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Transcript of TIBCO Spotfire Helps Eastport Analytics and the Internal ...
TIBCO Spotfire Helps Eastport Analytics and the Internal Revenue Service Combat Tax Evasion Schemes
TIBCO Spotfire enterprise analytics platform is a key
component of Eastport’s innovative analytical process to
identify potential tax evasion activity associated with
offshore credit cards for the IRS.
T I B C O S P O T F I R E H E L P S E A S T P O R T A N A L Y T I C S A N D T H E I N T E R N A L R E V E N U E S E R V I C E C O M B A T
T A X E V A S I O N S C H E M E S
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Challenges:
• 12millionoffshorecreditcardrecordstoanalyze.
• Previousmethodologiestookweekstocomplete.
• IRSsometimeslackeddatatouseasevidenceinbuildingasolidcase.
EastportAnalytics,Inc.isananalyticalsolutionscompanyprovidingservicesand
consultingtoorganizationsdealingwithextremelycomplexknowledgemanagement
challenges.BasedinArlington,Virginia,thecompanywasfoundedtoenhancetheimpact
ofanalysisandanalyticaltechnologyonthedecision-makingprocess.Eastport’sclients
areprimarilyinvolvedintheintelligencelawenforcementandcivilcompliancesectors.
TheInternalRevenueService(IRS)regularlyconductsprogramstoidentifynoncompliant
taxpayers.Aspartoftheseefforts,theIRSdevelopedtheOffshoreCreditCardProgram
(OCCP)toenforcetherequirementthatU.S.citizenspaytaxontheirworldwideincome,
notjustincomeearnedintheUnitedStates.Creditcardsprovideeasyaccesstooffshore
fundsandaccountsintaxhavencountries,suchasBermudaandtheCaymanIslands,
whichallowincometobehidden.
Whileit’snotillegaltohaveanoffshorecreditcard–somemightbedrivenbybusiness
interests–there’srarelyalegitimateeconomicreasonfortheaveragepersontohaveone
andit’snoteasytoobtainone.Giventhat,theIRSdeterminedthatthereisareasonable
basisforbelievingthatsomepeopleareusingoffshorecreditcardstoevadepayingU.S.
taxesanditdevelopedtheOCCPtoinvestigatetheseaccounts.ThedivisionoftheIRS
thatisfocusedontaxcomplianceandevasionactivityturnedtoEastportAnalyticsto
developananalyticalprocessforcreatingapoolofthemostlikelyoffenders.
ChallengesTaxevadersgotogreatlengthstofindwaystoavoidpayingtaxeswithoutgetting
discoveredand,oncetheirmethodsaredetected,tofindnewwaystocontinuetheir
practices.U.S.Congressionalactionshaveimposedmanylegislativeandregulatory
standardstohelpdeterthedisguisingandconcealingoftheflowofsuchillicitmoney
tomakeitappearlegitimate.Someoftheseacts,suchastheUSAPatriotAct,establish
regulationsrequiringthatfinancialinstitutionskeeprecordsandfilereportsoncertain
financialtransactions,makingitmoredifficulttocommitfinancialcrimes.Atthesame
time,thereisalotmoreinformationtoprocessandanalyze.Eastportistaskedwith
helpingtheIRSputavoluminousamountofdataintocontexttodetermineifillegal
activityisoccurring.
Thedatasetofoffshorecreditcardinformationcomprises12millionrecordsthathave
beenobtainedthroughasummonsissuedbytheIRStovariousbanks.Thisisapartofan
Solutions:
• Visual,interactiveanalyticsprovideanalystwithquickinsight.
• Spotfireguidesenableflexibleabilitytonarrowdownpotentialoffenders.
• Integrationintodigitalworkflowfacilitatesseamlessdynamicanalyticalprocess.
Results:
• EastportmetitsgoalofprovidingIRSwith1,000qualifiedaccounts.
• IRShasstrongercasetoprosecutebecauseofqualityofdata.
• Processthatwouldtake2–3weekspayinganengineertakes3–5dayswithSpotfiresoftware.
T I B C O S P O T F I R E H E L P S E A S T P O R T A N A L Y T I C S A N D T H E I N T E R N A L R E V E N U E S E R V I C E C O M B A T
T A X E V A S I O N S C H E M E S
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ongoingsetofactivities–oncetheIRSidentifiescasesthatuseanewmethodofpotential
illegalnoncompliantactivity,itusestheinformationtoconductavoluntarycompliance
effort,encouragingtaxevaderstocomecleanwithnopenalty.Butsomeindividuals
choosenotto,sotheIRShasaprocessinplaceforprosecutingthesecases.
EastporthasbeenworkingwiththeIRSontheOCCPforanumberofyears,tryingtofind
thebestmethodologywithwhichtoanalyzeadatasetofthismagnitude.Thechallenge
wastofindthemosteffectivewaytodevelopaqualifiedpoolofpotentialtaxevaders
andprovidetheIRSwithsolidgroundsonwhichtoprosecuteacase,withdatatobackit
up.Eastportdeterminedthatitwasessentialforananalysttobeintheloop,sothefirm
soughtouttoolsthatwouldenablethemtodefineanefficientmethodologyandatthe
sametimegiveananalysttheopportunitytoguidetheprocess.
Thereareanynumberofredflagsthatcouldindicateillegalactivity,suchas
nonresidentialaddressesthathavemultipleaccountsattachedtothem(asignofa
potentiallyillegalfinancialpromotionscheme);anextraordinarilyhightransactionvolume;
orthepaymentofanannualfeebutextremelylowtransactionvolume.“Theanalytical
challengeforuswasdevelopingaprocessthatwastransparent,repeatableandcapable
ofbeingcommunicatedwithinalegalframework,”saysJonathanAdams,Principalof
EastportAnalytics.“Inessence,theanalysisbecomesevidencethatcanbeusedto
substantiateacase.”
SolutionsEastportmaintainsalab–theInsightFusionLab–withmanydifferentanalysistools
thatareusedonanongoingbasisforitsclientprojects.Whilethelabhasmanytools
thatwillchangeastheprojectschange,thefirmhasasetofworkhorseproductsthat
canbeflexiblyappliedtomanychallenges.TotackletheIRSprojectmoreeffectively
andefficiently,EastportselectedTIBCOSpotfireenterpriseanalytics.“Oncewesawits
capabilities,Spotfirequicklyjoinedourstableoflabtools,”remarksAdams.“It’saflexible
tool,easytoimplementanditallowsouranalyststoquicklyrollaroundinthedata.”When
askedtodefine“rollaroundinthedata,”Adamselaborates:“Wedeliverinsight,whichis
acombinationofdata(underlyingsetofobservations),missioncontext(lookingatdataas
itrelatestoaspecificsetofobjectives)anddomainknowledge.Whenwe’retalkingabout
rollingaroundinthedata,wehaveanexploratoryphasewherewe’retryingtodetermine
therightcombinationofthosethreeelementsforanygivenproblem.Itcanbeaquitea
challengeandthat’swhatSpotfireenablesustodo.”
“Once we saw its capabilities,
Spotfire quickly joined
our stable of lab tools.
It’s a flexible tool, easy to
implement, and it allows our
analysts to quickly roll around
in the data.”
JonathanAdamsPrincipalEastportAnalytics,Inc.
T I B C O S P O T F I R E H E L P S E A S T P O R T A N A L Y T I C S A N D T H E I N T E R N A L R E V E N U E S E R V I C E C O M B A T
T A X E V A S I O N S C H E M E S
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Figure 1. This TIBCO Spotfire DecisionSite® scatter plot is focusing on the relationship between various account-related observations and the level of ATM activity.
Eastportcraftedaninnovativeanalyticalprocessthatextractshighqualityaudit-worthy
accountsfromthecreditcardtransactiondata.Aspartoftheprocess,Spotfiresoftwareis
usedtolookatthequantitativecharacteristicsofaccountstoidentifypatternsofsuspect
behaviorinordertocreateapredictivemodelofpotentialillegalactivity.
Todevelopthequalifiedpoolofpotentialtaxevaders,Eastportcreatedaworkflow
processthatorganizesanddeliversthefindingsandtheassociatedevidenceindigital
casefolders.Spotfireenterpriseanalyticsintegratedeasilyintotheprocess,enabling
theanalysttoliterallycutandpasteasubsetofaccountsheisinterestedinfromSpotfire
softwareintothefolder.Thefolderrecognizestheaccountnumbersandassociatesthem
withaugmentinginformationfromotherdatabases.
AtthatpointtheanalystisinapositiontogiveanIRSlegaladvisortheinformationthat
wouldformthebasisofexplicitgroundsforpursuingacasefurther.Thelegaladvisortakes
theanalysisandcomparesitagainstIRSinternaldatatodetermineiftheyshouldmove
aheadornot.Ifnoncomplianceisstillsuspected,thelegaladvisorwouldbeabletojustify
thereasonsanaccountwaspulledoutofover250,000accounts–reasonsthataredefined
inSpotfireguides.
“Because the data changes
with each new set, without
Spotfire we would need to pay
an engineer to write queries in
SQL code to extract the data
we’re looking for.”
JonathanAdamsPrincipal,
EastportAnalytics,Inc.
T I B C O S P O T F I R E H E L P S E A S T P O R T A N A L Y T I C S A N D T H E I N T E R N A L R E V E N U E S E R V I C E C O M B A T
T A X E V A S I O N S C H E M E S
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TIBCOSpotfireguidesareusedtoreducethelargevolumeofcreditcardaccountsdown
toareasonablenumberinordertobetterfocusresources.Eastportcreatedabout40
differentguidesinSpotfiresoftwaretocapturetheanalyticalknowledgeoftheanalyst.
Theguideslookforspecifickindsofbehavior–suchashighlevelsofcertainkinds
ofactivity,largepurchasesandhighcreditlimits–thatwillshowupasoutliersinthe
software’svisualinterface.Theguidesenabletheanalysttomakevariouschangesbased
onhisintuitionandexperiencetobestfocusinonnoncompliantaccounts.Ifafterrunning
theguides,thenumberofaccountsisstilltoolarge,theanalystcaneasilytightenoneor
moreofthevariablesmanagedbytheguides,e.g.,adjustingthecreditlimittoadifferent
level.
TwotothreetimesayearEastportgetsnewdatasetsfromtheIRS.Sinceithasalready
createdtheSpotfireguides,Eastporthaseliminatedtheneedtocreatenewtemplatesand
codeeachtime,facilitatingquickanalysis.“Becausethedatachangeswitheachnewset,
withoutSpotfirewewouldneedtopayanengineertowritequeriesinSQLcodetoextract
thedatawe’relookingfor,”Adamsnotes.
SpotfireenterpriseanalyticshasenabledEastporttoharvesttheappropriateinformation
andbringtogetherthecasefolderallinoneplace,sothattheanalystcandynamically
workwithit,makecommentsanddeliveradigitalextracttothenextphaseofthework
processfortheIRS.
Figure 2. This TIBCO Spotfire DecisionSite® Posters chart is showing key variables related to noncompliance and how each account in the dataset is related to others. The goal is to look across the entire dataset and understand how particular combinations of observations are related.
© 2007 All Rights Reserved. TIBCO, TIBCO Software, The Power of Now, the TIBCO and Spotfire logos, Spotfire, Spotfire DecisionSite and Spotfire DecisionSite Posters are trademarks or registered trademarks of TIBCO Software Inc. in the United States and/or other countries. All other product and company names are marks mentioned in this document are the property of their respective owners and are mentioned for identification purposes only.
ResultsEastport’sgoalwastoprovidetheIRSwithatargetedpoolof1,000accountswith
whichtomoveaheadbasedonunderlyingcharacteristicsandotherinformation.
“They’veneverhadapoolofauditcandidatesdevelopedwithsuchstructuredanalysis
before,”observesAdams.“Thedata,becauseofthetargetedprocesswithwhichitis
selected,isveryvaluabletothemandmorelikelytoprovidethemwithasolidcase.”
Thetimesavingsfortheanalyticalportionoftheworkflowisdramatic.UsingSpotfire
enterpriseanalytics,ittakes3-5daystoanalyzeallofthedataoncethecodingto
createandintegratethefoldersystemiscompleted.WithoutSpotfiresoftware,it
wouldhavetaken2-3weeks,withtheneedtocompensateanengineertorunSQL
code.EastportindicatesthattheIRSappreciatesthefirm’sabilitytodothework
quicklyandmorecost-effectively.“WeaskedtheIRSwhytheycontinuetoworkwith
ustotackletheseprojects,”saysAdams.“TheytellustraditionaldataITcompanies
alwayscomebacktothemwithyetanotherdatabase,whilewearefocusedonsolving
theiranalysisproblems.”
TheIRSisintentononlymovingforwardonacaseifitisdefensibleandinthepast
didn’talwayshavethedatatosupportit.WithEastport’sinnovativeanalyticalprocess
featuringSpotfireenterpriseanalytics,theIRSisabletoprovethatitbuiltitscasein
alogicalandtransparentmanner,withthesupportingdataasevidence.Today,the
useofoffshorecreditcardstoevadetaxesisbecominglessprevalentlargelybecause
oftheIRS’OffshoreCreditCardProgram.Infact,theIRShasalreadyidentified
thousandsofsuspiciouscardholders,manyofwhichhaveresultedinprosecutable
cases.
Inadditiontooffshoretransactionandcorporatetransactioncomplianceprojects
withtheIRS,EastporthasusedSpotfireenterpriseanalyticsonaprojectwiththe
DepartmentofDefenseandhasidentifiedotherupcomingprojectsthatwillrequire
Spotfiresoftware’scapabilities.
Spotfire,
A Division of TIBCO Software Inc.
212 Elm Street
Somerville, MA 02144
Tel: +1 617 702 1600
Toll Free: +1 800 245 4211
Fax: +1 617 702 1700
http://spotfire.tibco.com