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ANOTHER HELPFUL GUIDE FROM INTRAFOCUS
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Table of Contents
Preface....................................................................................................................2
Introduction............................................................................................................3
SuccessfulStrategyImplementation...................................................................3
DevelopingMeaningfulKPIs................................................................................3
KeyPerformanceIndicators...................................................................................4
WhatareKeyPerformanceIndicators?..............................................................4
TheMethodology...................................................................................................6
Step1–CreateObjectives.....................................................................................7
Step2–DescribeResults.......................................................................................9
Step3–IdentifyKPIs............................................................................................11
Step4–DefineThresholds...................................................................................19
Step5–Measure..................................................................................................24
CreatingaScorecardStructure.........................................................................24
AddingData.......................................................................................................27
Step6–InterpretResults.....................................................................................29
Dashboards........................................................................................................29
Reports...............................................................................................................31
InterpretingResults...........................................................................................31
Step7–TakeAction.............................................................................................39
RemedialActivity...............................................................................................39
StrategicInitiatives............................................................................................39
InConclusion.........................................................................................................44
Appendix...............................................................................................................46
StrategicObjectivesTable.................................................................................46
KPIDescriptionTable.........................................................................................47
StrategyMap.....................................................................................................48
StrategicInitiativeInitiationDocument............................................................49
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Preface Theelementsofthismethodologyarenotnew.Theyhavebeendrawnfromdecadesofin-the-fieldexperienceandotherpublishedmethodologies.Thewayinwhichtheyhavebeenputtogethermaybenew.ThismethodologysimplifiestheprocessofdevelopingmeaningfulKeyPerformanceIndicators(KPIs).Thisdocumentprovidesastep-by-stepguide.Intheappendixyouwillfindasetoftemplatesthatwillhelpyouthroughtheprocess.
MythanksgotoStaceyBarr,WorldRenownedPerformanceMeasureSpecialistandHowardRohm,CEOoftheBalancedScorecardInstitutefortheirhelpinproducingthisdocumentandtheirclarityindescribingtheperformancemeasurementprocess.IhighlyrecommendStacyBarr’sPuMP®PerformanceMeasureBlueprintandTheBalancedScorecardInstitutes’TheInstituteWay,bothofwhichshouldbereadtocompleteyourunderstandingofperformancemeasurementandstrategicplanning.
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Introduction
Successful Strategy Implementation Thesuccessofastrategyisnotdeterminedbydefinitionanddocumentation.Someofthegreateststrategieshavebeendefinedcarefullywithprodigiousthoughtandinsight.Theyaremasterpiecesthatcannotbefaultedotherthanbeingleftontheshelfinhead-officesaroundtheworldtogatherdust.Mostcompaniesandorganisationsaregoodatdefiningstrategy;veryfewaregoodatsuccessfullyimplementingstrategy.
Whenastrategyhasbeendefinedoneofthemosttroublesometasksanorganisationfaces(andisoftenthereasonimplementationfails)isdevelopingmeaningfulobjectivesandtheirassociatedkeyperformanceindicators(KPIs).Thistaskhastobestructured.WithoutagoodmethodologytocreateObjectivesandKPIs,astrategywillneverbeimplementedsuccessfully.
Developing Meaningful KPIs Thefollowingmethodologyprovidesaguidetotheprocessofdevelopingclearobjectivesandkeyperformanceindicatorstosupportastrategy.ItdescribestheprocessestoensurethatKPIshavetargetsandowners.ItshowshowtobuildKPIsthatprovideevidencethatobjectivesarebeingmet,(ornot!)
Itdoesnotendtherethough.OnceKPIshavebeendefined,theyneedtobepresentedinawaythatwillensureaccurateinterpretation.ThemethodologyprovidesexamplesofKPIautomationthatshowhowtolinkinterpretationtoactionthusmovinganorganisationclosertoitsobjectivesandultimatelyitsstrategy.Themethodologyhassevensteps.
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Key Performance Indicators
What are Key Performance Indicators? Inbusiness,governmentandnon-profitorganisationswemeasureamultitudeofthings.Wedothistokeepontrack,tomakeimprovementsandtodriveourstrategy.Unfortunately,oftenwherewethinkwehaveadecentsetofkeyperformanceindicators,actuallywehaveahotchpotchoftasks,objectivesandprojectswithafewbadlydescribedmetrics.ThereisarealneedtounderstandexactlywhatwemeanwhenwetalkaboutaKeyPerformanceIndicator.
AKeyPerformanceIndicator(KPI)isoftenreferredtoasaKeyPerformanceMeasure,PerformanceMeasure,MeasureoraMetric.Thisisperfectlyvalid,theimportantthingisthedefinitionnotthelabel,ifMetricistermgenerallyusedinyourorganisation,thenuseit.InaformalBalancedScorecardstructure,asdefinedbytheBalancedScorecardInstitute,thetermPerformanceMeasureisused.MorefrequentlyinbusinessKeyPerformanceIndicatororKPIisused.Forthepurposeofbrevity,theterm‘KPI’willbeusedinthisdocument.
AKPIissomethingthatcanbecountedandcompared;itprovidesevidenceofthedegreetowhichanobjectiveisbeingattainedoveraspecifiedtime.
Thedefinitionaboveincludesasetofwordsthatneedfurtherexplanationtoensurethestatementisfullyunderstood:
Counted Thismayseemalittletrite,however,countedmeansthataquantitycanbeassigned.Examplesareanumber,percentageorcurrency.‘Counted’,doesnotmeanapercentageachieved.OneofthemostfrequentmistakesinsettingKPIsistocreateaprojectandassessitssuccessthroughhowmuchworkhasbeendone.Justbecauseaprojecthascompleteddoesnotmeanithasbeenasuccess.Successisdependentonanoutcomenotanactivity.
Compared Anumberorvaluemaybeinterestingbutitonlybecomesusefulwhenitiscomparedtowhatisoptimal,acceptableorunacceptable.EveryKPImusthaveacomparatororbenchmark.Usinganindustrybenchmarkgivesanobjectivequalitytothecomparator,objectivityisnotrequired,butitisdesirable.
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Evidence Theevidencewillfalloutbycountingandcomparingcorrectly.Itisimportanttostriveforameasurethatwillbeobservedinthesamewaybyallstakeholders.Theevidenceshouldbeclearandhavespecificmeaning.
Objective AKPIonlyhassignificanceifitiscontributingtoanobjective.Ifthereisnoobjective,whyisitbeingmeasuredinthefirstplace?Thisdoesnotmeanweshouldignorealloperationalmeasures;theystillneedtobeinplace–butevenoperationalmeasuresshouldultimatelycontributetoanobjective.
Specified Time Everythingistimebound;progresstowardsmeetinganobjectiveandthereforeastrategymustbemeasuredoveraspecifiedperiodoftime.
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The Methodology Thismethodologyisbasedonyearsofexperienceinthisfield.Themethodologyisaimedatcompaniesandorganisationsthatalreadyhaveadefinedstrategyandareasonableideaaboutwhattheirprimaryobjectivesare.Themethodologyhassevensteps.StepsfiveandsixhavebeenillustratedbyusinganautomationsystemcalledQuickScore.Itisnottheonlyautomationsystemavailableinthemarket.Ithasbeenusedtoprovideaninsightintotheadvantagessoftwareautomationbringtomanagingperformancedata.
Inanybusinessperformancemanagementsystem,thedataaddedintothesystemhastohelpdrivethebusinessforward.Itistemptingtomeasurefartoomuchandnotbespecificinthehopethesystemwill‘sortitout’.Thefollowingmethodologyensurestherightactivitiesarepursued.
Thekeyistostartsmall.Assmallasasingleobjectivewilldo.OncepracticedincreatingafewsuccessfulobjectivesandKPIs,thenacompany-widechallengecanbetaken.
Steps1-4ofthemethodologyaretemplatedriven,thesestepsneedtobecompletedseveraltimes.Thefirsttimethroughmaytakeawhile,thereafter,itbecomesmuchsimpler.
Steps5-7aremoredescriptive.
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Step 1 – Create Objectives TheGoldenRule:KPIsarebasedonobjectives.AKPIshouldnotexistunlessitcontributestoanobjective.ItistruethatthethoughtprocessesthatgointocreatingKPIsandobjectivescanmovesoquicklythattheseactivitiesmayruninparallel,nevertheless,aKPIshouldnotexistwithoutanobjective.
Writedownanobjectiveortwothatyoubelievewillresultinabusinessimprovementinyourorganisation.
Herearesomeexamplesthatyoumayhaveconsidered:
• Increasecompanyprofit
• Increaserevenueby10%nextyear
• Reducesalescosts
Thesearereallygoodobjectivesandeasilymeasurableandstartingatthetopisadmirable.
However,thinkaboutsomeobjectivesthatcanbemoreeasilycontrolledtocontributetothesetop-linestrategicobjectives,forexample:
• Increasethenumberofprojectsworth£250kormore
• Improveskilllevelofseniorconsultants
• Implementasalesplan(moreonthis‘objective’later!)
Atthisstageitisnotimportanttobeprecise,duringthenextstagewewillcrispuptheobjectivedefinitions.
Thoughtshouldbeputintohowtheobjectiveswillcontributetoanoverallstrategy;whetherornotyourorganisationhasanycontrolovertheobjectives(it’sbesttohavesomelevelofcontrol);thattheobjectivesaresingleobjectivesandnotseveralundertheguiseofasingleobjectiveandfinallytheyshouldbeimportantorrelatedtosomethinginneedofattention.
Gobacktotheobjectivesyouhavewrittenandanswerthesequestions:
1. Willtheycontributetothecompany/organisationstrategy?
2. Aretheyimportantandwilltheymakeadifference?
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3. Aretheysingleobjectives?
4. Doyouhavesomelevelofcontroltoinfluencetheresult?
5. Cantheybemeasured?
Iftheanswertoall(ormost)ofthequestionsaboveisYes,thenmoveontostep2.Iftheanswertomostofthequestionsisno,thenrefinetheobjectives.Theydonothavetobeperfect,buttheydoneedtobehalfwaythere.
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Step 2 – Describe Results EarlieritwasnotedthatoneofthemostcommonmistakesmadewhendefiningaKPIistofocusonactivitiesratherthanresults.Objectives,likeKPIs,areconcernedwithresults.Itisessentialtocreatearesultforeachobjectiveusingaresults-orientedlanguage.Thisforcesustothinkmorepreciselyaboutwhatweareactuallytryingtoachieve.
Forexample,ifwelookatoneoftheobjectivesgivenaboveImplementasalesplanthismayseemtobeaverysensiblethingtodobutitisnotaperformanceobjective.Itisanactivitythatcanonlybemeasuredthroughthetimeittakestoimplementtheplan.Itwilltellusnothingaboutsuccessorfailurerelativetothebusinessstrategy.
[Importantnote:Activities,initiativesandprojectsarevitallyimportant.Theyarethemeansbywhichweimplementchangetomakeimprovements.However,weneedtomeasuretheimprovementnotthechange,todemonstratesuccessorotherwise.Therefore,weneedresults-orientedobjectives]
Thepreviousexamplemightbemoreusefulifitincludedwhywewanttoimplementasalesplan.Itmaybetoreducethesalescycle.Thisisstillabitvagueandmaybebetterexpressedastoreducethetimetakentoconvertaqualifiedleadintoasale.Thisismuchbetterandhasproducedanobjectivewithatangibleresult.Thisalsoillustratestheneedtobringclarityintothelanguageweusetocreateourobjectives.Thatis,whatareweactuallytryingtoachieve?
Inbusinesswehaveatendencytousewordsandphraseslikebestpractice,optimised,worldclass,efficient,effective,productive.Althoughtheimpliedmeaningispositive,theactualmeaningisvague.Objectivesusingthesewordsarenotresults-orientedandwillthereforealwaysfallshortwhenusedinperformanceimprovementactivities.Itisalwaysbettertousewordsthathavecommonmeaningandcannotbevaguelyinterpreted.
Usingwordsthatrelatetohowwephysicallyperceivethingsintheworldisagoodtechniquetosense-checkweareontherighttrack.Usingourpreviousexample;reducethetimetakentoconvertaqualifiedleadintoasaleifwethinkabouthowwewouldphysicallyperceivethis,itwouldalmostcertainlyresultinaskingthequestion;whatistheoptimumtime?Thisinturnwouldleadtoamoresuccinctexpressionthatwouldincludeaphysicalparameter,forexample:
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reducethenumberofdaystoconvertaqualifiedleadintoasale.Wenowhaveanobjectivethatdescribesaresult,hasclarityininterpretationandinthiscasehasatimeparameter.
Atthisstageitisnotimportanttogosofarasincludingatargetwithintheobjective.Itwouldhavebeeneasytoexpressourexampleasreducethenumberofdaystoconvertaqualifiedleadtoasalefrom30to25.Targetsarethedomainofthemeasureratherthantheobjective.Whenwelookatmeasuresinthenextstepwewilllookcloselyathowtosettargetsinthecontextofviablecomparatorsorbenchmarks.
Insummary,thestep2taskisto:
1. Checkthattheobjectiveisanobjective(notanactivity,planorproject)
2. Frametheobjectiveusingresult-orientedlanguage
3. Removevaguewordsandincludethingsthatcanbephysicallyperceived
Examples:
OriginalObjective ResultsOriented PhysicallyPerceivedImplementasalesplan Reducethetimetakento
convertaqualifiedleadintoasale
Reducethenumberofdaystoconvertaqualifiedleadintoasale
Allseniorconsultantstobetrainedtodeliverresultschainanalysis
Improveskilllevelofallseniorconsultantstodeliverresultschainanalysis
Improveskilllevelofallseniorconsultantstostage2accreditationinresultschainanalysisorabove
Increasethenumberofprojectsworth250kormore
Increasethenumberofprojectsworth£250kormore*
Increasethenumberofconsultancyprojectsworthmore£250kinrevenue
*Note:Noteverythinghastobeimprovedormodified.Asyougetbetteratthisprocessyouwillautomaticallystartcreatingresults-orientedobjectives.
Ifyouarehappywiththeseobjectives,gotostep3.Ifthisprocesshasshownyouarelookingatthewrongthingsloopbacktostep1.
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Step 3 – Identify KPIs TherearethreekeyactivitiesthatneedtooccurwhenidentifyingaKPI:
1. TheKPIneedstobeclearlydescribed(andbasedonanobjective)
2. TheKPIneedstoberatedintermsofimportance
3. TheKPIneedstobecalculatedandownershipassigned
The KPI needs to be clearly described ItdoesnotmatteratthemomentiflotsofwordsareusedtodescribeaKPI.Laterontheshort‘label’willbecreatedforconvenience.Fornow,itneedstohaveaverycleardescriptionandthereforewillendupasastatementorshortsentence.Startwithoneofyourobjectivespreviouslydefined.
Next,focusonthephysicallyperceivedpartoftheobjective,thiswillgiveyouaclueastothetangiblethingsyouneedtomeasure.IntheexampleaboveReducethenumberofdaystoconvertaqualifiedleadintoasalethetangibleitemsare‘days’and‘qualifiedleads’and‘sales’.ThesearethethingsthatcanbemeasuredandwillbeincludedinthefinalKPI.Atalaterpointwewillincludedescriptionsforeachofthetangibleitems.
Awordofwarning:don’tatthispointsimplygobacktowhatyouaremeasuringalreadyandsaysomethinglike“gotthatcovered,wealreadyhavealeadtosalesratio’’.Itmaybethatyoudohaveitcovered,however,itismorelikelythattheparticularKPIyouarethinkingofwascreatedyearsagobasedonaformulathatisnolongerrelevant.ClearlythiswillnotbetrueofallKPIs,butthecheckneedstobemade.
ItisnowtimetoconsiderleadandlagKPIs.AlltoooftenourKPIsconcentrateonlagmeasures.Thatis,thosemeasuresthatoccuraftertheevent.Typically,financialmeasuresfallintothiscategory;revenue,grossmargin,netprofitandcostsareallthingsthatwemeasureafteraneventhashappened.Weneedtodothisaswecanlearnandadjust,buttheactofmeasurementdoesnotcausechange.WhydoweconcentrateonlagKPIs?Simplybecausetheyareeasytocountandprovideproofofsuccessorfailure.IfIstandonasetofscales,theytellmewhetherornotIhavelostorgainedweight.Ifmyobjectiveistoloseweight,gettingonthescaleshasnothelped.However,ifImeasurehowmany
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timesIgoforarunandhowmuchIhaveeaten(andplanforthis)thenIhaveputinplacetwoleadKPIsthatshouldhelpmesucceed.LeadKPIsarehardertoidentifybuttheyaretheonlyKPIsthatcanbeinfluencedandthereforemakeadifference.
WemustnotunderestimatetheimportanceofleadKPIswhenidentifyinganddescribingourKPIs.ItmaytakealittlelongertoidentifytheseKPIsbutitisworththeeffortinthelongrun.Eveniftheyarediscardedtheymayprovideadditionalinsightintothewayanorganisationisbeingrun.
AnotherqualityofatypicalleadKPIisthatitmaynotholdaguaranteeofsuccess.Inthefollowingexample;ThenumberofsalespeopletrainedinsellingourproductstogradeIIIcertificationwebelievethatthiswillhaveapositiveimpactonourobjective.Commonsensedictatesthattrainedpeoplewillperformbetterthanuntrainedpeople.However,wewillonlyhavetheproofwhenweseeapositivechangeinalagKPI.
ThetangiblepartofanobjectiveneedstobeextractedandwrittenintotheKPI.Forexample:
Objective KPIDescriptionReducethenumberofdaystoconvertaqualifiedleadintoasale
Theaveragenumberofdaysbetweenaqualifiedleadandasale
or
Theaveragenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k
or
Thepercentageofsalesgeneratedwithin30daysofleadqualification
or
ThenumberofsalespeopletrainedinsellingourproductstogradeIIIcertification(notethisisa‘lead’measure)
Ascanbeseenfromtheabove,eachKPIisrelevanttotheobjectivebutismeasuringitinaslightlydifferentway.Also,wecanseethatthemeasuretype
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hasbeenadded,inthecasesabove‘average’and‘percentage’.Furthermore,wecanseethatacalculationisbeginningtoform,theKPIcalculationisaveryimportantpartoftheidentificationasitprovidesthescientific/objectivebasisforitsaccuracy.
Fornow,let’sconcentrateonthedescription,thekeythingstorememberare;
• Writethedescriptionintheformofasentence
• Includethetangiblewords,thethingsthatcanbecounted
• Don’timmediatelythinkyouhaveitcovered
• Thinkintermsofacalculationthatwillbeperformed
The KPI needs to be rated in terms of importance TimeandeffortshouldbeputintoratingKPIs.Itisimportanttoensuretherightthingsaremeasured.
Asimpledecisionmatrixcanbeused,startwiththefollowing:
• HowapplicableistheKPItoarelatedbusinessobjective?
• WhatistherelativeworthoftheKPI,doyoureallyneedtoknow?
• Howeasilycanthedatabefoundtomakethemeasurement?
ForeachKPIaskthethreequestionsaboveandratethemHighMediumorLow.Asaguidetheusethefollowing:
ForApplicability:
• High–ThisKPIwillgivemeenoughinformationtodeterminewhetherornotweareachievingthisbusinessobjective
• Medium–ThisKPIwillgivemeenoughinformationtomakeaninformeddecisionastowhetherornotthebusinessobjectivehasbeenmet,provideditisaugmentedwithsomeadditionalinformationoranothermeasure
• Low–ThisKPIwillnotgivemeverymuchinformationatallandatbestwillallowmetomakeareasonableguess
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ForRelativeWorth
• High–ThisKPIisreallyimportanttothebusinessbecauseit;1.Isatop-lineindicatore.g.Profitor2.Isimportanttoourstakeholdersregardlessofitsassociationwithanybusinessobjectives
• Medium–ThisKPIisnotspecificallyassociatedwithanybusinessobjectivesbutitcan/doescontributetotheeffectivenessofotherKPIs
• Low–ThisKPIhasbeenaskedforbutdoesnotsignificantlycontributetoverymuch
ForEaseofIdentification
• High–ThisKPIisalreadyavailableinexistingdatasystemsorcanbecalculatedeasilyfromexistinginformationinexistingdatasystems
• Medium–ThisKPIdoesnotexistandwouldrequireanewprocesstobeputinplacetocollecttheinformation.Thetaskwouldnotbeonerousandwouldbeworththeeffort
• Low–ThisKPIdoesnotexistandwouldrequireasignificantchangetoworkingpracticesthatwouldseemunreasonableatthistime
ThematrixforafewsampleKPIsmightenduplookingsomethinglikethis:
PerformanceMeasure/KPI Applicability Worth Identify
Theaveragenumberofdaysbetweenaqualifiedleadandasale
Low Medium Medium
ThenumberofsalespeopletrainedinsellingourproductportfoliotogradeIIIcertification
Medium Low Medium
Thepercentageofsalesgeneratedwithin30daysofleadqualification
Medium Low Low
Thenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k
High High Medium
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TheimmediateresultofcreatingamatrixsuchastheoneaboveistheabilitytoexcludeKPIsquickly.Forexample,wecanseethatthefirstmeasurehasalowApplicabilityrating.Ingeneral,allLowapplicabilityratedKPIswouldbediscounted.Theonlytimethismightnotbethecasewouldbewhentherewaspressurefromstakeholders(HighWorth)toincludeaKPI.ThetwolowratingsonthethirdKPIalsoindicatethatthisoneshouldbediscarded.
Itisgoodpracticetogothroughthisexercisetoreachgeneralagreement,butattheendofthedaysomeonewillhavetomakeadecisionbasedontheneedsofthebusiness.ThetableaboveprovidessupportingevidencethatthecorrectprocesshasbeengonethroughtochooseoneKPIoveranother,however,theimportantthingistogetagreementthatarationalchoicehasbeenmade.Usingoneofourexamplesabove,youcouldimaginetherationalisationbehindadecisioncouldlooksomethinglikethis:
KPI RationalisationTheaveragenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k
80%ofourbusinesscomesfromprojectsgreaterthan£250k,thesecustomersareimportanttous.Ingeneral,theremaining20%areverysmallcustomersandtendnottoleadtolargersales.Thistogetherwiththedifficultyintrackingsalestoverysmallcustomersmeansweshouldcounttheleadtosaleconversionforourhigh-endcustomers
Theaboveshouldprovidethebasisforfocusedeffortandmostimportantlygeneratetherightlevelsofdiscussiontoultimatelygainagreementfromallpartiesastotheinclusion/exclusionofKPIsforthebusiness.
The measure needs to be calculated and ownership assigned Ownershipandcalculationhavebeenputtogetherintentionally.Practicallyspeaking,assigningownershipofaKPIshouldbeundertakenbeforethecalculationismadetoensuretherightpersonisresponsiblefortheactivity.Thisbeginstohighlighttheimportanceofownership.Togetanythingdone,allobjectivesandKPIsmusthaveownersandthatmeansanindividualnotanentitysuchasadepartment.
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Therearetwotypesofownershipweneedtoconcernourselveswith:OwnersandUpdaters.AnowneristhepersonwhotakesfullresponsibilityfortheKPI.Theupdater(whocouldbetheowneraswell)isthepersonwhogatherstherequireddataandupdatestheKPIwhenrequired.
Aneffectiveownershould:
• HavesomelevelofcontrolovertheKPI
• OwnoractivelycontributetotheKPI’sobjective
• AgreetoowntheKPI(andnotjustbeassignedtoit)
• Knowwheretoacquirethemeasurementdata
• EnsuretheKPIisupdatedontimewithvaliddata
AnownerwhoisinapositiontocomplywiththeaboveismuchmorelikelytotakethejobofmanagingtheKPIseriously.
Alltoooften,KPIsarefoisteduponindividualswhohavenorealcontrolorinterestintheKPIitself(ortheassociatedobjective)andthereforeupdatetheinformationbegrudgingly,orworse,withincorrectinformation.
ThefirstjoboftheowneristoensurethattheKPIisproperlydescribed,thatthereisagreementonthevalidity(i.e.therightKPIhasbeenchosen)andthattheKPIcalculation(ifthereisone)canbebasedonavailabledata.Availabledatainthiscontextcanmeandatathatwillbemadeavailableinthefutureaswellasexistingdata.
Usingtheexampleabove;Theaveragenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k,let’sseewhatthismeansinpracticalterms.TheKPIdescriptionusuallyprovidesenoughinformationtogiveanindicationastowherethedatabeingmeasuredresides.Forexample,intheKPITotalrevenuegeneratedforconsultancyservicesthedatawillalmostcertainlyresideinthecompanyfinancialsystem.Inthecaseofourexample,acalculationwillberequiredandthereforethecollectionofdatamaybealittlemorecomplicated.
ForeachKPIthefollowingthingsneedtobetakenintoconsideration:
• Description:AsentencetodescribeasaccuratelyaspossiblewhattheKPIisfor.
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• Label:Theshortdescription,usedforpresentationalpurposes,generally1-5words.
• Owner:TheindividualwhoownsandwilldrivetheKPI(thisappliesequallytoobjectives,indeed,ownershipofobjectivesismoreimportantthanownershipofKPIsastheformerdrivesthelatter).
• Updater:TheindividualwhoisresponsibleforupdatingtheKPIatthepre-definedtimes.
• Calculation:Amathematicalformulathatdescribeshowthedataelements(tangibleperceivableitems)arecombinedtoprovideanumber,percentageorcurrency(sometimesayes/no).
• Frequency:HowoftentheKPIiscountedandrecorded.
• Scope:Whatshouldbeincludedordiscounted,oftenacapordatarange.
• Metrics:Thedataandthesourcesofdatausedinthecalculation,itisimportanttoprovideadescriptionofthemetricitemsindividuallytoavoidambiguity.
ItisonlywhenlookingcloselyataKPIrequiringacalculationthatitbecomesevidentalloftheinformationaboveisrequired.ItisgoodpracticetoidentifyandrecordthisinformationforeveryKPIduringthisphase.Typically,atablesuchastheonebelow,canbeused:
ObjectiveandIntendedResultObjective: Reducelargeordersalescycle
IntendedResult: Reducethenumberofdaystosellalargeorder
KeyPerformanceIndicator
Label: Largeordersalescycle
Description: Theaveragenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k
Owner: JimJones
Updater: JillJohnson
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Frequency: Monthly
Scope: Forsalesthatoccurduringthereportingmonth
Calculation: InasingleMonth,forallsalesgreaterthan£250k;addthenumberofdaysbetweenthequalifiedleaddatesubtractedbythesalesdateanddividebythenumberofsalesgreaterthan£250k
MetricsUsedintheCalculation:
• Qualifiedleaddate–thedateassignedtoaleadmovingtostage3(qualifiedlead)inthesalesmanagementsystem
• Salesdate–thedateassignedtoaleadmovingtostage6(sale)inthesalesmanagementsystem
• Salegreaterthan£250k–salerecordedinthefinancesystemashavingbeeninvoicedandworthmorethan£250k
UsetheKPIDescriptiontableintheAppendixtodescribeyourKPIs
Insummary,whencalculatingaKPIandassigningownershiptakecareto:
• Assigntherightowners,itistheonlywaytoensurethingswillgetdone
• Createarealisticcalculationthatisbasedonmetricsthatexistorcanbefound
• Berealisticaboutfrequency,noteverythinghastobedoneinreal-time!
Gettingtothisstagecantakeawhile;itgetsaloteasierandmuchfasterafterthesecondorthirdgo.Whenyouhave3or4KPIsgotostep4.
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Step 4 – Define Thresholds AKeyPerformanceIndicatorhaslimitedvalueunlessitcanbecomparedtosomething.Theremaybesomevalueasarecordofchangeovertime;however,unlessitisknownwhatsortofchangeisrequired,eventhishaslittlevalue.
AKPIwithoutacomparatorcanbeusedtohelpstabiliseperformance.Forexample,withanewprocessitisoftenthecaseactualvalueswillvarywildlymonthonmonthuntilaprocessisbeddedin.Wemaynotknowwhatavalidvarianceshouldbebutrecordingthevalueswilleventuallyprovideenoughdatatogenerateanupperlimitandalowerlimit.Soeventually,evenaKPIwithoutacomparatorwillcreatevaluestobecomparedto!
TheselimitswillbecometheThresholds.
Thresholdsarefrequentlybasedontargets.Thiscanbeanareaofcontentioninbusinessperformancemanagementcircles.Targetsareoftensetusingarbitrarymethodsorjustifiedusingunhelpfulinterpretationsofdata.However,targetscanbehelpfulwhenstartingtheprocessofdefiningthresholds.Thekeypointaboutanytargetisthatitneedstobereasonableandachievable.
Targetsandthresholdsarewellunderstoodwhenlookingatfinancialmeasures.Weoftenlookatavariance(threshold)toanexpectedresult(target).Forexample,ifexpectedmonthlyrevenuewas£325kandtheactualrevenuerecordedwas£309kthevariancewouldbe-£16k.Thismayormaynotbeacauseforconcerndependingonwhatwasconsideredanacceptablevariationtothetarget.ForaKPItobeusefulweneedtoclearlystateboththeacceptableandunacceptableresults,thethresholds.Thereareseveralthresholdmodels;forthepurposeofillustrationwewillstartwiththemostcommon:Red,Amber,Green(RAG).
Red, Amber, Green Model IntheRAGmodeltherearetwothresholdpoints:
• WhentheKPIshouldturnGreen(fromAmber)
• WhentheKPIshouldturnRed(fromAmber)
Therearenohardandfastrulestothemeaningsattributedtoeachofthecolouredareasbutingeneralitisasfollows:
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• Green–anacceptableresult,weareontarget
• Amber–theremaybeaproblem,weshouldinvestigate
• Red–anunacceptableresult,thereisapotentialproblemthatneedsrectification
ByusinganexampleKPI,forinstanceCustomerSatisfactionSurveyPercentagewecanillustrateusingthefollowingthresholdvalues:
• Green–95%
• Red–85%
WhentheseKPIstogetherwiththresholdsareenteredintoaperformancemanagementsystemtheresultmightlooklikethis:
Ascanbeseen,bysettingthresholdvaluestheviewercaninstantlyandverygraphicallyseethecurrentsituationandmoreimportantlythehistoryleadingtothispoint.HistoryprovidesacontexttobetterunderstandtheperformanceoftheKPI,moreofthisinchapter6.
Outofthenumerousthresholdmodelstherearetwomorethatshouldbelookedat.ThefirstisasimpleextensionoftheRAGmodel,thesecondavariantthataccommodatesmeasuresthatarenotlinearinnature.
Red, Amber, Green, Blue Model Oftenthereisaneedforabetterunderstandingofan‘over-achieved’status.Thisisparticularlytrueintheareaofsalesandclientmanagement.Salesbonusesmaybebasedonnotonlyachievingatargetbutover-achievingitaswell.Forexample,itmaybedesirabletoover-achieveinclientmanagementengagementwherenon-salestimespentwithaclientisdeemedtobea
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positiveactivity.InthiscaseanextensionoftheRAGmodelcanbeused;theRed,Amber,Green,Bluevariant.ForRAGBitisnormaltosetfivethresholds:
• Thelowestacceptableresult
• WhentheKPIshouldturnRed(fromAmber)
• WhentheKPIshouldturnGreen(fromAmber)
• WhentheKPIshouldturnBlue(fromGreen)
• Thehighestacceptable(orcapped)result
Usingthistypeofthresholdmodel,apre-determinedover-achievedstatuscanbemonitoredandmanaged.UsingtheexampleofclientengagementmanagementandlookingattheKPIAveragehour’sclientengagementpermonth,theresultmightlooksomethinglikethis:
HerewecanseethattheKPIfellintotheAmberandhasbeensteadilyclimbingthroughtheGreenandintotheBlue.WithsixdatapointsintheBlue,wemaywanttothinkaboutresettingthethresholds(Moreaboutthisinchapter6)
Red, Green, Red Model ThethirdthresholdexampleisthestabiliseKPI.OccasionallyKPIsaredeemedunacceptableiftheresultiseithertoohighortoolow.Agoodexampleisatrainingbudget.Intrainingwewanttospendtothebudgetbutnotexceedorgobelowthebudget.Inthiscasewedefinethebestresultandthendetermineacceptableandnon-acceptableresultsbelowandabovebest.Usingtheexampleofatrainingbudget,theresultmightlooklikethis:
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HerewecanseeRedboundariesaroundtheacceptablevaluesof£5,100to£5,300permonth.TheKPIappearstobeperformingwithintheboundarieswithtwoexceptions.
Oneoftheby-productsofdefiningthresholdsistheabilitytoturntheKPIintoarelativescore.Inthethreeexamplesabove,thefirstwasapercentage,thesecondwasanumber(hours)andthethirdacurrency.Eachhaddefinedthresholds.Aperformancemanagementsystemcantakethisinformationandcreateacalculationtonormalisethedataandthenturnitintoacommonscore,forexamplebetween1-10.Withanormalisedscore,thescoresacrossthesystemcanberolleduptohigherlevels.
Forexample,asetnormalisedKPIscorescanaveragedtoproduceanObjectivescore.AsetofObjectivescorescanbeaveragedtoproduceaPerspectivescoreandasetofPerspectivescorescanbeaveragedtoproduceaDepartmentscoreandsoonuptoacompanyorgrouplevel.Toillustratethispoint,thefollowingchartshowsthecombinednormalisedscoresfortheKPIexampleswehaveusedfortheObjectiveImproveCustomerSatisfaction:
Herewecanseeacombinednormalisedscoreoutof10.TheObjective,whichismeasuredthroughthesuccess(orfailure)ofthethreeKPIscanbeseenasachartinitsownright.
Therefore,weneedtoaddthefinalelementstoourKPIdefinition.Usingthe‘largeordersalescycle’exampleitwilllooklikethis:
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ObjectiveandIntendedResultObjective: Reducelargeordersalescycle
IntendedResult: Reducethenumberofdaystosellalargeorder
KeyPerformanceIndicator
Label: Largeordersalescycle
Description: Theaveragenumberofdaysbetweenqualifiedleadsandsalesthatresultinanordervaluegreaterthan£250k
Owner: JimJones
Updater: JillJohnson
Frequency: Monthly
Scope: Forsalesthatoccurduringthereportingmonth
Calculation: InasingleMonth,forallsalesgreaterthan£250k;addthenumberofdaysbetweenthequalifiedleaddatesubtractedbythesalesdateanddividebythenumberofsalesgreaterthan£250k
MetricsUsedintheCalculation:
• Qualifiedleaddate–thedateassignedtoaleadmovingtostage3(qualifiedlead)inthesalesmanagementsystem
• Salesdate–thedateassignedtoaleadmovingtostage6(sale)inthesalesmanagementsystem
• Salegreaterthan£250k–salerecordedinthefinancesystemashavingbeeninvoicedandworthmorethan£250k
Thresholds Red(fromAmber):20 Green(fromAmber):25
OnceyouhavedefinedthethresholdvaluesforanumberofKPIsgotostep5.
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Step 5 – Measure ItisatthisstagethatobjectivesandKPIscanbeloadedintoadedicatedperformancemanagementsystem.ItispossibletokeeptrackofyourKPIsusingaspreadsheet,however,spreadsheetsarenotoriouslydifficulttomanageandmaintain.Giventherearenumerouscosteffectiveoptionsavailablewewouldnotrecommendtheuseofspreadsheets(exceptforsetupandtrialpurposes).
Therearetwopartstostep5:
1. Creatingascorecard(Organisation/Perspective/Objective/KPI)structure
2. Uploadingorenteringdataonaregularbasis
Creating a Scorecard Structure Thisrequiressomethought.Atalaterdateyoumaywanttorestrictaccesstocertainpartsofyourorganisationalstructure.Mostperformancemanagementsystemswillallowyoutomovethingsaroundsodon’tbetooconcernedaboutgettingthestructureperfect,justkeeppermissionallocationinmind.Youcanstartbybasingyourscorecardstructureonyourexistingorganisationalstructure.ExperiencesuggeststhatattheHQstrategiclevelabalancedscorecardapproachisbestandthatthisissupplementedbyadivisional/departmentalsub-structurethatfeedsKPIsintothetoplevel.
Forthepurposeofillustration,wewillbeusingtheQuickScoreperformancemanagementsystem.Thisstartswithanodestructureuponwhichallpermissionstothesystemarebased.Atypicalorganisational/balancedscorecardstructuremightlooklikethis:
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Ontheleftaretheorganisationalnodesandscorecardtrees.InthiscasethecompanyHQbalancedscorecardatthetopissetoutintheclassicfourperspectives:Financial,Customer,InternalProcessesandOrganisationalCapacity.Youwillnoticethattherearesymbolsdenotingtheperspectives(triangles),theobjectives(ovals)andtheKPIs(circles)andeachiscolourcodedwithadottotherighttoreflectthecurrentstatusoftheelement.
YoumayalsonoticethatintheMetricstabthereisaredexclamationmark.Thisisindicatingthatalthoughtheoverallscoreisgreen,somewherewithinthetreethereisaredmetric.
The‘International’scorecardshowaboveisaclassicBalancedScorecardstructure.Scorecardwithindepartmentcanfollowthissamestructurebutareoftensimplifiedtosuittheneedsofthedepartment.Forexample,intheFinancedepartmentthestructuremightconsistofaProfitandLossstatementandlooklikethis:
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AlthoughallofthemetricsinaprofitandlossstatementshouldnotbeconsideredKPIs,itistheoneareawhereitissometimesusefultoholdacopyofafullsetoffinancialmeasurestoallowdrilldownasandwhendetailisrequired.UpdateofamonthlyP&Lorbalancesheettoaperformancemanagementsystemisusuallyatrivialtaskandcanbeeasilyautomated.
Onceyouhavedecidedontheoverallstructure,youcanbuildthesystem.Mostsystemswillallowyoutomanuallycreatethestructureandsomewillallowyoutocreatethestructureinaspreadsheettemplateandthenuploadit.Thelatterapproachislesstimeconsumingandcanallowyoutosetupandteardownstructuresquicklyandthereforeintroducesthemeanstoexperiment.
Whenlookingatperformancemanagementsystems,besuretochecktheyallowyoutoinputallofthedataintheKPIDescriptiontablesyouhavecreated.
Insummary,tocreateastructureforyourscorecard,answerthefollowingquestions:
• WhowillbelookingatthesystemandwhatdoIwantthemtosee?Thiswillprovidethefirstinsight.Ifthereareareasyouwanttorestrictaccesstoe.g.afinancialbalancesheet,placetheminanorganisationalnodebythemselves.
• DoIwantacross-organisationalview?Inwhichcasethinkaboutabalancedscorecardapproach
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• DoIwantastrategicscorecardanddepartmentalscorecards?Thisisatraditionalapproach;itallowsyoutomaintainafewKPIs(agoodthing)whileatthesametimeallowingdepartmentheadstheflexibilitytomeasureotherthingsthatmaybeimportanttothem.
Onceagain,startsmall.WorkonafewobjectivesandafewKPIs,getproficient,youcanalwaysaddmore.
Thesecondpartofstep5istolookathowthedataisenteredoruploadedintothesystem
Adding Data Asaruleofthumb,foratop-levelHQscorecardyoushouldhavenomorethan36KPIs.IfyouareusingtheBalancedScorecardmethodology,thiswillbebasedonfourPerspectives,eachofwhichhastwoorthreeObjectives,eachofwhichhastwoorthreeKPIs.ThereisaverygoodchanceyouwillhavemanymoreKPIs.Mostorganisationswanttomeasuremuch,muchmorethanisnecessary.Thisbeingthecaseyouneedtolookverycarefullyattwothings:
• Howfrequentlyupdatestakeplace
• Howtoautomateupdatesifrequired
Frequency-PreviouslyweincludedaFrequencyiteminourKPIdescriptionbutdidnotsaymuchaboutit.Wearelivingina‘now’worldandassuchweoftenfeelitisimportanttoknowwhatishappeningatthisverymoment.Thisforcesusdownarouteofmeasuringthingsinreal-time.Operationallythismaybeveryimportant.Onaproductionlineyouneedtoknowaboutthehealthoftheproductateverystageofthemanufacturingprocess.However,strategicallythisisoflittleimportance.Whatmaybeimportantistheresultofthemeasurement.Forexample,thenumberofdefectsperweekorpermonth.Allbusinessesaredifferent,butasaguide:
KPIsshouldbepartofthemonthlymanagementreportingcycle;occasionallytheremaybeaneedtomeasurethingsweeklyandrarely,underextraordinarycircumstances,daily.
Why?Thetimeittakestoimplementacorrectiveactionmeansevenforasmallbusiness,thetimetoreactwillbedaysorweeksandnothours.
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Updates–whethertoautomateornotwillbecomeatrade-offbetweentheexpenseofbuildinganautomatedsystemandvalueofthereleasedtimeoftheindividualsthatupdatethesystemonaregularbasis.MostPerformanceManagementsystemswillprovidebuilt-inautomationcapabilitytoallowadirectconnectiontospreadsheets,databasesandtothemorepopularback-endERPsystems.Thisisusefulifyouwanttoincludemetrics(asdistincttoKPIs)aspartofthesystemtoallowuserstodrilldowntodetailwhenrequired.Agoodexampleofthismaybeanendofmonthfinancialsummary.
Uploadingfinancialdataisusuallyquitestraightforward.Thesimplestwayistodumpthefinancialdatatoaspreadsheetofaspecifiedformat,placethespreadsheetintoacommonarea(usuallyasecureftpserver)andthenschedulearegularupload.Typically,inanoperationlikethistherewillbeaone-offtaskofmappingthespreadsheetdatatotheKPIsyouhavepreviouslydefinedinyoursystem.
Withfinancialmeasures,themetricscouldbeusefulindrill-downscenariosbutthejobofupdatingeachonemanuallyeverymonthwouldbetedious.Mostfinancialsystemshaveanexporttospreadsheetfunction,sothedatacaneasilybeexportedtoaspreadsheetandimportedintotheperformancemanagementsystem.Thisisaverylow-costmechanismthatnotonlyspeedsuptheprocessbutensuresgreateraccuracy.
Onceyouhavedecidedonanupdatemechanism,beitmanualorautomated,youcanstartaddingactualdatatothestructure.Forthedatatobemeaningful,youwillneedatleast5-9months’history.Thismaymeanfeedinginsomehistoricaldataorwaitinguntilthereisenoughdatatoworkwith.
YouwillthenbereadytomovetoStep6.
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Step 6 – Interpret Results Onceyouhaveasetofhistoricalactualdatayoucanstartinterpretingtheresults.Therearetwophasestothisactivity,firsttocreateasetofdashboardsandreportsfromthedataandsecondtointerprettheresults.
Thepurposeofreportingistoprovideenoughdetailtoenableanorganisationtobemanagedeffectively.TheadvantageofusinganautomatedsystemisthereportsareupdatedwhenanyKPIvalueischanged.Careneedstobetakenwhendesigningadashboardorreport,thekeyquestiontobeaskedis:
• Whoistheaudienceforthedashboardorreport?
Dashboards Alldatavisualisationhastostartwiththeaudienceinmind.Achiefexecutivewillwantaverydifferentviewofabusinessascomparedtoanoperationsmanagerorafinancialdirector.One-sizewillneverfitallindashboardcreation.Typically,adashboardwillprovideanovervieworat-a-glanceviewofthebusiness.TheexamplebelowisaclassicstrategymapusingtheBalancedScorecardapproach:
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Wecanimmediatelyseethroughthe‘RAG’coloursthecurrentstatus.Inthiscasetherearealsoarrowssymbolsthatshowthestatusfromthepreviousmonthprovidinguswithsomelimitedtrenddata.Theelementscanbeclickedontodrill-downintolowerlevelobjectivesandKPIs.Pleasenote:thischartshouldneverbeusedinisolation!
AdashboardmightbeaimedataSalescommunityusingaverydifferentformatandlooksomethinglikethis:
Whoeverorwhateveradashboardistobeusedfor,considerthefollowingquestionsduringthecreationphase:
• Isthedashboardsuitedtotheaudienceitisbeingbuiltfor?
• Doesthedashboardhaveanintuitiveuserinterfaceandnavigation?
• Whenprovidingdrill-down,doesitprovideenoughadditionalinformation?
• Havetherightaccesspermissionsbeensetup?
• Isthebalancebetweencurrentandhistoricaldatacorrect?
• Visually,dotheimportantitemsstandout?
Finally,fordashboardcreation;don’tgetcarriedawaywiththetechnologyoracolourfulchart,simplicityisthebestwaytogetoveracomplexmessage.
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Reports Toclarify,forthepurposeofthisdocument,reportsareclassifiedspecificallyasrowandcolumnrepresentationsofdata.
Inaperformancemanagementsystem,aKPIreportmightlooksomethinglikethis,noticehowtheRAGcoloursaresubduedunlessrolled-overwithamouse:
Thisisverysimilartoaspreadsheetview.Typically,thistypeofreportwillbeusedduringadrill-downactivitywhenmoreinformationonaKPIisrequired.
Interpreting Results Earlierwespenttimelookingatthresholds.Oneoftheunfortunateby-productsofdefiningthresholdsistoreinforceaknee-jerkreactionwheninterpretingdata.Forexample,whenapplyingcolourcoding,asinthereportabove,theeyeisimmediatelydrawntotheredvalues.Whereitmightbeworthwhileexploringstringsofredinstances,itisrarelyworthwhilespendingtimeonsingleredinstance;itwillneverprovidethewholestory.WemayhavetakenastepforwardbutcannotsimplyrelyonaRAGstatustoenabledecisionmaking.
Why?Becausebusinessesarecomplexentities,nosingleoridentifiablecausecanholdthekeytoasolution.JustbecauseaKPIis5%downonlastmonth’sperformanceorisdifferenttolastyear’sperformanceorhasgonebelowanartificiallyimposedthreshold,doesnotautomaticallymeanthereisaproblem.
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UsingthresholdsgivesuswhatweneedtoundertakeapointanalysisofaKPI.Simplyput,iftheKPImovesfromanacceptableposition(green)towardsanunacceptableposition(red)thenwemightneedtostartalineofenquiry.
Youmayconsiderthefirstlineofenquiryistoasktheownerofthemeasureforanexplanation.Thisdoesseemareasonablecourseofactiontotake.However,askinganownerwillalmostcertainly,atbest,resultinadefensiveresponseand,atworst,causetamperingwiththeKPIinanattempttoremovetheproblem.Tamperingisanissueinbusinesswherefocusisplacedonindividualperformanceratherthanonbusinessperformance.Amuchbettercourseofactionistolookatpatternsinthedataandnotattheindividualsresponsibleforthedata.
Clearlytherewillbetimeswhentheownersofthedataneedtobeapproached,especiallywhenexploringanomalies.Thisshouldbedonewithcareandsensitivity,focusingonthedata.Again,anothergoodreasontolookatpatterns,atleastthatwayaconversationwillbemoreobjective.
Inbusinessitisrarethatpoorperformanceinoneareawillbeisolated;thereareusuallymultiplecontributingfactors.Therefore,apatternwillemergefromthedata.(Note:therewillalwaysbeanomalies,ifwhenlookingatanunusualpatterninoneKPIeverythingelselooksfine,thenitmaysimplybeananomaly,moreonthislater).WhenpoorperformanceisidentifiedinoneKPI,itisimportanttolookforpatternsacrossrelatedKPIs.
LookingforpatternsisthemostcrucialactivitywheninterpretingKPIs.Toillustratethis,wewilluseanewexample,themetricTheaveragetimetocontractindays.ThisKPImeasuresthetimebetweenasalesorderbeingtakenandacontractbeingsigned,indays.Drivingdowncontactnegotiationtimeisacommonobjectiveaslegal/commercialfeesareusuallypricedinhoursandcanbeveryexpensive.
Trends ThefirstthingtocheckwhenlookingataKPIoveraperiodoftimeisthestabilityofthemeasure.IntheexamplebelowwecanseethatduringtheperiodJanuarytoJulytheKPIresultswerehighlyerratic.Thisinitselfisacauseforconcern.However,itisimportanttorecognisethedifferencebetweenrectifyingunpredictablebehaviourandattemptingtoimproveperformance.
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Anybusinessperformanceimprovementplanneedstobebasedonperformancethatisreasonablypredictableorstable.
IntheexampleabovewecanseethatfromAugustonwardsthehistoricalperformanceofAveragetimetocontractindayshasbeguntostabilise,thevarianceisplusorminus3days.Thisprovidesagoodbasetothinkaboutimprovement.TogettothebottomoftheinstabilityfromFebruarytoJuly,weneedtolookatsomeassociateddata.
IfwelookatanassociatedKPI,Numberofsalespermonth,wecanseethatwithoneexception,thenumberofsalesisreasonablyconsistent:
Thisindicatesthatitwasnotthevolumeofbusinessthatcausedthechangebutsomethingelse.Inthisinstancethereasonforthechangewasduetoresourcing;uptoJanuarytwocommercialmanagerswereworkingforthecompany,inearlyFebruarythiswasreducedtoone.Duringtheunstableperiod,thesinglecommercialmanagersimplycouldnotcopewiththevolumeofwork.InAugust,asecondcommercialmanagerwastakenonandtheKPIstabilised.
However,thelong-termtrendindicatedthattheproblemhadnotbeensolved.Theperformancewastrendingupwards.Atthispointadecisioncouldbetakentodooneofthreethings:
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1. Livewiththeproblembecauseitistoocostlytofix
2. Addfurtherresourceinanattempttoresolvetheproblem
3. Changethethresholdsbecausethingshavemovedon
However,westillmightnotbeseeingthewholestory;thelatteroptionforcestheneedtolookatatimeperiodclosertothecurrentdate.IfwedothisandchangethedaterangefromAugusttoMarch,theresultisasfollows:
Hereweseethatalthoughthepreviouslong-termtrendwassuggestinganadverseperformanceswing,theshortertermview(still8monthslong)isindicatingapositivetrend.AlthoughtheKPIhasveeredupwardsinMarch,thetrendsuggeststhisisananomalyandthingsshouldgetbetterovertime.
XmR Charts Usingpointanalysisandtrend-linescanbeinformativebutaswehaveseenfromabove,theycanalsobemisleading.AtypeofchartthatisincommonuseandprovidesrealvalueistheXmRchart.
XmRChartsfallunderthecategoryofcontrolchartsusedtomonitorindustrialorbusinessprocesses.TheXstandsfor‘Individual’.Inamanufacturingprocessthismaybeameasurablefeatureofanitemproduced(orabatchofitems).Forexample,thevisualqualityofacarscreenattheendoftheproductionline.InabusinessprocessthismaybeaKeyPerformanceIndicatorsuchascustomersatisfaction.
TheXmRchartisactuallytwocharts.TheXisthedatapointbeingmeasuredandmRtheMovingRangewhichisthedifferencebetweenconsecutivedatapointmeasurements.
AnXmRchartmightlooksomethinglikethis:
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Theupperchart(X-Chart)displaysthedata-pointsovertime(Observation)togetherwithacalculatedaverage(Average).ThelowerchartdisplaystheMovingRange(mR-Chart)withitsAverageandUpperControlLimit.ThemovingrangeaverageinthemRportionofthechartisusedtocalculatetheUpperandLowerControlLimitsofthex-chartportion.
ThereisnoLowerControlLimitinthemRchartasthevalueofthedifferencebetweenconsecutiveobservationsisrecordedasanAbsoluteValue(positivenumber).Takealookat‘WikipediaControlCharts’foraquickoverviewofhowthecalculatedvaluesarecalculated.DouglasMontgomery’sbook,IntroductiontoStatisticalControl,providesmuchmoredetailifyouareinterested.
TheXmRchart,throughtheupperandlowercontrollimits,providesinformationtodeterminewhatanaturalprocesslimitis.Whenlookingatbusinessperformance,wealltoooftenover-reactwhenaperformancemeasurechangeswithoutconsideringthenaturallimitsofchange.All
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performanceindicatorschange;itisthenaturalorderofbusiness.Understandingthenaturallimitsofchangeisvitallyimportanttothesuccessfulmanagementofanorganisation.
Thereareseveralthingsweneedtoconsider.Firstly,therewillalwaysbespecialcases.Inthechartabove,theSeptember2013metricisanoutlier.Ithasfallenoutsidethenaturallimitsoftheoftheprocessvariation.Itisalsoasingleinstance.Thecausesofsingleinstancesareusuallyveryeasytodetermine.Itmaybeaseasonalvariation;itmaybetheresultofanaturaldisaster.Whateveritis,itcanusuallybediscountedveryquicklyandnotconsideredacauseforconcern.
Secondly,aminimumof5datapoints,andsometimesmore,areneededtoaccuratelycalculatetheupperandlowercontrollimitsandaverage.Andoften,atleast7pointsareneededtoaccuratelydetermineasignalofchange.However,inbusinessitmightbedifficulttowaitsevenmonthstotakeaction.Ifwaitingforsevenmonthstotakeactionisjusttoolong,exploretheoptiontoalterthefrequencyofmeasurement(forinstancefrommonthlytoweekly)thusgatheringtherequired7datapointsmorequickly.AnothersignaltolookforinanXmRchartistheshortrun;itisasignalthatshowsabigchangehasoccurred.Thisiswhere3or4consecutivedatapointsmoveclosertoaControlLimitthantotheAverage,(andareonthesamesideoftheAverage).IntheexampleabovewecanseethistakingplacefromJuly2014onwards.Itwouldbereasonabletoexaminethecauseoftheshortrunandtakeaction.
Thirdly,thedurationofanXmRchartneedtoberevisitedwhenalong-runofdataremainsaboveorbelowtheAverageline.Intheexampleabove,wecanseethatfromApril2014onwardsallofthedatapointsareabovetheAverageline.Thisindicatestherehasbeenachangeinthebusinessprocess.Wecanalsoseethatthevariationbetweenthedataisless.IfthisgroupofdatawasrecalculatedasaseparateXmRchart,theupperandlowercontrollimitswouldbeverydifferent.
Lastly,althoughthereisaverystrongcasetoalwaysusebothchartscontainedwithintheXmRchart,thewholechartcanbeconfusingtoageneralbusinessuser.GreatvaluecanbegainedbyusingtheXpartoftheXmRchart.
Inoneofthepreviousparagraphs,thetermsignalwasintroduced.Formoreinformationonsignalsandhowtointerpretnumericalvariationwewould
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highlyrecommendDonaldWheeler’sbook:UnderstandingVariation:TheKeytoManagingChaos.
TheXmRchartabovewascreatedusingstandardspreadsheettechniques.Addingtheaxisandvaluesandcalculatingthelimitsisarelativelysimplethingtodo.However,usingspreadsheetscanbefraughtwithdifficultiesiftheinformationhastobeprovidedtoagroupofpeopleoritispartofamuchlargerbusinessperformanceactivity.Ifthisisthecase,thenturningtoasoftwaresolutionisprobablyabetteralternative.Therearemanysoftwarepackagesavailable.Theycanbeconfiguredtotakeintoaccountthingslikelong-runeffectsanddisplayresultstoprovideagreaterlevelofinformation.Forexample,thechartabove(usingtheX-Chartportion)wouldlooklikethis:
Herewecanseetheupperandlowercontrollimitsinterpretedasthegreenportionofthechart.Theuppercontrollimithasbeensettotheuppervalueofthegreenareaandthelowercontrollimitasthelowervalueofthegreenarea.TheAverageisthedifferencebetweentheupperandlowergreenvalues.Anadditionallowerlimit,intheformofanamberbandhasbeenaddedprovidingthefamiliarred/amber/green/blue(RAGB)businessparameters.Thecharthasalsore-calculatedthelatterOctobertoAprillong-runsetofdatapointsandchangedtheupperandlowercontrollimitsaccordingly.
Whateversystemisusedtolookatperformancedata,thekeyistolookatthedataasawholeandoverareasonableduration.Thiscontrolchartprovidesfarbetteranalysisofthedataascomparedtotraditionaltrendlinesormonthonmonthoryearonyearcomparisons.Thereis,ofcourse,stilltheneedtotakeintoaccountassociateddataandotherexternalorinternalfactors.
Allsituationswillbedifferent;hereissomeguidancetobeusedwheninterpretingtheresultsprovidedbyyourKPIs:
• Donotrelyonpointanalysis,businessistoocomplexforthat
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• CheckthattheKPIisstableandpredictable
• AlwayslookatrelatedKPIs
• TrainyourselftolookatpatternswithinKPIsandacrossmultipleKPIs
• Bepreparedformorequestionsratherthananswers
• Drilldownintosourcedataformoreinformation
• Lookatlong-termandshort-termtrends(short=6months,notless)
• TalktotheowneroftheKPI(usingdata,notemotion)
• Thekeyistoseethedifferencebetweennormalvariationandabnormal
• Lookforwaystochangeandnotcontroloutcomes
Thelastitemonthelistleadsintostep7.WhenitisclearaKPI(orandobjective)ismovinginthewrongdirectionthenactionneedstobetaken.TheactionneedstobelinkedtotheKPI(orobjective)andprogressmonitoredandmanagedovertimetocorrectorimprovethesituation.
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Step 7 – Take Action TakingActioncomesintwomajorforms.Thefirstistoputinplacearemedialactivitywhenaproblemoccurs;thesecondistocreatestrategicinitiativestopromotechange.
Remedial Activity Puttinginplacearemedialactivityorassigninganactionisarelativelysimpleprocessandsomethingthatorganisationsdoalmosteveryday.Thekeyhereistoensurethattheactivityoractioniswellthoughtthroughandnottheresultofaknee-jerkreactionduetoananomaly.Thereareanumberofthingsthatshouldbetakenintoaccountwhencreatingaremedialactivityoraction:
• ItshouldbeassociatedtoaKPI–TheonlywaytoconfirmanactionhashadapositiveeffectistoobserveapositivechangeintheKPI.Justbecauseanactionhasbeencompleteddoesnotmeanthesituationhasbeenresolved.
• Itshouldnotbetheresultofashort-termanomaly–ReferbacktoStep6forguidanceonthis.IfaKPIgoesintothered,itdoesnotnecessarilymeanthereisaproblem.
• Besuretoassigntheactiontoanindividual–taskedindividualsfeelresponsibleandaccountable,departmentsdonot.
• Ensuretheactionisclear–inmuchthesamewayasaKPIhastobedescribedproperly,anequalamountofattentionhastobegiventodescribinganaction.Besuretoasktheowneroftheactioniftheyunderstandwhatisrequired,whenitisrequired,andwhowillbeinvolved.
• Actionstendtobeshort-termactivities–Ifanactionturnsintoalong-termactivity,thenitshouldbemoreproperlydescribedasaStrategicInitiative.
Strategic Initiatives CreatingandmanagingStrategicInitiativesisacomplexprocess.StrategicInitiativescausechange.Whenabusinessisstagnantorfailing,settingastrategy,buildingobjectives,settingtargetsandKPIswillbetonoavailunlessactivitiesareputinplacetoevokechange.StrategicInitiativescancausesignificantorganisationalimpact.Theymustalwaysbeassociatedtooneormorestrategicobjectives.
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Therearefivethingsthatneedtobeconsidered:
1.Generatingalistofcandidateinitiatives
2.Developingtheselectioncriteria
3.Selectingandprioritisingtheinitiatives
4.Describingtheprioritisedinitiatives
5.Funding,implementingandmanagementoftheinitiatives
Generating the list of initiatives DuringtheprocessofcreatingObjectivesandKPIsyouwillhaveundoubtedlythoughtofthingsthatneedtobedonetofulfiltheobjectivesandcauseimprovementintheKPIs.Thesethingsmayhavebeenparkeduptothispoint.Ifyoudonothavealist,thenonehastobecreated.GobackoveryourobjectivesandKPIsandwritedownallofthethingsthatyouthinkneedtobedonetoenableimprovement.Thiscanbeundertakenasagroupexerciseorindividually.
Itisnotimportantatthisstagetoconsiderwhetheraninitiativeisvalidorwhetherthereisfundingavailableorresourcestoallocate.Itisimportanttocreateafullandcompletelist.Youmayfindthatburiedwithinthelistisacrucialgame-changer.
Developing the selection criteria Thisisthefirstfilteringstage.Bydevelopingasetofselectioncriteriaandapplyingthecriteriatoeachitemonthelist,thelistwillbereduceddramatically.
Consensushastobereachedonthemostimportantcriteria.Thisshouldnotbeoverlycomplexandthecriteriashouldbefewinnumber,ideallyjustthreeitems.Selectioncomplexityandadditionalcriteriacanbeaddedinthenextstage.Typicalcriteriamightbe:
• Thepotentialstrategicgainsrelatedtotheorganisationalvision• Ajudgementontheanticipateimplementationandoperationalcost• Thetimerequiredtoimplement
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Usingtheabovecriteriashouldtakeoutthe‘nice-to-have’initiativesthathavenorealstrategicsignificance.
Select and prioritise the initiatives Withamanageablenumberofinitiativesleft(thisreallydependsonthesizeoftheorganisationbutshouldbenomorethan15)amoreformalrankingframeworkcanbeapplied.Thereareseveralmethodsthatcanbeusedwhichinclude:
Consensusvoting–basedonthecriteriadevelopedandsomeadditionalspecificcriteria.Participantscanthenworkshopandvoteonwhattheyconsiderarethemostimportantinitiatives.Caremustbetakentoensuretherightpeopleareattending,i.e.thosewithagoodknowledgeofthebusinessandstrategicprocesstodate.Discussionwillneedtotakeplaceafterthevotingtoestablishgood-reasonforavotetoavoidvotesmadebecauseofavestedinterestratherthanthegoodoftheorganisation.
MatrixScoring–Thisisagoodwaytopresentavisualframeworkandisusuallyundertakenintheformofatwo-by-twomatrix.Inaworkshop,agridisplacedonawallwiththeXandYaxisbeingsomethinglikeImpactandCostrespectively.Theinitiativesareplacedonthegrid.Thegroupofinitiativesplacedinthelow-impact,high-costquadrantisusuallyeliminatedandajudgementtakenontheremainder.
WeightingCriteriaScoring–Probablythemostscientificapproach.Intheexamplebelow,asetofcriteriahasbeenidentifiedtodeterminepriority.Aweightingforeachcriteriaisestablishedandeachinitiativescoredagainstthecriteria.Thiscantakealongtimeandrequiresgooddisciplefromtheparticipantsbutitdoesprovideaverygoodoutput.
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Whentheselectionmethodhasbeenapplied,theremaininginitiatives,whichshouldnumber5to7,canbeprioritised.Thisisusuallythetaskofaseniormanagementteamwhowillonceagainrefertotheoverallselectioncriteriaandrelevancetotheorganisationalvisionandstrategy.
Describing the prioritised initiatives Thisisarelativelysimplebutvitallyimportantstep.Theoutputfromtheselectionshouldbedocumentedforeachstrategicinitiative.Thiswillbereviewedandagreedbyeveryone.Itsetsthestageforfunding,implementationandmanagement.Thestrategicinitiativedescriptiondocumentneednotbeoverlydetailed,butitmustcapturepreciselywhatisrequiredandwhichobjectiveswillbeimpacted.Anexampleofastrategicinitiativedescriptiontableisintheappendix.
Funding, implementation and management Allprojectsrequirefundinganditisthisstagethatoftencausesthemostheateddebate.Ifthepreviousstageshavebeenundertakenwithcare,thenfundingshouldnotbeabarrier.Fundingshouldhavebeenconsideredintheselectioncriteria.Onethingthatoftenhappensatthisstage,however,isthatthehighestpriorityinitiativeisusuallythemostexpensiveandneedsthewholebudget.
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Itisthereforenotunusualtore-prioritisetolookforlower-costprojectsthatcanbeimplementedquicklyanddriveasignificantchange.Thismayrequiretheteamtolookatwaysofstagingordelayingthehighestpriorityinitiativetoreleasefundsforlowerpriorityinitiatives.
Whenthefundingissueshavebeenresolved,thentheimplementationcanbegin.Theinitiativesthenbecomeprojectsandaprojectmanagerassigned,thisiscrucial!
StrategicInitiativesprovidethemeanstoachievebusinessObjectives.Thisconnectionhastobemaintained.StrategicInitiativesareuselessinisolation.Tore-iterate,justbecauseaninitiativehasbeencompleted,doesnotnecessarilymeanandimprovementhasbeenmade,itjustmeanstheinitiativeiscomplete.Ifaninitiativeisconnectedtoanimprovementobjective,thenwecanmeasurewhetherornotanimpacthasbeenmade.Theinitiativebecomestheenginethatdrivesthestrategy.
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In Conclusion ThismethodologyhasaprimarygoaltoensurethatvalidKPIscanbecreated,monitoredandacteduponandensuresthattherightobjectivesareestablishedandthattheycontributetoanorganisationsstrategy.
Hereareafewthingsthatneedreinforcement:
• Thegoldenrule:KPIsarebasedonobjectives.ThereisnoreasonforaKPItoexistunlessitiscontributingtoanobjective.
• Thinkaboutobjectivesintermsofresults,theyshouldhaveatangibleelement,somethingthatcanbemeasured.
• Objectivesshouldusewordsthatrelatetohowwephysicallyperceivethingsintheworld.Thisisagoodtechniquetosense-checkyouareontherighttrack.
• WhencreatingaKPIitneedstobeclearlydescribed,basedonanobjective,ratedintermsofimportanceandassignedownership.
• ThereshouldbeagoodmixofleadandlagKPIs,donotrelyheavilyonlagKPIs,theycannotinfluenceanoutcome.
• Assigningthresholdsisnotonlyagooddiscipline(itforcesdiscussionaboutgood,badandindifferentresultsaheadoftime)butenableshighlyvisualreporting.
• Thinkaboutthestructureofyourreportsandownership.Whenyoustarttouseaperformancemanagementsolutionyoumayneedtothinkaboutassigningpermissionsandownership.
• Thinkhardabouttheneedforreal-timereporting;willitmakeadifferencetothewaythebusinessismanaged?
• Dashboardsareagreatwaytoprovideanat-a-glanceviewofthebusiness,takecareduringconstructiontothinkaboutwhothetargetaudienceis.
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• Interpretingresultsisaprocess,itisnotareaction.Anydipintotheredneedstobeexaminedcarefullyandincontext,theKPIownermustbeinvolved.
• Actionsneedtobephysicallylinkedtoobjectives/KPIsandmanagedtogether;theyareallpartofthesameprocess.
• StrategicInitiativesneedtobeconsideredasprojectsintheirownright.
Andfinally,reviewyourscorecardstructureatleasteverysixmonths.Wehaveatendencytoconsiderthisasanannualjob,intoday’senvironmentthatisnotgoodenough.Keepcompetitive,keepontopofyourKPIs.
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Appendix
Strategic Objectives Table
StrategicObjectivesLabel Description OwnerFinancialPerspectiveIncreaseRevenue Increaseoverallcompanyrevenueby5%
everyyearforthenext3yearsLeeChild
CustomerPerspective
InternalProcessPerspective
OrganisationalCapacityPerspective
ThetableaboveistypicalofaconsolidatedobjectivelistusedwhendevelopingaBalancedScorecardsolution
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KPI Description Table
ObjectiveandIntendedResult
Objective:
IntendedResult:
KeyPerformanceIndicatorLabel:
Description:
Owner:
Updater:
Frequency:
Scope:
Calculation:
MetricsUsedintheCalculation:
Thresholds: Red(fromAmber) Green(fromAmber)
Other Threshold models: Red,Amber,Green,Blue
Thresholds: Worst Red(fromAmber)
Green(fromAmber)
Blue(fromGreen)
Best
Red,Green,Red
Thresholds: LowRed(fromGreen) HighRed(fromGreen)
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Strategy Map
Vision:
Mission:
Financial
Customer
InternalProcesses
OrganisationalCapacity
ThestrategymapaboveistypicalofthestructureusedwhenfollowingtheBalancedScorecardmethodology.
Morestrategymaptemplatescanbefoundhere.
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Strategic Initiative Initiation Document
StrategicInitiative:
Owner: Description:
Department:
Phone:
E-Mail: ImpactedStrategicObjectives:
StartDate:
EndDate: Deliverables:
EstimatedCost:
StaffRequired: SkillsRequired:
Assumptions Dependencies: Risks:
Atableliketheoneabovewouldnormallybeusedduringstrategicplanningtokick-offastrategicinitiative.Itspurposeistoprovidejustenoughinformationtoallowaprojectmanagertostarttheworktoturntheinitiativeintoaproject.