalworkforthecustomer.Accordingtothedatavalidatedwiththepricingspe-
cialist,approximatelyhalfofthesalescaseswerecreditinvoiced.Thediscussionbrought
upissuesinwhichtheextentoftheproblemwasnotpreviouslyknownandthestake-
holdersbecamemoreawareofthecurrentchallengesintheprocess.
4.5 Discussion
AstheaimofthestudywastosurveythecurrentstateoftheO2Cprocessandtheim-
provementmethods,itcanbestatedthatwithfocusingoncertaindevelopmentareas
the process can be improved to provide more value to the stakeholders.
Thecurrentprocessrevealedthatthemainchallengesarisedueto(a)incorrectandin-
adequatedata, (b)manualworkand(c) lackofcommunicationandvisibilitytoother
functionsof theprocess.Thequantitativeandqualitative resultsaswell as themain
conclusionsfromtheworkshopindicatedthatthecurrentprocesshaschallengesinthe
areasoftheAllegrosystemsfunctioning,compliancechecking,pricingactivitiesandin-
voicingactivities.
Themostcrucialareasofdevelopmentare thepricingand invoicingactivities.When
errorsoccurinpricesandifitisunnoticed,incorrectinvoicesaresenttothecustomers.
It is timeandresourcesconsumingandhasahugenegative impacton thecustomer
experiencebecausecreditedinvoicescreateworkalsoforthecustomerastheyneedto
contact thecompanyabout the issueandcheckthat thenew invoicecorrespondsto
whatwasagreedon.Onerootcauseforthemanualworkofthepricingandinvoicing
teamistheAllegrosystemfunctionalitythatcausesmistakesinpricingwhichendupto
theinvoices.
Theinterviewsandworkshoprevealedthatmainlyallerrorsarecausedbymanualwork
whichisduetosystemfailures.Additionally,astheprocessissplitintodifferentphases
thatare interdependent,the importanceofmaintainingcommunicationandaccurate
67
dataiscrucial.Thefindingsfromthequantitativedatasupportsalltheresultsfromthe
interviewsandtheworkshop.Allinall,theamountofchangesdoneforonesalescase
affectsthewholeprocesschainbycausingrush,delays,errorsand/orpossiblegapsof
information.Allthechangesanderrorsoccurringintheprocesswillappearintheinvoic-
ingphasewithincorrectinformation.Accordingtothedata,thecreditinvoiceratewas
46%ofthedatasetssalescases.Thismeansthatthecreditingactivitydidnotprovide
valueforthestakeholdersandtheprocessdidnotperformasitshouldhave.
4.6 Recommendations
TheresultsofthisthesisOrder-to-CashbusinessprocessimprovementbyLeanSixSigma
toolssupportstheconclusionsofthemostimportantareasofimprovementinthepro-
cessandwhatkindofimprovementsshouldbemade.TheVSMmatrixrevealedthreeof
themostcriticalareasofdevelopment:
1. Allegrosystemfunctionality,
2. manualpricingactionsand
3. manualinvoicingactions.
Allegrosystemfunctionalitycausesmanualworkforthepricingteamastheinformation
doesnotflowcorrectly.Thisisthereasonthatthepricingteamneedstomanuallycheck
andaddpricingtoeachsalescase.Theamountofmanualcheckingandaddingcauses
incorrectinvoiceswhichneedtobecreditedbyinvoicingteam.Itcanbestatedthatthis
affectsreworkfortheinvoicingteam.Inadditiontocreditinvoicing,theinvoicingteam
needstomanuallycheckalltheinvoiceitemsthatforsomereasonhavenotautomati-
callyinvoiced.Usually,themainreasonforthisistheinadequatedatamissingfromthe
systems.RepairingtheAllegrosystemwouldsolvemostofthemajorissuesforthepric-
ingandinvoicingteamsbecausethiswillleadtotheamountofhumanerrorsdecreasing.
Asthecasecompanyalreadyutilizestheprocessminingtool,Celonis,somekeyperfor-
manceindicatorscouldbecreatedtothesystemtovisualizetheprocessperformance.
68
AsKPI’sshouldrepresenttheareasoftheimprovementwhereactionsareneeded,they
couldbethefollowing:
1. touchlessrate,
2. creditinvoicerateand
3. theamountofmanualfieldchangespersalescase.
Thetouchlessrateofactionswouldshowhowmanypercentofinvoicecreationisdone
automatically as this shouldbe thedefault.Additionally, thepercentageof credit in-
voicescouldbeshownasonemetricandtheamountofmanualfieldchangesdoneper
salescase.Also,afinancialindicatorcouldberelevantforthemanagementtoshowcase
theamountofmoneytheprocessisperforming.BycreatingtheKPI’stoCelonis,itwould
showthereal-timeprocessperformancetoalltherelevantstakeholdersintheprocess.
Celoniscouldprovidedeeperinsightsfromdatatoanalyzearisingchallenges,suchas
credit invoicing.CelonisgathersallthedatafromSAPsystem,ifaninvoiceiscredited
withanexplanationcodethiswouldprovideareasonfortheaction(whetheritbedue
to:pricing,quantity,productname,etc.).Thedataalongwiththevalidationoftheissue
withtheinvoicingspecialistwouldhelpfindingrootcausesforthechallengesandfor
instance,afishbonemodelcouldbeutilizedforfurtheranalysis.Asthecurrentstateof
theprocesswasmappedintheworkshop,VSMcouldbeusedtomaptheidealstateof
theprocess. InadditiontoRCA,DMAICandPDCAcyclearecontinuous improvement
toolsthataresuitableinmanagingdailyoperations.ToensurethattheO2Cprocessis
performinginthebestwaypossible,strongperformancethroughouttheprocess,clear
rolesandresponsibilitiesalongwithcommunicationisimportant.
69
5 Conclusions
Thismaster’s thesis supported theongoingdevelopment project of theO2Cprocess
alongsidewhichthisthesisfocusedonthecurrentstateandthechallengesoftheO2C
process.Thetheoreticalbackgroundprovideddeeperinsightandunderstandingintothe
waystheO2Cprocessshouldflow,howthebusinessprocessshouldbemanagedinthe
organizationandwhatdifferentpossibilitiesthesettingofgoodKPI’sandimplementa-
tionofleanmethodologiescouldprovideattheirbest.
TheresearchquestionsWhatisLeanSixSigmaanditstoolswasaddressedinsection2.4.
by describing the theoretical background of the concept and by presenting relevant
methodologiesoflean.ThequestionsregardingtheO2Cbusinessprocessimprovement:
Whatarethechallengesofthecurrentorder-to-cashprocessandwhatmethodscanbe
usedtoimprovetheprocessperformanceandthequestionregardingtheprocessper-
formancemetrics:Whatarethebestmetricstomeasuretheorder-to-cashprocessper-
formancetoprovidevaluefortherelevantstakeholders,wereaddressedbyidentifying
severalareasofdevelopmentandbyprovidingsomepossibleKPIsuggestionstoindicate
theperformanceofthemostcrucialbusinessactions.Asthescopeofthestudywasto
analyzespotvesseldeliverieswithCIFincoterm,theconclusionsandrecommendations
madeconcernthiscertainO2Cprocessarea.
Theresultsofthedataset,interviewsandworkshopallhighlightthatlargeamountsof
manualworkcausesmistakes,delaysandrework.Manualpricingandinvoicingactions
havebecomeanewnormalfortheprocess.However,thiswasneverintendedasthe
systemsshouldbereliable.Astheprocessissplitintodifferentfunctionsthatareinter-
dependent, the importanceof communicationandaccurate information is vital for a
well-functioningvaluechain.
Thecurrentprocesscreateswasteinternallyandexternallyinthecreditinvoiceactions.
Thecredit invoice rate isatahigh levelof46%meaning that this isacrucialareaof
improvementinincreasingvalueforthestakeholders.Additionally,repairingtheAllegro
70
systemfunctionalitywoulddecreasetheamountofmanualworkofthepricingandin-
voicingteam.
ToimprovetheO2Cprocess,theuseofLeanSixSigmatools,suchasRCAcouldbeuti-
lizedforfurtheractions.RCAtogetherwithdatafromCeloniscouldprovidebetterun-
derstandingofthearisingchallenges.Fordailymanagementandcontinuousimprove-
ments,thecasecompanycouldutilizetheDMAICandPDCAcycle.Asthecurrentstate
oftheO2CprocesshasbeenmappedwiththeVSMmatrix,thecasecompanycouldalso
maptheidealfuturestateoftheprocessnext.Inaddition,KPI’ssuchastouchlessrate,
creditinvoicerate,theamountofmanualfieldchangesandafinancialindicatorcould
becreatedtoCelonisinordertounderstandthereal-timeprocessperformance.
Byeliminatingwasteintheprocessandfocusingonimprovingthevalueaddingactivities,
theO2Ccyclecouldprovidemorevalueforallofthestakeholders.Ensuringbestinclass
performanceand continuous improvement is a keydriver towardsoperational excel-
lenceandcommercialcompetitiveness.Thus,providingvalueforthestakeholdersneeds
tobetakenintoaccounttoo.Bythemeansofimprovedperformanceandcommunica-
tionwithinternalandexternalstakeholders,thewholeO2Cprocesscanperformbetter
andaddcustomervalue.
71
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Appendices
Appendix1.Theinterviewquestions
• Whatarethechallenges(bottlenecksanddefects)ofthecurrentprocess?What
causesthese?
• Howarethedefectshandledandresolved?
• Arethereanyextrafeaturesorreworkthatincreaseoraffectyourworkload?
• Arethereanyactivitiesinyourjobthatrequireguidance/information/permis-
sion fromacolleaguebeforeyoucangetstarted? Ifyes,who/whomarecon-
tactedforfurtherinformation?
• Whatwouldyouchange/developinthecurrentprocess?
76
• Mitkäovatnykyisenprosessinisoimmathaasteet?Mitkäniitäaiheuttavat?
• Kuinkahaasteetratkaistaan?
• Onkotyössäsiylimääräisiätoimintoja,jotkaaiheuttavatsinullelisätyötätaijou-
duttekemäänkokonaanuudelleen?Millaisia?
• Onkotyössäsitoimintoja,jotkaedellyttävättietoa/lupaa/ohjeitajoltainkollegalta
ennenkuinvoitaloittaaomanosuutesi?Ketätavoittelet,jostarvitsetvahvistuk-
sentailisätietoja?Kenelläonpäätösvalta,mikäliongelmia/haasteitailmenee?
• Mitämuuttaisit/kehittäisitnykyprosessissa?