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An Electoral System in Crisis lulu Fries’dat & Anselmo Sampietro in collaboration with Fritz Scheuren July 18, 2016 Having confidence in our elections is central to our faith in our government and all of the decisions that we make collectively as a nation. But are the candidates who win the ones we actually vote for? A large and growing body of research provides convincing evidence that U.S. electronic voting equipment in many areas throughout the country is not counting the votes accurately. This could be due to malfunctions in computer equipment that in 43 states is over a decade old , and long past its natural life. However, in many cases, the evidence strongly suggests that fraud is the likely explanation. These problems have been occurring since at least 2004, and are certainly present in the current 2016 presidential primaries. The documentation consists of statistical graphs analyzing data from five presidential cycles, as well as off-year races from across the country. The data illustrates that there are unusually large discrepancies between small precinct and large precinct election returns, and noticeable differences between hand- counted and machine-counted precinct results. Even in isolation, the data gives cause for concern. The statistical evidence is reinforced by physical evidence and congressional hearings: manual recounts that do not match the totals of the machines being audited; and testimony under oath about direct knowledge of tampering with electronic voting equipment. We examined the election results of the 2016 presidential primaries, and found irregularities in the overwhelming majority of the twenty-one states that we analyzed. The data indicates, in particular, that the totals reported in the Democratic race between Hillary Clinton and Bernie Sanders may not be correct. In state after state, independent examination by two separate analysts found suspect statistical patterns giving Clinton inflated percentages, that in all likelihood are not fully based on actual votes; and leaving Sanders with what appear to be artificially depressed totals. The difference between the reported totals, and our best estimate of the actual vote totals, varies considerably from state to state. However, these differences are significant—sometimes more than 10%—and could change the outcome of the 2016 Democratic presidential primary. We found irregularities in the 2016 Republican presidential primary as well, and while concerning, we do not believe they are large enough to change the outcome of that race. Fritz Scheuren, a member of the statistics faculty at George Washington University, and a former president of the American Statistical Association, has been a collaborator in this research. Examining the data from the study, Scheuren said, “As a statistician, I find the results of the 2016 primary voting

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Page 1: An Electoral System in Crisis - WordPress.com › 2016 › 07 › ... · 7/18/2016  · An Electoral System in Crisis Fig. 2 — Hand-counted ballots show a consistently higher return

AnElectoralSysteminCrisis

luluFries’dat&AnselmoSampietro

incollaborationwithFritzScheuren

July18,2016

Havingconfidenceinourelectionsiscentraltoourfaithinourgovernmentandallofthedecisionsthatwemakecollectivelyasanation.Butarethecandidateswhowintheonesweactuallyvotefor? AlargeandgrowingbodyofresearchprovidesconvincingevidencethatU.S.electronicvotingequipmentinmanyareasthroughoutthecountryisnotcountingthevotesaccurately.Thiscouldbeduetomalfunctionsincomputerequipmentthatin43statesisoveradecadeold,andlongpastitsnatural

life.However,inmanycases,theevidencestronglysuggeststhatfraudisthelikelyexplanation.Theseproblemshavebeenoccurringsinceatleast2004,andarecertainlypresentinthecurrent2016presidentialprimaries. Thedocumentationconsistsofstatisticalgraphsanalyzingdatafromfivepresidentialcycles,aswellasoff-yearracesfromacrossthecountry.Thedataillustratesthatthereareunusuallylargediscrepanciesbetweensmallprecinctandlargeprecinctelectionreturns,andnoticeabledifferencesbetweenhand-

countedandmachine-countedprecinctresults.Eveninisolation,thedatagivescauseforconcern.Thestatisticalevidenceisreinforcedbyphysicalevidenceandcongressionalhearings:manualrecountsthatdonotmatchthetotalsofthemachinesbeingaudited;andtestimonyunderoathaboutdirect

knowledgeoftamperingwithelectronicvotingequipment.

Weexaminedtheelectionresultsofthe2016presidentialprimaries,andfoundirregularitiesintheoverwhelmingmajorityofthetwenty-onestatesthatweanalyzed.Thedataindicates,inparticular,thatthetotalsreportedintheDemocraticracebetweenHillaryClintonandBernieSandersmaynotbe

correct.Instateafterstate,independentexaminationbytwoseparateanalystsfoundsuspectstatisticalpatternsgivingClintoninflatedpercentages,thatinalllikelihoodarenotfullybasedonactualvotes;andleavingSanderswithwhatappeartobeartificiallydepressedtotals.

Thedifferencebetweenthereportedtotals,andourbestestimateoftheactualvotetotals,varies

considerablyfromstatetostate.However,thesedifferencesaresignificant—sometimesmorethan10%—andcouldchangetheoutcomeofthe2016Democraticpresidentialprimary.Wefoundirregularitiesinthe2016Republicanpresidentialprimaryaswell,andwhileconcerning,wedonot

believetheyarelargeenoughtochangetheoutcomeofthatrace.

FritzScheuren,amemberofthestatisticsfacultyatGeorgeWashingtonUniversity,andaformerpresidentoftheAmericanStatisticalAssociation,hasbeenacollaboratorinthisresearch.Examiningthedatafromthestudy,Scheurensaid,“Asastatistician,Ifindtheresultsofthe2016primaryvoting

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AnElectoralSysteminCrisis

unusual.Infact,Ifoundthepatternsunexpected[andpossiblyeven]suspicious.Thereisagreaterdegreeofsmoothnessintheoutcomesthantheroughnessthatistypicalinraw/realdata.”

Itisimportanttonotethatthefactthatacandidatebenefitsfromirregularitiesdoesnotimplythata

candidateisresponsibleforthem.

InJanuary2014,ThePresidentialCommissiononElectionAdministrationpublishedareportstating,“PerhapsthemostdirewarningtheCommissionheardinitsinvestigation…concernedtheimpendingcrisisinvotingtechnology.Well-knowntoelectionadministrators,ifnotthepublicatlarge,this

impendingcrisisarisesfromthewidespreadwearingoutofvotingmachinespurchasedadecadeago(p.62.)”Thisreportwasissuedovertwoyearsago,butunfortunatelyverylittlehasbeendonesincethentorectifytheproblem.Sotheissueswearereportinghere,ofsecurityproblemsonoldandfailing

machines,arenotsurprising.Howeverwedidfindsecurityissueswithevennewerelectronicvotingequipment,suchasthemachinesinNewYorkState.

Atacongressionalbriefingonvotersuppression,heldonApril21,2016,Rep.HankJohnson(D-Georgia)expressedgraveconcernaboutthesecurityofthevotingequipment:“Thereisaveryinsidious,

treacherousanddeceitfulmethodofvotersuppression,andithastodowiththeintegrityofthevotingprocessitself…onepossibility,andIthinkit'saverygoodone,isthatsomeone'smanipulatingthecountingofthevotes.Someoneishackingintothesecomputersthattabulatethevotes."

AnEnvironmentofCorruption

Theportraitofanelectoralsystemincrisisisfurthersupportedbyreportsfromelectionintegrity

organizations,mediaoutlets,andindividualsonsocialmediathatvotingisincreasinglytakingplaceinacorruptenvironment.Thiscontextualevidenceofvoterspurgedfromtherolls,registrationslostinthe

mail,partyregistrationsbeingchangedwithoutavoters’knowledgeorintent,votersbeingsentincorrectballots,ashortageofballots,pollingplacesbeingclosed,discouraginglylonglinesintargetedprecinctsandstates,anddisturbinglylargedisparitiesbetweeninitialexitpollsandofficialresults,lends

credencetotheargumentthatifoneformoffraudisalreadyinplay,anotherformoffraudismoreplausible.ThisinformationisbeingaggregatedbyelectionintegritygroupssuchasElectionJusticeUSA,throughvotertestimonialsandlawsuitsthatareinprogressaroundthecountry.

Figures1and1Aareexamplesofdisenfranchisedvotersfromthe2016presidentialprimaries.Stories

likethesehavebeenubiquitousinmanystates,includingArizona,NewYorkandCalifornia.MoreoftheseinstancesaredocumentedinthisarticleonHeavy.com.

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Fig.1—Facebookpost:BeckyDillon,aCaliforniavoterforcedtovoteviaprovisionalballot,June7,2016

Fig.1A—CourtorderrequestofChloePecorino,afirst-timeNewYorkvoterwhoseregistrationwaslostinthemail.ShewasunabletocastaregularballotintheDemocraticpresidentialprimarydespite

requestingacourtorderonApril19,2016

DocumentscourtesyofElectionJusticeUSA

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ThisispartofthetextoftheaffidavitthatMs.PecorinofiledwithElectionJusticeUSA:

“I,ChloePecorino,remainunregisteredinthestateofNewYorkasaDemocrat.IhavemademultipleattemptstoconfirmmyvoterregistrationwiththeDMVandtheBrooklynBoardof

Elections…IregisteredthroughachangeofaddressformwiththeDMVinearlyMarch.IregisteredasaDemocrat.IknowtheDMVreceivedtheformbecausemynewaddressisonfileasofMarch18th,2016.IneverreceivedconfirmationaboutmyregistrationwhichiswhyI've

beencallingtheBrooklynBoardofElectionsforthepastthreeweeks.”

SomeofthesetamperingissuesmayberelatedtoaDecember2015massivedataleak,reportedbyresearcherChrisVickery,thatincluded“personal,public,andsomenon-publicinformationon191millionregisteredvoters.”AccordingtoaForbesarticlebyThomasFox-Brewster,Vickeryfound“300GB

ofvoterdata,whichincludesnames,homeaddresses,phonenumbers,datesofbirth,partyaffiliations,andlogsofwhetherornottheyhadvotedinprimaryorgeneralelections.Thedataappearstodatebackto2000.”Forbesstatedthattheinformationwasopenlyavailableonline,andthat“Itwouldappear

everyregisteredUSvoterisincludedintheleak.”

HowWouldWeKnowiftheVotingMachinesWereNotCountingtheVotesCorrectly?

Thebestwaytocheckwouldbetocounttheballotsbyhand,orexamineanypaperorelectronictrailavailableinathoroughandpublicaudit.Thisisnothappening.AccordingtoadatabasecompiledbyCitizensforElectionIntegrity,only12statesrequireapost-electionauditof“everycontestandballot

issuevotedontheballot.”Eventhatestimateisgenerous.Forexample,NewYorkislistedasoneofthose12states,butin2015,itspost-electionauditlawwaschangedfromrequiringathree-percenthandcountaudittosimplyrunningthoseballotsthroughthemachineagain.AlanGoldston,aNewYork

electionlawconsultant,said“thisisnotarecountatall.”

Sotheshortanswertothisquestionis:Wewouldn’tknowifthetotalswerewrong.Orwouldwe?Wouldtherebeotherindicationsthatthemachine-countisnotaccurate?

Evidence

Ifvoting-machineresultswereinaccurateonaregularbasis,therewouldbesomeevidenceofit.One

indicatorwouldbethatvotescountedbymachineswouldgivedifferentresultsthanvotescountedbyhand.Infact,thisisnowbeingseeninelectionsalloverthecountry.

Inthe2016DemocraticprimaryinKingsCounty,NewYork(Brooklyn,)agroupofaffidavitballotswerehand-countedbyagroupofvolunteers.Comparingthehand-countswiththemachine-counts,thereisa

noticeabledifference(Figure2).Ineverysingleassemblydistrictweexamined,exceptone,HillaryClintonperformedbetterwhenthevoteswerecountedbymachine.Thisisasmallsampleoftheoverallballotscast,buttheconsistencyoftheresultsmakesaconvincingcasethatsomethingisamiss.

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Fig.2—Hand-countedballotsshow aconsistentlyhigherreturnforSandersinthe2016NewYorkpresidentialprimary

GraphbyAnselmoSampietro

Comparisonshavebeenmadepreviouslybetweenvotingresultsinhand-countedprecinctsandmachine-countedprecincts.Whentherehavebeendiscrepancies,theyhavebeenpassedoffasthe

resultofdemographics.Thisisareasonableconcern,sinceitispossiblethatvotersofaparticularpoliticalperspectivecouldtendtochooseaparticulartypeofvotingequipment.However,inthisinstance,becausethetwosamplesets(hand-countedandmachine-counted)arefromidentical

precincts,withvotersparticipatinginthesameelectiononthesameday—thereisnodemographicvariabletotakeintoaccount.

Theseaffidavitballotsarefromvoterswhowerenotabletovotebyregularballot.IntheNewYork2016primary,over120,000voterswerepurgedfromtherollsinBrooklynalone,andalargenumberofvoters

alsohadtheirvoterregistrationchangedwithouttheirknowledgeorintent.

Sandersvoterstendtobeyoungerandmoreindependent,soonemightthinkthattheywouldbelesslikelytoregisteraheadoftime,andmorelikelytoshowupintheaffidavitsample.Howeveroftheover120,000affidavitballotscast,onlyabout30,000wereactuallycertifiedandcounted.Itisthatfinal

“approved”subsetbeingcountedinourstudy.ThosevoteswouldhaveonlyincludedofficiallyregisteredDemocrats,notindependentsorlateregistrants.Thoseofficiallyapprovedaffidavitvotes,whencountedbyhand,areshowingaconsistentlyhigherpercentageforSandersthanwhenthevotes

arecountedbymachine.Therearetwopossibleexplanationsforthis.Oneisthatthemachinesarecountingthevotesdifferently.Theotheristhatthevoterswhowereforcedtouseaffidavitballotswere

targetedSandersvoters.Possibly,bothofthesefactorsareatwork.Eitherway,thedataindicatesthefootprintofmanipulationintheelection,andcallsintoquestionthevalidityofthereportedresults.

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Figure2AshowstheresultsofarecountinHillsboroughCountyinthe2008NewHampshireDemocratic

primary.Thereweredifferencesinalmosteveryprecinctbetweentheoriginalmachinecountandthemanualrecount.

Fig.2A—2008NHDem.presidentialprimary Themanualre-countshowslargediscrepancieswiththeoriginaltotals

Source:TheBradblog

Inthe2016WisconsinandMassachusettspresidentialprimaries,therehavealsobeenstarkdifferences

betweenthecandidates’percentagesinhandcountandmachinecountprecincts.

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Hacking

Theexamplesprovidedabove,showingdifferencesbetweenhandcountsandmachinecounts,cannotbeexplainedbydemographics.Ifthediscrepanciesarenotduetodemographics,thereiseithersome

issuewiththevotingmachinesorthehandcounts.Informationsurroundingthosetwoprotocolssuggeststhattheproblemwouldbewiththemachinesandnotthehandcounts.

Inhiswell-researchedpostontheoddresultsofthe2016MassachusettsDemocraticprimary,TheodoredeMacedoSoarespointsoutthatCanada,Australia,Denmark,France,Ireland,Italy,Sweden,andSpain

areamongthe59countriesthatrelyonhand-countedpaperballotstodeterminetheirresults.Incontrast,concernsaboutsecurityandaccuracyhaveplaguedelectronicvotingmachineswherevertheyhavebeenimplemented.

In2009,Germany’shighestcourtbannedtheuseofcomputersinthevotingprocessamidstconcerns

thattheprocesswasnottransparent.JonathanSimon,aHarvard-educatedattorneywhoistheco-directoroftheElectionDefenseAlliance,saysonhiswebsite,“There’svirtualunanimityamongtheexpertswhohavestudiedelectronicvotingmachinesthatinsidersorhackerscanchangetheresultsof

electionswithoutleavingatrace.”HecitesstudiesfromJohnsHopkins,Princeton,UniversityofMichigan,TheBrennanCenterForSocialJusticeatNYU,thestatesofCaliforniaandOhio,andeventheU.S.GovernmentAccountabilityOfficetobackuphisclaim.

J.AlexHaldermanteachescomputerandnetworksecurityattheUniversityofMichiganandhas

successfullycompromisednumerousvotingsystems.Hepaintsavividandunnervingdescriptionofonehack,“Within36hoursofthesystemgoinglive,ourteamhad…almosttotalcontroloftheserver

software,includingtheabilitytochangevotesandrevealvoters’secretballots.”Haldermanpointsoutthatthethreattoourelectionscouldbecomingfrompoliticalplayersinsideourcountry—orevenfromabroad.TestifyingbeforetheD.C.BoardofEthicsandElectionsaboutoneofhismanyvoting-machine

hacks,Haldermanmakesitclearthattherisksarenottheoretical.“WhilewewereincontrolofthesesystemsweobservedotherattackattemptsoriginatingfromcomputersinIranandChina.Theseattackerswereattemptingtoguessthesamemasterpasswordthatwedid.Andsinceitwasonlyfour

letterslong,theywouldlikelyhavesoonsucceeded.”

YoucanviewDr.Haldermanperformingasuccessfulhackonavotingmachineinthisclipfromthedocumentary“HollerBack—[not]VotinginanAmericanTown.”

WhoisResponsible?

Atthispoint,weareunabletosaywhomightberesponsibleforanydatabreachestothevotingequipment.Therecouldbeanynumberofindependentplayerswhowouldbenefitfromthevictoryofa

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particularcandidateandwouldbewillingtotakeactiontoinfluencetheresults.Ourresearchalsoindicatesthatinsomeelectionsthefootprintofmorethanoneunofficialplayerisevident.

WhatisthatPattern?

Wearenowgoingtoutilizeadifferenttechniqueinoursearchforevidenceofelection-result

irregularities.Wewillfocusprimarilyonstatisticalirregularities,andbythatwemeanresultsthatdefystatisticallaws.Thetechniqueweareusingiscalledthe“CumulativePrecinctVoteTallyChart,”alsoknownasaCVT(cumulativevotetally)graph,orCVS(cumulativevotestudy).TheCVTgraphhasa

numberofadvantagesinexaminingelectionresults.Exitpollsandthediscrepanciesbetweenthemandtheofficialresultshavereceivedalotofattentioninthe2016presidentialcycle.TheCVTgraphusesactualvotes,andnotpost-votesurveys,sotheresultsaremoreconclusivethanexitpollcomparisons.

Secondly,althoughitisbasedonsolidstatisticalprotocols,itdoesnotrequirestatisticaltrainingtounderstand,andisthereforesuitedtohelpingboththestatisticalandthenon-statisticalcommunityfullygraspthelargedistancebetweenthevotetotalscurrentlybeingreportedandthestatisticalnorm.

Third,statisticianBethClarksonexplainsthatelectiondatatendstohavealotof“noise.”ShelikestheCVTanalysisbecause,“Itallowsyoutoseeatrendthatisdifficulttospotinanoisydataset.“

ThetechniqueisbasedontheLawofLargeNumbers(Figure3.)Investopediaprovidesastraight-forwardexplanation,“Aprincipleofprobabilityandstatisticswhichstatesthatasasamplesizegrows,

itsmeanwillgetcloserandclosertotheaverageofthewholepopulation.”

Fig.3—IllustrationoftheLawofLargeNumbersusingrollsofasingledie WikigraphbyNYKevin

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Interpretingthislawforelections,thesamplesizeisthenumberofvotes,andthemeanisthecandidate’spercentage.Inpracticewhathappensisthatthelargerasampleofvotesthatyoucollect,

thecloseryoushouldgettothecandidate’saveragepercentageofsupportinthatlocale.Thisiseasytoseeinaction.Ifyouandyourfriendssupportacandidate,itdoesnotmeanthecandidatehasthatlevelofsupportoverall.Butabroadersampleofvotersinyourcommunitywillgenerateamoreaccurate

pictureofthecandidate’sactuallevelofsupport.Thisisthebasicconceptbehindallpolling;andthisistheprinciplethatisthefoundationfortheCVTgraphs.

UsingCVTgraphstodemonstrateirregularitiesinelectionresultshasbeencontroversial.Asaresult,we’regoingtorelaythemethodologyandbackstoryofthetechnique,confirmthatitaccurately

demonstratesastatisticalpatternthatexists;investigatewhetherthereisademographicexplanationforthatpatternandexplorewhat,ifanything,thepatternsignifies.

TheCVTgraphshowstheprecinctsaddedtogethercumulativelyfromthesmallesttothelargestalongtheX-axis.OntheY-axisitshowsthetwocandidates’percentages(Figures4and4A).Intheseinstances

from2000and2004,theCVTgraphresemblesthegraphillustratingtheLawofLargeNumbers.Becausetheprecinctsareaddedtogethercumulativelyasyoumovefurtherrightonthegraph,itbecomesharderandharderforanyindividualprecincttoovercometheaveragepercentageofallthevotesthat

havebeenaddedupsofar,andthedatatendstochartasaflatline,atleastitdiduntil2004.Sometimearound2004,orpossiblyalittleearlier,otherpatternsemergethatwewilldiscussshortly.

Fig.4—2000AlachuaFloridaDemocraticpresidentialprimaryGraphbyAnselmoSampietro

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Fig.4A—2004AlachuaFloridaDemocraticpresidentialprimary(Thesecondgraphisazoomed-inviewofthebottomhalfofthefirstgraph.)

fromRonPaulForumby“Liberty1789”

Youmaybesurprisedtoseesomeoftheabovegraphscreditedto“Liberty1789.”Oneofthereasons

forthecontroversysurroundingtheCVTgraphisthatitwasdevelopedontheInternetbynon-professionalsoutsideofacademicstatisticalcirclesbyforumuserspostingunderpseudonyms.Youcouldn’treallyaskforaworsestartforastatisticalmethodtobetakenseriously.

Thegraphwasfirstusedin2012byagroupofRonPaulsupporterswhohadstronganalyticaland

engineeringskills.ThefirstformalpresentationofthetechniquewasmadebytwoofthoseRonPaulsupporters,ChoquetteandJohnson,intwoonlinepapers.ButaccordingtoChoquette,theideaofchartingtheprecinctsfromthesmallesttothelargestwasconceivedbyanengineernamedPhilEvans,

whousedtheonlinehandle“TheMan.”

Evansremembersthenighthefirststartedtonoticeanunusualpatternintheelectionreturns.“In2012IwaswatchingCNNreportontheGOPprimaryresultsinNewHampshireandwhatstruckmewasthat[Ron]Paulreceiveddoublethepercentinsmallprecinctsasinlarge.Iwonderedwhatthatcouldbe.”

Evansdesignsandbuildsindustrialmachinery,andhisworkinvolvescomplexdataanalysis.Hebecamefascinatedwiththequestion:Whywouldonecandidategetsuchalargerpercentageofthevotesinthelargeprecincts?

Afterstudyingthedataintensivelyforsixweeks,Evanscametoaconclusionthatstunnedhim—but

alsomadesense.Hebecameconvincedthatinthelargeprecincts,someofthecandidates’voteswerebeingshiftedtoanothercandidate.Whyonlyinthelargeprecincts?Itwouldbeeasiertodisguisethe

differences,hethought.Inthesmallprecinctswithonlyafewvoters,theshiftwouldbemuchmorenoticeable.Therewereatleasttwowaysitcouldbedone—throughsoftwareinthemachines;orthroughthesoftwareusedwhenthetotalswerecentrallytabulated.Hewantedtoillustratethevote-

switchinghebelievedwasoccurring.Hesays,“SixweekslaterIhadfiguredoutamethodforexpressingthisusingExcelandreleasedapaperthatisstillonlinetoday.”

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Evanssayshisinitialgraphsfromthatpaperweremodifiedbyanotherforumuser,“Liberty1789,”intothe“CumulativePrecinctVoteTallyChart.”EvansandhisfellowRonPaulsupportersbeganusingitto

graphmanyoftheelectionresultsofthe2012Republicanprimary.Hereisthepatterntheysawinstateafterstate:acandidatereceivesahigherpercentageofvotesinlargeprecinctsthanhe/shereceivesinsmallprecincts.Thisincreaseoccursinamathematicallyproportionatepattern,inotherwords,asthe

precinctsgetlargerthecandidate’ssupportgetslargerattheexpenseofothercandidates.Oftenthisincreaseisenoughtochangetheoutcomeorthedynamicoftheelection.Whichcandidatereceivesincreasedsupportinthelargerprecinctsdependsontheparticularrace.In2012,thecandidatethat

benefitedfromthepatterninalmosteveryracewasMittRomney(seeFigure5).

Fig.5—2012IowaRepublicanpresidentialcaucus source:“RepublicanPrimaryElection2012Results:AmazingStatisticalAnomalies”

graphbyChoquetteandJohnson

AfterRonPaullosttheelection,EvanssuspectedthatPaulhadbeencheated.Evanssays,“Itwasfrustratingbecausehewasgivingspeechesinlargevenueswiththousandslinedupoutsidebeyond

capacity,whiletheothercandidate[s]weresomewhatlonely.”Itdidn’tmakesensetoEvans,buthehadnowaytoprovethatPaul’svoteshadbeenstolen.

Inthefallof2012,ChoquetteandJohnsonwroteupthefindingsoftheforumandcirculatedtheir

paperswidelyontheInternetandviaemail.Inthosepaperstheyoccasionallyusetheword“alleged;”butforthemostparttheymadeboldclaimslike,“WhencandidateMittRomneyisontheballothealwaysgainsvotesthroughVoteFlipping”(v1.6p.4)and,“Thisdocumentexposeswhatmayverywell

bethegreatestcaseofelectionfraudevertooccurinUShistory(v1.6p.20.)”Theysparkedconsiderablediscussionwithintheelectionreformcommunity.However,theirstudywasreceivedinthestatisticalcommunitywith(understandable)skepticism.

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ThemostobviousflawinChoquetteandJohnson’spaperistheirclaimthatDemocraticpartyelections“don’tshowthisproblem.”ItturnsouttherearemanyDemocraticpartyelectionsthatexhibitthis

patterntoo.However,despitethisweakness,theirstatisticalgraphshavebeenconfirmedtobeaccurateinthreeseparatestudies(Clarkson,PlattsmouthNebraskaHighSchoolScientificLogicClass,andLindeman).Eachofthesefoundmoreelectionswherethepatternappears.

WeaskedKellieOttoboni,agraduatestudentatUCBerkeley,toconfirmtheaccuracyofthegraphsinall

threeofthesestudiesandshereplicatedandconfirmedtheaccuracyofonegrapheachofClarkson;theNebraskaHighSchoolScientificLogicClass;andtwoofMarkLindeman’sgraphs.

BethClarkson,whoconductedoneofthestudies,isaqualitycontrolengineerwithadoctorateinstatistics.ShereadChoquetteandJohnson’spaperandtestedtheirtechniqueherselfonanumberof

elections.IntheelectionsClarksonexaminedinKansas,Ohio,andWisconsin,shefoundthesameunusualincreaseforonecandidateinthelargeprecincts.Asastatisticianshefoundtheresults“terriblysurprising.”

ClarksonpublishedanarticleinSignificance,affirmingboththestudies’analysis,andconclusions,

saying,“ThedataI’veanalyzedsupportstheirhypothesisthatwehaveaserious,pervasive,andsystematicproblemwithelectronicvotingmachines.”SheiscurrentlysuingKansaselectionofficialsforpermissiontoauditthepapertrailofoneoftheelectionssheanalyzedinordertocomparethe

machine’spaperrecordswiththerecordedresults.Sofarheraudithasnotbeenpermitted,andsheremainsconcerned:“Iffraudwereoccurring,thesearethekindofpatternswewouldexpecttosee.”

Clarksondiscoveredthatstatisticalpatternsandacandidate’spercentageofthevoteshare,varybetweendifferentmodelsofelectronicvotingequipment(Figure6).Shealsofoundthattherewere

statisticalirregularitiesfavoringmorethanonecandidate,leadinghertosurmise,“themanipulationisnotlimitedtoasinglepowerfuloperator.Myassessmentisthatthedatarevealsmultiple(asleasttwo)

agentsworkingindependentlytosuccessfullyaltervotingresults.”

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Fig.6—2012Ohiopresidentialgeneralelection(MittRomneyvs.BarackObama)Statisticalpatternsandcandidates’percentagesvarywithdifferentmodelsofvotingequipment

GraphbyBethClarkson

InFigure6,theES&SDS200vote-scannershowsanirregularstatisticalpatternthatfavorsRomney(reddots.)ButtheES&SDS100andtheHartEscanshowanirregularpatternthatfavorsObama(bluelines.)

ClarksonisgraphingthepercentagesastheyimpacttheRepublicanvote,sowhenalineisgoingup,itisfavoringtheRepublican(Romney)andwhenalineiscomingdown,itisfavoringtheDemocrat(Obama).KellieOttoboniofUCBerkeleyreplicatedClarkson’sresearchandconfirmeditsaccuracy(Figure6A).

Fig.6A–2012Ohiopresidentialgeneralelection(MittRomneyvs.BarackObama)

Clarkson’sresearchwasreplicatedandconfirmedaccuratebyKellieOttoboniofUCBerkeley GraphbyKellieOttoboni

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TherearesomeDREsinthiselectiondemonstratinganormal(relativelyflat)statisticalpattern.Butitwouldbeill-advisedtoconcludethatthosemachinesaresecure.Basedonconversationswithsecurity

expertslikeMattBishopatUCDavisandHaldermanattheUniversityofMichigan,itisalmostalwayspossibletobreachthesecurityofthesemachines.AfterhackingtheWashington,D.C.Internetvotingpilotprogram,Haldermansaid,“Ifthisparticularproblemhadnotexisted,I’mconfidentthatwewould

havefoundanotherwaytoattackthesystem.”ColumbiaUniversitypoliticalscientistMarkLindemananddatascientistLeviBowleshavebothpublishedworkconfirmingtheexistenceofthepattern,butarguingthatitisnotindicativeoffraud.We

foundtheirresearchflawedandtheirlogicunconvincing,andhaveprovidedadetailedbreakdownoftheseissueslaterinthispaper.

OnefactthatisclearfromallthesestudiesisthatinmanyU.S.elections,certaincandidatesarereceivinganincreasedshareofthevoteastheprecinctsgetlarger.Thecrucialquestionis,Why?Isthere

aninnocuousdemographicexplanationfortheincrease?Orisitsomethingthatisindicativeoferrororfraud?

WhenDidthePatternBegin?Weareunabletopindownexactlywhenthepatternoriginated.Inafascinatingtripdownelectionfraudmemorylane,writerVictoriaCollierdescribesnumeroustroubledU.S.elections.Itwouldbeinstructive

todoastatisticalanalysisononeoftheracesthatshecitesasan“up-set”likeChuckHagel’s1996NebraskaSenatevictory.”Threedaysbeforetheelection…apollconductedbytheOmahaWorld-Heraldshowedadeadheat[but]HageltrouncedNelsonbyfifteenpoints,”Colliersays.“Thisdivergence

frompre-electionpollingwasenoughtoraiseeyebrowsacrossthenation.”

Fornow,wecanstatethatracesthatweexaminedfrom2004andearlierdidnotshowthepatternofincreasedcandidates’percentagesinlargeprecincts.LookingagainatFigure4,weseethatinthe2000and2004racesinAlachua,Florida,eachcandidate’sshareofthevotesisroughlythesameinsmalland

largeprecincts.However,by2008,thisisnotthecaseinmanyracesaroundthecountry(seeFigure7).

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Fig.7—2008NewHampshireandMinnesotaDemocraticpresidentialprimaries

Inracesaroundthecountrycandidates’beginreceivinglargerpercentagesofthevoteinlargeprecincts GraphsbyMarkLindeman

IntheNewHampshireandMinnesotaDemocraticprimaries,aswellasinotherracesin2008,

candidatesreceivealargerpercentageofthevotesastheprecinctsgetlarger.InNewHampshire,thepatternbenefitsClinton.InMinnesota,Obamaistheonewhogainsvotesharesinthelargeprecincts.The2008NewHampshireDemocraticpresidentialprimarywasalsotheracewelookedatinitiallywhere

themanualrecountdidnotmatchtheoriginalmachinetotals(Figure2A).

Figure8showstheWisconsinRepublicanprimaryintwodifferentelectioncycles.In2000,nocandidatehasmuchofanincreaseinthelargeprecincts.Butin2016,TedCruz’spercentagenoticeablyincreasesinthelargeprecincts,whileDonaldTrump’spercentageofthevotegoesdown.

ThesetwocomparisonsalsodemonstratethatthepatternishappeninginbothDemocraticand

Republicanraces.

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Fig.8–2000and2016WisconsinRepublicanpresidentialprimariesshowdifferentstatisticalpatterns GraphsbyAnselmoSampietro

Doingfurtherresearchonhistoricalraceswillhelpidentifypossibleearlyappearancesofthepattern.Colliersays,“Throughoutthe1980sand1990s,theuseofopticalscannerstoprocesspaperballotsbecamewidespread.”Butprobablythemostseminalyearforelectronicvotingequipmentwas2002,

whenstatesacrossthecountryexperiencedalargeinfluxofcomputer-basedvotingsystems,withthepassageofthe(perhapsironicallynamed)HelpAmericaVoteAct.

Smooth,Unidirectional,andMathematicallyPredictable.

Figure9showsagraphofthe2016LouisianaDemocraticPrimary.TheanalysisisbyBethClarksonandAnselmoSampietroconfirmeditsaccuracy.

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Fig.9—2016LouisianaDemocraticpresidentialprimary

Candidates’votesharesvarybyasmuchas37%betweensmallandlargeprecincts GraphbyBethClarkson

ThisgraphisincompleteviolationoftheLawofLargeNumbers.Foracandidatetoreceivethislevelof

increasedsupportinthelargeprecincts,eachnewprecinctmustbesoheavilyweightedthatitdefiestheaverageofalltheotherprecinctsthathavealreadybeenaddedtogether.Thisisamajorstatisticalirregularity.

Inthesmallprecincts,thedifferencebetweenClintonandSandersisapproximately10%(Clinton48%–

Sanders38%).However,inthelargestprecinctsthedifferencebetweenthecandidatesis47%(Clinton70%–Sanders23%.)Thatisadifferenceof37%supportbetweenthesmallestprecinctsandthelargestprecincts.

Toseehowheavilyweightedthelargeprecinctsare,wegraphedthemseparately,countybycounty,

dividingthelargest25%fromtheremaining75%(Figure10).Withinalmosteverycounty,Clinton

receivesahigherpercentageofthevoteinlargeprecinctsbyunusuallyhighmargins,sometimesby

closeto40%.InWashingtonCountyyoucanliterallyseethemomentthatthedatastartstochange

around600votes.

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Fig.10–2016LouisianaDem.presidentialprimary,countyleveldata-thedifferenceinthecandidates’percentagesbetweensmallandlargeprecinctsisunusuallyhigh-insomecasescloseto40%

GraphsbyAnselmoSampietro

Therearethreeothercharacteristicsofthisdatathataresuspect:

1) Thedataissmooth.Thelinesintheoverallstatechartgostraightupandstraightdown;andlinesofdatainthelargeprecinctsarealsoquitestraight.ThisiswhatDr.Scheurenisreferringtointheopeningofthepaperwhenhesays,“Thereisagreaterdegreeofsmoothnessinthe

outcomesthantheroughnessthatistypicalinraw/realdata.” 2) Thedataisunidirectional.Inthestatewideresults,thedataonlymovesinonedirection:

Clintongoesup;Sandersgoesdown.Thepercentagesneverdemonstratethekindofupsand

downscausedbyorganicvotingbehavior.3) Thedatafollowsamathematicallypredictablepattern.Clinton’ssupportisincreasingina

mathematicallypredictableway.Ineachprogressivelylargerprecinctshegetsaslightlylarger

levelofsupport.Thisisapossibleindicationthatamathematicalalgorithmhasbeenappliedtotheresults.

DemographicFactors

Thedatawe’veexaminedsofarshowsthatthepatternemergedinvariouslocationssometimeafter2000.Thisarguesagainstademographicexplanation,sincethedemographicsareconsistent,anditis

thetimeperiodthatischanging.

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DiggingdeeperintotheLouisianadatafurtherunderminesthetheorythatdemographicfactorsareresponsiblefortheincreasedvotesharesinlargeprecincts.Here,thesheersizeofthedifference

betweenthesmallandlargeprecinctshasnoplausibledemographicexplanation.

NateCohnattheNewYorkTimeshasinsistedthatthecandidates’percentagesbeingcorrelatedwithprecinctsizeintheSouthisduetoalargeconcentrationofblackvotersintheprecinctsthatsupportClinton.

Fig.11–NateCohn’stweetmakesaweak,sarcasticargument,implyingthatallofthestatisticalirregularitiesintheSouthcanbeexplainedbyClinton’sleadamongblackvoters

InatweetpostedonJune27,2016(Figure11),Cohntakesanunfortunatelyflipattitudetowardtheevidence—whichallowshimtopassonanalyzingthedata,butdoesnothelpanyoneelsesortout

whetherthisisapatternthatweneedtobeconcernedabout.TheunderlyingquestionofCohn’stweetisthis:Isthereademographicexplanationthatcanaccountfora37%shiftinsupportforClintonfrom

thesmallestprecinctstothelargestprecincts?Forinstance,isthiscorrelationhappeningbecauseClinton’ssupportissostrongamongblacksandtherearesomanyadditionalblacksinthelargeprecinctsthatitcanaccountfora37%increase?

JustabrieflookatthedemographicsinLouisiana,contradictsthistheory.The2010censussummaryfile

(searchWashingtonParish,Louisiana–andthenclickon“RaceandHispanicorLatinoorigin,forexample)indicatesthatbothWashingtonandWinnparisheshaveablackpopulationof31%(Figure11A).Soevenif100%ofblackvotersweresupportingClinton,(whichtheyarenot)andeveniftheyall

livedinthelargeprecincts,itcouldnotexplaina37%increaseinhersupportinthelargeprecincts.

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Fig.11A–CensusdatashowsthereisnotalargeenoughblackpopulationinWinnorWashingtonParish

toexplainthepercentageofsupportClintonisreceivinginthelargeprecincts

EvenifyoucouldexplaintheincreaseinClinton’ssupportinLouisianabysayingthattherearemoreblacksinthoselargeprecincts,itdoesnotexplainCruz’sincreasedsupportinlargeprecinctsinWisconsin,orRomney’sincreasedsupportinlargeprecinctsinalmosteverystatein2012.Whileone

mightbeinclinedtolooktodemographicstoexplaindiscrepanciesinonestateoranother,thefactthatthesamepatternispresentacrossmultiplestateswithverydifferentdemographicsarguesstronglyagainstitbeingcausedbydemographicfactorsalone.

Despitethelackofharddata,theideathatthesecorrelationscanbeexplaineddemographicallyremains

popular.EitanHersh,amemberofthepoliticalsciencefacultyatYale,toldusthathewouldbetmoneyonademographicexplanation.Weappreciatehisgamblingspirit,let’sseeifhisconfidenceiswell-placed.

First,let’stakeacloselookattheprevailingnarrativethatthemostpredictivedemographicfactorof

whetheravoterwillsupportClintonorSandersisrace.Thisisactuallynotthecase.ArticlesinTheAtlantic,theLosAngelesTimes,andVoxhaveallreportedthatthesinglemostsalientfactorindeterminingwhetheravoterwillsupportClintonorSandersinthe2016primaryisage.Voxquoted

politicalscientistAlanAbramowitzassaying,"Itwasage,andbeyondthatnothingmattered,”afterhe“ranamultivariateanalysistohelpfigureoutthisquestion.”

InthesameVoxarticle,JeffSteinrefinesthenarrativethatClintonisbeatingSandersamongblackvotersbypointingoutthat“severalpollshaveputSandersaheadofClintonamongyoungAfrican-

Americans;intheReuterspollingdata,forinstance,SandersbeatsClintonby25pointsamongblackvotersaged18to29.”AccordingtoLeeMiringoff,directoroftheMaristCollegeInstituteforPublicOpinion,intheLosAngelesTimespiece,"Theagefactorseemstotrumpeverything."

HowmuchadvantagedoesClintonhaveamongoldervoters?Wetooktheaverageofthreepollsto

determineClinton’sapproximatestatisticalleadwitholdervoters(which,basedonthesepolls,we’re

definingas45andolder):

• NBCNews/WallStreetJournalpollfromApril18,2016(quotedintheLosAngelesTimes)givesClintona27%leadwithvotersover50

• IowaentrancepollgivesClintona23%leadwithvoters45–64(TheAtlantic)• IowaentrancepollgivesClintona43%leadwithvotersover65(TheAtlantic)

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AveragingthesethreepollsshowClintonwitha31%leadamongoldervoters.SoevenifthelargestprecinctsinLouisianaconsistedofonlyvotersovertheageof45(whichclearlytheydonot),youstill

couldnotexplainashiftof37%,usingthemostimportantdemographicfactorinthecontest.

Isitpossiblethatacombinationoffactorssuchasraceandagecouldexplainthedifferencesinthesepercentages?Intheory,yes.Buttheprecinctsthatwouldhavetoexisttojustifythesepercentageshavenobearingonreality.Theywouldneedtobeunusualneighborhoodswhereolderblackandwhite

voterslivetogetherinmixed-race,largeprecincts,withveryfewyoungpeople.Inactuality,blackneighborhoodstendtoconsistoffamiliesandpeopleofallages;andmixed-raceneighborhoodsarenottypicallymadeupprimarilyofpeopleoverforty-five–notinLouisiana–andnotinotherpartsofthe

countrywhereweseethispatternoccurringoverandoveragain.

InLouisiana,thedemographicargumentseemstoevaporatewhenthedataiscarefullyinvestigated.Whatexplanationissupportedbythedata?Let’slookatthe2016Wisconsinprimarytoanswerthat.

PhilEvans,theengineerwhooriginatedthe“CumulativePrecinctVoteTallyChart,”didananalysisofthe2016WisconsinRepublicanPrimary(Figure12).Thegraphcompareshand-countedcountiestothe

machine-countedcountiesintherestofthestate.Thepatternoflargervotesharesinlargerprecinctsisnotpresentinthehand-countedcounties.Allcandidatesreceiveapproximatelythesamepercentageofthevoteinbothsmallandlargeprecincts.However,inthemachine-countedcounties,Cruzdoesbetter

astheprecinctsgetlarger;Trumpfaresworsethanhedidinthehand-countedcountiesand17%worseinthelargestprecincts.Sampietroconfirmedtheseresultsandalsochartedthemasscatterplots(Figure12A).

Fig.12–2016WisconsinRepublicanpresidentialprimary Hand-countedcountiesandmachine-countedcountiesshowdifferentresults

graphsbyPhilEvans

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Fig.12A–2016WisconsinRepublicanpresidentialprimary Hand-countedcountiesvs.machine-countedcounties(scatterplots)

graphsbyAnselmoSampietro

Wehavecreatedscatterplotsofourresearch,butingeneralaredemonstratingthelinechart,becausethepatternismorevisiblethere.Eachdotonthescatterplotrepresentsthepercentageofvotesacandidatereceivesinasingleprecinct:thehigherthedot,thelargerthepercentageofvotesforthe

candidateinthatprecinct.Thefurthertotherightadotis,thelargertheprecinct.Inthehand-countedWisconsinresults,thedotsarelevel:precinctsizedoesn’tinfluencethepercentageofvotesforeachcandidate,andthepercentagesarerelativelyconsistent.Inthemachine-countedresults,Cruz’s

percentageofvotessystematicallyincreasesastheprecinctsgetlarger.ThedescendingshareofvotesforTrumpisalsovisible.

Onceagain,onecandidatedoesinexplicablybetterinthelargeprecincts,butthistimethereisalsoanassociationwiththevotingequipment—becauseunlikeLouisiana,Wisconsincountssomevotesby

hand—allowingforanaddedlayerofcomparison.Wehaveanassociation,butisitacauseandeffectassociation?Arethemachinescausingthisincreaseinacandidate’stotals,oristheresomeotherexplanation?

Thechoiceofvotingequipmentisnotrandom.Forexample,itcouldbethattheprecinctsthatchooseto

counttheirvotesbyhandarealsoprecinctsthatincludemore“independentthinkers”andarethereforemoreattractedtothemaverickcampaignofTrump.

Ifthatisthecase,thenwewouldexpectthesameindependentthinkersinthesameprecinctsontheDemocraticsidetosupportthemaverickcampaignofSanders.Isthatwhatwefind?DotheWisconsin

hand-countedprecinctsgiveSandersagreaterpercentageofsupportthantheWisconsinmachine-

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countedprecincts?No,theydonot(Figure13).Sandersreceivesapproximately57%ofthevoteinbothhand-countedandmachine-countedprecinctsinthatrace.

Fig.13–2016WisconsinDemocraticpresidentialprimary-unliketheRepublicanpresidentialprimary

thisraceshowsverylittlecorrelationbetweenprecinctsizeandanycandidates’percentageofthevote graphsbyAnselmoSampietro

Thisseemsstrange.Ifit’sademographicpattern,whyisn’titevidentonbothsides?Themediahas

commentedonthestrikingsimilaritiesbetweentheTrumpandSanderscampaigns.Bothcandidatesarepoliticaloutsiders,deliveringscathingcriticismsofthestatusquoandopposingtradedeals.Bothcampaignshavedonewellwithwhitemalevoters.Itwouldseemlikelythatademographicpatternlarge

enoughtoaffecttheRepublicanraceby17%wouldalsohavesomeimpactonvotersintheDemocraticrace.

KeyArgumentsPart1

Wehavenowestablishedsixkeyargumentsthatthepatternwearewitnessingisirregular;isnotdueto

demographicfactors;andisinsomewayconnectedwiththeuseofelectronicvotingequipment:

1) Datashowsthatelectionsinthesamelocationdevelopedthepatternafter2000,contradictingademographicexplanation.*

2) ThepatternviolatestheLawofLargeNumbers.

3) Thepatternissmooth,unidirectionalandmathematicallypredictable.4) Thelargediscrepanciesinthepercentagesbetweensmallandlargeprecinctsdefyaplausible

demographicexplanation.

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5) Thepatternisevidentinawidevarietyofgeographies,withverydifferentdemographics,furthercontradictingademographicexplanation.WehavealreadyshownthepatterninIowa,

Ohio,Wisconsin,Florida,andLouisiana.Thepatternhasbeenconfirmedbytwoanalystsinthe2016presidentialprimaryinConnecticut,Delaware,Florida,Illinois,Kentucky,Louisiana,Massachusetts,NewYork,NorthCarolina,Ohio,SouthCarolina,Tennessee,WestVirginia,and

Wisconsin.Ithasadditionallybeenconfirmedbyatleastoneanalystinthe2016presidentialprimaryinAlabama,California,Georgia,Oklahoma,andTexas.

6) Thepatternappearsinmachine-countedraces,butnothand-countedraces.Publichandcounts

withasecurechainofcustodyareconsideredinternationallythemostsecureformofcountingvotes,sothispointstothevotingmachinesasalikelysourceoftheproblem.

*PhilEvanstoldusthattheonlyracestheyfoundthepatterninpriorto2000,wereinelections

whereanindividualorofficialshadbeenconvictedoffraud.Wehavenotyethadachancetoverifythatinformation.

NewYorkState—MultipleIssuesRaiseSeriousConcerns

Inthe2016NewYorkDemocraticpresidentialprimary,theCVTgraphsofcertaincountiesareirregular

(Figure15).BothRichmondCounty(StatenIsland)andKingsCounty(Brooklyn)revealastrongcorrelationbetweenprecinctsizeandcandidates’percentages.

Fig.15—2016NewYorkDemocraticpresidentialprimary RichmondandKingsCounty,bothinNewYorkCity,showirregularCVTgraphs

graphsbyPhilEvans

Earlierinthepaperwedemonstratedthathand-countedandmachine-countedballotsinKingsCountygivedifferentpercentagesforthecandidates.ThesuspectCVTgraphinKingsCountyreinforcesthe

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findingsofirregularelectionresultspresentedearlier,andpaintsanincreasinglytroubledportraitofpotentiallycompromisedvotetotals.Butthereisanotheroddfactorinthisstate’sresults.

PrecisePercentages

WeareshowingtheNewYorkCitygraphs(Figure15)toillustrateaveryspecificpoint.Thedata

supportstheideathattheoverallstatevotetotalsarebeingmassagedtoachieveapredeterminedpercentage.

ThefinalreportedtotalsinNewYorkstatewerealmostexactly58%Clintonto42%Sanders.Itisnecessarytogotothethirddecimaldigittoseeadifference:57.995versus42.005.

DougJohnsonHatlemreportedonthisissue,pointingoutthat,“TheoverallresultsinNewYork,asannouncedonelectionnight,deviatedfromaperfect58–42splitby0.005345.That’s97votesoutofover1.8million.”

InKingsCounty,thereportedtotalswerealmostexactly60%Clinton,to40%Sanders:(59.72%Clinton,40.27%Sanders.)The.27differenceiscausedbyabout800votesoutof300,000.IntheBronx,the

percentageswerealmostprecisely70%to30%(69.59%Clintonto30.41%Sanders),thedifferencebeingjust616outof151,908totalvotes.TheBronxCountyCVTgraphisalsoirregular(Figure16).

Fig.16—2016NewYorkDemocraticpresidentialprimary-theBronxCountyCVTgraphshowsastrong

correlationbetweenprecinctsizeandcandidatepercentage graphbyPhilEvans

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Inaninterview,J.AlexHaldermanwasconfidentthatitwouldbepossibletoassignapercentagetoa

particularcandidate,“Ifyou’remanipulatingthecentralcountingsystems,thenyoucanmakeanoveralladjustment.”Askedwhetherit’spossibletogetaccesstothecentralcountingsoftware,hereplied,“Probably.It’sbeenourexperienceinthelastdecadewiththeDieboldsystems,forinstance,thatitwas

certainlypossibleinthemachinesandcountingsystemsweexamined.”

NewYorkCityalreadyhadtwounusualpiecesofdatagivingcauseforconcern:

• Thedifferencebetweenhand-countandmachine-countresults• IrregularCVTgraphsinmultiplecounties

Addtothat:

• Precisepercentagesinthetotalelectionresultscouldbeanindicationthattheresultshavebeenmanipulatedtoachieveaspecificpercentageforthecandidates.

Thesearethreeseparatebutreinforcingfacts,illustratingwhythetotalsforthisstatearesuspect.

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ANormalGraph

ColumbiaCounty,NewYork—ahand-countedcounty—offersagoodpointofcomparisontotheabovegraphs(Figure17).

Fig.17—2016NewYorkDemocraticpresidentialprimary,ColumbiaCounty Thishand-countedcountyhasanormalCVTgraph

graphbyAnselmoSampietro

Inthisgraph,thereisalargedegreeoffluctuationbothupanddownontheleftsideofthegraph.Then,byabout1,300votes,thegraphsettlesintoafairlyevenstraightline,withsmall,randomfluctuations.It

maintainsabasicallyflatlinethroughallofthelargestprecincts.Thisisaverynormal-lookingCVTgraph.

ColumbiaCountyDemocraticElectionCommissionerVirginiaMartinsaystheylookateverysingleballotincompetitiveraces.InaninterviewwiththeRegister-Star,shedescribestheirprocess:“Whenavoterscansaballot,itdropsdownintoaballotbagatthebottomoftheopticalscanningmachine.Attheend

oftheday,twoinspectors,oneRepublicanandoneDemocrat,openthemachine,pulloutthebagandzipitshut.”Thentheyproceedtocount100%oftheballotsbyhand.Inaninterviewonpublicradio,shesaidthatColumbiaCounty’svote-countingprocessisfocusedonsecurity,accuracy,andtransparency:

“Wearevery,verycarefulaboutthechainofcustody…Everythinggetshandcounted,andtheresults

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thatwecertifyarebasedonthathandcount.”Sheconcludedbypointingoutthatthehandcountisopentothepublic.

Opportunity,Incentive,andRationalization

Fig.18–TheFraudTriangle:opportunity,incentive,andrationalization

Fraudinvestigationsinotherindustrieslookforthreefactors:opportunity,incentive,andrationalization.TheeasewithwhichDr.Haldermanandothersecurityexpertshavebeenableto

penetrateandcontrolthesoftwareofthevotingequipment,makesitapparentthattheopportunityexists.

Theotherfactors,incentiveandrationalization,arealsopresent.“There’salotatstake,”saysJonathanSimonoftheElectionDefenseAlliance.“ControloftheAmericangovernment,controloftheeconomy,

controlofthemilitary.Whenthere’salotatstakethere’sanincentivetofraud.”

Rationalization?It’sunfortunate,butthereareindividualsandgroupsactiveinthepoliticallandscapewhofeeljustifiedtakingactionsthatcrossethicalboundaries.OntheDemocraticside,leakeddocumentsrevealedthattheDemocraticNationalConventionsupportedClintonastheeventual

nominee,althoughtheirpublicpositionwasoneofneutrality.TheGucciferdocument,“2016GOPpresidentialcandidates,”says,“Ourgoalsinthecomingmonthswillbetoframe…theeventualnomineeearlyandtoprovideacontrastbetweentheGOPfieldandHRC[HillaryRodhamClinton.]”

OntheRepublicanside,formerFloridaRepublicanPartychairmanJimGreertestifiedin2012that

Republicanshadmeetingsabout“keepingblacksfromvoting.”

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Thesearejusttwoexamples.Therealityisthatpoliticalcampaignshaveoperativeswhoworktodiscreditandtargettheotherside,andthatthesecampaignssometimescrossethicalboundaries.

RisingThreatofDataAttacks

Theadvancedageofmanyofthevotingmachinesbeingusedintheareaswestudiedmakesitquite

possiblethatatleastsomeofthestrangepatternswearewitnessingareduetohardwareorsoftwarefailures.Buttheunidirectionalresultsofthestatisticalpatternsmakeitunlikelythaterroristhecentralsourceoftheseissues.

Inansweringthequestionofwhetherornotthedatainourvotingmachinesisbeingbreached,itis

importanttobeawareofhowmanymajorgovernment,financialinstitutions,andhigh-profileindustriesinthecountryhavebeensuccessfullyattacked.InMay2016,NewYorkAttorneyGeneralEricSchneidermanreleasedastatementsaying,“hisofficehasreceivedanover40%increaseindatabreach

notificationsinvolvingNewYorkerssofarthisyear.”IRSCommissionerJohnKoskinentoldFortunemagazine,“Wearebasicallyattackedoratleastprobedoveramilliontimesaday.”OneofthoseattacksontheIRSresultedinaspectacularlysuccessfulMay2015hackinwhich,“hackershadusedGet

Transcript[anIRStool]tostealthepersonalinformationof724,000people.”TheU.S.ArmyandNavy,thePentagon,andNASAwereallsuccessfullypenetratedbyahackernamedGaryMcKinnon.TheGuardianquotedMcKinnonassayinghecouldscan“65,000machinesinlessthannineminutes.”This

wasbetween1999and2002;hackershavedevelopedconsiderablymoresophisticatedprotocolssincethen.

Banksandcorporationsarealsodefendingagainstconstantattacksontheirdataandfinancialresources.InFebruary2016,CNNreportedthathackersstolecashfrom100banksandriggedATMsto

spewcashin“oneofthelargestbankheistsever,”totalingapproximately$1billioninstolenfunds.OtherfinancialinstitutionsthathavebeensuccessfullyattackedincludeJPMorganChase,Citigroup,the

FederalReserveBankofNewYork,andsecurityanalystsworkingforBankofAmerica.ThehackercollectiveAnonymoushas,bythemselves,hackedtheChurchofScientology,HiddenWiki,SanFranciscoBART,theDepartmentofJustice,andtheWorldTradeOrganization.Majorcorporateattacksinclude

theTargetdatabreachthatexposedthefinancialinformationof40millioncustomers,theSonyemailscandal,andAdrianLamo’sattackontheNewYorkTimes,whichwasapparentlysoeasythataccordingtogeek.com,Lamo“createdanentryinthe[NewYorkTimes]Op-Eddatabaseforhimself,complete

withcellphonenumber,realname,ande-mailaddress.Inthedescriptionfieldofthedatabase,hesimplyentered’Computerhacking,nationalsecurity,communicationsintelligence.’”

EvaluatingtheOpposition Tworeportshavebeenfiledthat,whileconfirmingthepatternofincreasedcandidatepercentagesinlargeprecincts,arguethatitisnotanindicationoferrororfraud.

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InNovember2015,MarkLindeman,apoliticalscientistatColumbiaUniversity,confirmedtheexistenceofthepattern.Buthetookissuewiththeconclusionsofpreviousstudies,dismissingtheiranalysisas

“unsupported”andhaving“nofoundation.”Lindeman’sanalysisdoesnotholduptoclosescrutiny.HeattacksChoquetteandJohnsonwithoutpresentinganyrealdatatobackhisassertions.Heoftenmisinterpretsevidenceandselectivelyignoresfactsthatdon'tmatchwithhistheory.Hisaddendum

critiquingClarksonisequallyweak.Clarksonagreesthathisanalysisisnotstatisticallysupported,writingtous,“MyownworkincludingshareofregisteredRepublicansshowsthatevenwhenthatdataisincluded,thenumberofvotescastremainsasignificantfactor,whichcontradictshisanalysis.”

Aseconddataanalyst,LeviBowles,coveredClarkson’sworkinaseriesoffiveblogpoststitled,Kansas

ElectionFraud.Bowlesisconcerned,asarewe,thatthepatternswearewitnessingcouldbeduetodemographicissues,andhemakeshispointemphaticallyinhiscomments,“…thereisn'tgoodstatisticalevidencethatthemachinesareworkingincorrectly.Theevidence,isthatthereisanunderlying

correlation[ofincreasedpercentageswithlargerprecincts],thoughafterwerecognizetheworldiscomplexandcreation/existenceofprecinctsisnotarandom,stochasticprocess,weseethatcorrelationcompletelydisappear.”

Bowles’critiquedoesnotprovideanexplanationfortheappearanceofthepatternsincetheyear2000.

Precinctshaveneverbeenrandomlycreateddistricts.Sowhywasn’tthispatternpresentinearlierelections?

Furthermore,thecreationofprecinctsisimpactedbyavarietyoffactors,butthosefactorsvaryfromstatetostate.Yetwearewitnessingthepatternacrossabroadselectionofstates,withstrikingly

differentdemographicssuchasWisconsinandLouisiana.Eachofthosestateshasitsownprocessforcreatingprecincts,sotheexistenceofthepatternacrosssuchabroadarrayofstatesarguesagainstit

beingduetofactorsthataffectprecinctformation.

Tosummarizeourcritiqueofthiseffort:Bowlesgoesbeyondrhetoricalargumentsandutilizesastatisticalanalysistocomparethecorrelationofdemographicfactorswiththecorrelationofprecinctsize;buthefailstoapplytherightstatisticalmodel,deliversweakornon-relevantevidence,and

eventuallydoesvalidateClarkson'swork,againsthisownintent.

LargeRepublicanPrecinctTheoryNotValid

Bowlesdoescomeupwithoneintriguingtheorywefoundworthpursuing.HespeculatesthatthereasonforRepublicancandidatesgaininglargerpercentagesinthelargerprecinctsisthatthelargestprecinctsareactuallyconservative-leaningsuburbanprecincts.Hecreatesamapthatshowsthatat

leastsomelargeprecinctsareconservativeintheirpoliticaloutlook.WeaskedClarksontoseparateoutthesuburban“conservative”precinctsfromthe“democratic-leaning”urbanprecinctsandgraphthemseparately.IfBowles’theoryiscorrect,thatthecorrelationofhigherRepublicanpercentagesisdueto

largeconservative-leaningsuburbs,thenthecorrelationwillshowupevenmorestronglyinthoseconservativesuburbs.Isthatwhathappens?

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No.IntheRepublican-leaningsuburbs,thereisnoincreaseintheRepublicancandidate’spercentageinthelargeprecincts(Figure19).TherearefewerRepublicansinsidethecityofWichita(37%vs.48%),but

theincreaseintheshareoftheRepublicanvoteinthelargerprecinctsisplainlyevidentthere.Bowlestheory,thatthisstatisticalpatternisduetotheexistenceoflargeconservativeprecinctsinthesuburbs,isnotcorrect—atleastinthisinstance.Whateveriscausingthepattern,hereitisvisiblyimpactingonly

theinner-cityDemocratic-leaningprecincts.Thatraisesthequestionofwhethertheseinner-cityprecinctshavebeentargetedinsomeway.

Fig.19—2014KansasSenaterace-theincreaseofacandidate’spercentageinthelargeprecinctsisonlyseenintheinnercityprecincts,notthesuburbanprecincts

GraphbyBethClarkson

KeyArgumentsPart2

Continuingwithourlistofthekeypointsthatwehaveestablished:

7) Electionresultswithprecisepercentagepoints,inracesthatarealreadyshowingstatisticalirregularities,raisefurtherconcernthattheresultsmaynotbebasedonactualvotes.

8) Theconsistencywithwhichonecandidatebenefitsfromthepatternarguesagainstitbeinggeneratedbyarandomcomputererror.

9) IntheKansas2014Senateracetheirregularstatisticalpatternisevidentinsidethecitylimitsof

Democratic-leaningWichita,butnotinthemoreRepublicansuburbanareas.ThisarguesagainstthetheorythatthepatternisduetolargesuburbanprecinctsbeingmadeupofagreaterpercentageofRepublicanvoters.

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LeftSide/RightSideFluctuation

TheretendstobealotoffluctuationontheleftsideoftheCVTgraph.Thisistobeexpected,becauseinsmallprecincts,beforealotofvotesareaccumulated,thegraphwillswingfromtheinfluenceofjusta

fewvotes.Occasionallywehaveseengraphswithsuchsteepunidirectionalmovementontheleftsideofthegraphthatitisconcerning.The2016DelawareDemocraticpresidentialprimaryisanexampleofthis(Figure20).

Fig.20—2016DelawareDemocraticpresidentialprimary Theslopeontheleftisunusuallysteepandunidirectional

graphbyAnselmoSampietro

WefoundscreenshotsonlineconfirmingthattheactualvotecountforSandershaddecreasedsharplyafterearlyreporting(Figure21).ThesetwofactorstogetherleadustosaythattheresultsinDelaware

bearfurtherinvestigationandmaynotbeaccurate.

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Fig.21—2016DelawareDemocraticpresidentialprimary,SussexCounty

Sandersvotesgodownfrom6,247to5,630 screenshotcourtesyofRenoBerkeley

ReversedEffect

Inthe2016primaryelection,ontwooccasionswesawirregularchartsthattiltedinSanders’sfavor

(Figure22).Butthiswasrare.Ourtheoryisthatvotetotalsarebeingmanipulatedtoachieveapre-determinedpercentage,andthatinthisprocessvotesmightbeshiftedatvarioustimesbetweenmultiplecandidates.

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Fig.22—2016NewYorkDemocraticpresidentialprimary,BroomeCounty TheCVTgraphshowsSanderswithanunusualgaininvotesinthelargestcounties

Ascreenshotshows112.8%reporting,followedbybothcandidatesexperiencingalossofvotes graphbyAnselmoSampietro&screenshotcourtesyofAimeeRoxColeman

VoterFraudvs.ElectionFraud

Thereisoneothercritiquethatisworthtakingthetimetoexamine.ProfessorJ.CelesteLay’scommentinaninterviewwithDougJohnsonHatlemisagoodexampleofthis:

“MostofthisdiscussionisdrivenbySanderssupporterswhoaredisappointedheisnotwinningand

wanttoclaimhehasmoresupportintheDemocraticPartythanheactuallydoes…Untilprovenotherwise,I’llgowiththenumerousstudiesdemonstratingtheinfinitesimalamountofvoterfraudinU.S.elections.”

Layisconflatingvoterfraudwithelectionfraud.Theyareoppositebehaviors.Voterfraudiswhena

singlevoteristryingtoscamthesystembyvotingtwice,orvotingwhenheorsheisnotauthorizedtodoso.IthasbeendemonstratedtoberareintheU.S.Electionfraudreferstotheillegalinterferencewiththeprocessofanelection.Inelectionfraud,thevotersarethevictimsofanorganizedefforttorob

themoftheirrightfulinfluence.Howcommonisit?

AccordingtoWalterR.Mebane,Jr.andAllenHicken,bothonthepoliticalsciencefacultyattheUniversityofMichigan,electionfraudoccursinamajorityofdemocracies.Intheir2015GuidetoElectionForensics,theywrite,“Duringthefirsthalfof2015alone,forexample,allegationsofelection

fraudoccurredinBangladesh,India,Israel,Macedonia,Nigeria,Pakistan,Russia,Togo,theUnitedKingdom,theUnitedStates,andZambia…datacompiledbyKelleyandKolev(2010)onnational

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electionsconductedinmorethan170countriesfrom1978–2004indicate…61%ofcountriesexperiencedsomedegreeof(known)cheating.”

Incorrespondence,Mebanewasfirmthat,“theproblemofdetectingelectionfraudreallyisextremely

difficult.”Thisraisesthelargerissue:Isitincumbentonthevotingpublictopoliceelectionsandprovethatfraudistakingplace?Orisitmoreappropriatelyincumbentonelectionofficialstoprovideconvincingevidencethattheelectionresultsareaccurateandsecure?

TestimonyUnderOath

Itwouldbehelpfulifsomeonewouldcomeforwardandtestifyunderoaththattheyhadtamperedwith

orbeenaskedtotamperwiththeelectionresultsofvotingmachines.InhisarticleonMedium,SpencerGundertremindedusthatClintCurtisdidexactlythat.

In2004,computerprogrammerClintCurtistestifiedunderoathbeforetheU.S.HouseJudiciaryCommitteethathe“wroteaprototypefor[atthattime]presentCongressmanTomFeeney,”ofa

programthat“wouldflipthevote51–49.Whoeveryouwantedittogotoandwhicheverraceyouwantedtowin.”Curtistestifiedthathewastoldbyhiscompanythat,“weneededtocontrolthevoteinSouthFlorida(5:23.)”

Inthisclipfromthedocumentary,Uncounted,Curtisdemonstratesthe“flip.”At4:17hesays,“Twenty-

fourlinesofcode.Youneverseeit.”

FutureElections

Evenasdoubtsriseabouttheaccuracyandsecurityofelectronicvotingmachines,countiescontinuetoinvestmillionsofdollarspurchasingthem.InMarchMarionCountyIndianaspent1.4milliondollars

purchasingelectronicvotingequipmentthatincludedtheES&SDS200in-precincttabulators;thesamemachinesthatproducedirregularelectionresultsinthe2016NewYorkprimary.InSedgwickCountyKansas,thecountycommissionersapprovedameasurethisweektospend7.8millionovertenyearson

newES&Smachinesaswell.BethClarksonwasatthemeeting,andexpressedherconcerns,butthevotetopurchasethemachinesstillpassed.Thatvotewascountedbyhand.

The2016Primary

Themajorityofthedataweexaminedsuggeststhatthetwocandidatescurrentlyslatedtoaccepttheirparty’snominationinthe2016presidentialprimaryraces,receivedadifferentnumberofvotesthan

whathasbeenofficiallyreported.

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OntheRepublicanside,statisticalanalysisindicatesthatDonaldTrumpprobablyreceivedmorevotesthanwhathasbeenreportedandcertified.Becausehewasabletoovercomehisopposition,evenwith

theirregularities,hisselectionasthepresumptiveRepublicannomineeissupportedbythedata.

Aswestatedintheopening,thisisnotthecaseontheDemocraticside.Theoverwhelmingmajorityofthealmosttwodozenstatesthatweanalyzed,demonstratedirregularities.InalmosteveryinstancethediscrepanciesfavoredHillaryClinton.Inalllikelihoodthecurrentresultshaveassignedheragreater

percentageofthevotethanshemayhaveactuallyreceived,whilesimultaneouslyunder-reportingBernieSanders’legitimatevoteshare.

Thedifferencebetweenthereportedtotals,andourbestestimateoftheactualvote,variesconsiderablyfromstatetostate.Howeverthesedifferencesaresignificant–sometimesmorethan10%

–andcouldchangetheoutcomeoftheelection.Weintendtoreportonthepercentagethateachstatemaybeoff,basedonastatisticalanalysisofasmanystatesaspossible.

Itishardtoconceiveofalegitimatetransferofpowerfollowinganelectionthathasbeenthisflawed.Werecommendthatmanyoftheseelectionsbeexamined,andiffoundtobeinaccurate,decertified.

Wherepaperballotsareavailable,itwouldbeinformativetocountthembyhand.Wherepaperballotsarenotavailable,itwouldbemoreequitabletoholdasecondvote,onethatdoesnotutilizeanyelectronicvotingequipment.Itwouldbebestifthecountsarevideotaped,andforobserverstobeable

towatchincloseenoughproximitytoverifytheaccuratecountofeveryballot.Possiblytheballotsthemselvesneedtobeindividuallyphotographedanditemized.Handcounts,historically,havealsobeensubjecttoelectionfraud,sotheprotocolsmustfocusontransparency,chainofcustody,and

secureandverifiableresults.

Weunderstandthatthisisunprecedented.WhiletheU.S.doeshavealonghistoryofelectionfraud,wedonotbelieveithaseverbeenthiswell-documentedpriortotheendoftheelectioncycle.

PhilipB.Stark,astatisticsprofessoratUCBerkeley,whohasbeeninstrumentalindesigningnew

auditingtechniquesforelectionsagreesthat,“Closerscrutinyofelectionsisnecessaryandwelcome…thatrequiresapapertrail,convincingevidencethatthepapertrailiscompleteandaccurate,andarisk-limitingauditofthepapertrailorafullmanualtallytoprovideconvincingevidencethatthepapertrail

matchestheannouncedresult.”

BethClarksonadds,“It’spossiblethattodoagoodauditwouldbemoreexpensiveandlesstransparentthanahandcountbecausetodoagoodauditrequiresexpertise.”

SecuringOurDemocracy

Thelackofaccuracyinourelectionsistrulyabetrayalofourancestorswhofoughtanddiedforthedemocraticprocess.ItisabetrayalofthesoldierswholosttheirfeettoamputationintheValleyForge

winter.Itisabetrayalofthewomenwhowenttoprisonandstarvedthemselvestojointhefranchise.Itisabetrayalofthecivilrightsworkerswhodiedfortherighttoregistertovote.Therecanbenodebate

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aboutwhetherornotthevoteisaccurate.WemustknowthatitisaccuratethewayweknowthattheEarthrevolvesaroundthesunandnotviceversa.

Thepeoplewhowintheseelectionswilldecidewhetherornotwegotowar,howmanypeopleget

whatjobs,whereourchildrenattendwhatqualityschools,thequalityoftheairwebreatheandthewaterwedrink,andsomuchmore.Theentireidentityofournationrestsonourself-imageasaself-correctingdemocracywhoseleadersareaccountabletothevotersthatelectthem.Tonotknowwith

100%confidencethatthoseleadersaretheleadersthatweactuallyvotedforistheveryessenceofanexistentialcrisis.Thisisastateofemergency.Wemustmoverapidlytosecuretheintegrityofthevote.

Weneedtoimmediatelyimplementrobustauditprocedures.Then,asrapidlyaspossible,wemustjointheotherlegitimatedemocraciesoftheworldandimplementasystemofpaperballots,hand-counted

inasecureprocessthatisopentothepublic,invitesmediascrutiny,andhasstrongchainofcustodyprotocols.Inthisway,wecanachieveaccurate,verifiableresults.EachcitizenoftheUnitedStates,andindeedtheworld,deservesthisfromus.

AbouttheTeam

luluFries’datisanEdwardR.Murrowaward-winningjournalistanddocumentaryfilmmaker.She

receivedaBestDocumentaryawardforherfirstfeature-lengthdocumentary(producer/director)HollerBack—[not]VotinginanAmericanTown;afilmthatexploressystemicissuesinourelectionsthatdiscouragevoterparticipation.Clipsareavailableforviewinghere.Hernetworknewsexperience

includesassignmentsasaneditorforCBSEveningNews,Nightline,SundayMorning,TheTodayShow,andGoodMorningAmerica;SheproducedandeditedprofilesofDemocraticcandidatesforMSNBCand

hasdonelong-formatdocumentaryworkwithNBCNewsandCNBC.ShewasontheeditingteamofGideon’sArmy,anEmmy-nominateddocumentarythatfollowsthepersonalstoriesofpublicdefendersintheDeepSouth.Forachangeofpace,shecreatedanddirectedvoterregistrationPSAsforVH1that

featuredTriumphtheInsultComicDog.ShehasproducedanddirectedfrequentlywithherindependentproductioncompanyShugahWorks,includingthreeshortfilmsforNewYorkCityschools.Herfullbioisavailablehere.Followherontwitter@shugahworks.

AnselmoSampietroholdsaMasterofStatisticsdegreefromtheUniversityofBologna,Italyandhasalso

studiedattheUniversityofTechnologySydney,inAustralia,andtheUniversityofWarsaw,inPoland.HecurrentlyleadsateamofdataanalystsforacompanybasedinLondon.Hecollaborated(throughInnoCentive)withGeneralFusion,aCanadianstart-upthatisdevelopingcleanandreliablenuclear

fusionreactors,tobuildastatisticalmodelpredictingplasmaperformance.HehasspecializedintheuseofstatisticalanalysissoftwareR,whichistheanalytictoolusedthroughoutthisarticle.

FritzScheurenisaSeniorFellowandVicePresidentatNORCintheCenterforExcellenceinSurveyResearch.Scheurenhasanunparalleledrecordofworkoncomplexsubstantivetasksrelatedto

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samplingandtotheanalysisofdatafromgovernmentagenciesandprivatesectorinstitutions.NotableworkatNORCincludesalandmarkprojectresolvingissueswithIndianTrustFundaccountsattheU.S.

DepartmentoftheInterioraswellasworkwiththeFederalReserve,particularlytheSurveyofConsumerFinancesandattheCensusBureau.ScheureniscurrentlyleadingimpactevaluationsofMillenniumChallengeCorporation(MCC)programsinGeorgiaandLesotho,andformerlyadvisedthe

MCConimpactevaluationsinArmeniaandVanuatu.Hebringsaprovenabilitytosolvehard,non-standardproblemsandthetheoreticalbackgroundtobackthesesolutionsupwithsoundstatisticalarguments.

ScheurenalsoservesontheStatisticsFacultyatTheGeorgeWashingtonUniversity,wherehehadbeen

aVisitingProfessorofStatistics.AtGWU,hecreatedasuccessfulsurveysamplingcertificateprogramwhichhestillteaches.Mostofhisover450appliedandtheoreticalpapers,presentations,monographs,andbooksareonsamplingaspectsofdatacollectionprimarilyinasurveycontext,withanemphasison

sampledesignandestimation,processquality,andthehandlingofmissingdata.Hehaswrittenoverhalfadozenbooks.

Scheurenservedatthe100thPresidentoftheAmericanStatisticalAssociationandchairedtheASASectionsonSurveyResearchMethodsand,later,theSocialStatisticsSection.Hehasbeentheir

ScientificSecretaryattheInternationalAssociationofSurveyStatisticians.HeisaFellowoftheAmericanStatisticalAssociationandtheAmericaSocietyfortheAdvancementofScience.

ElectionJusticeUSA–thepaperwasassistedinitsresearchanddevelopmentbyElectionJusticeUSA,anationalnon-partisancoalitionofseasonedelectionintegrityexperts,statisticians,attorneys,journalists

andactivists,whosemissionistomakesureeachAmerican'srighttovotecanbeexercisedwithoutissueinaccurateandhonestelections.

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LinkstoElectionResults

2000WIRepublicanpresidentialprimary

2000FLAlachuaCountyDemocraticpresidentialprimary

2004FLAlachuaCountyDemocraticpresidentialprimary

2016DEDemocraticpresidentialprimary

2016LADemocraticpresidentialprimary

2016NewYorkDemocraticpresidentialprimary:

http://vote.nyc.ny.us/downloads/csv/election_results/2016/20160419Presidential%20Primary/01000200000Citywide%20Democratic%20President%20Citywide%20EDLevel.csv

2016NYBroomeCountyDemocraticpresidentialprimary

2016NYColumbiaCountyDemocraticpresidentialprimary

2016WIRepublicanandDemocraticpresidentialprimary

LinkstoChoquetteandJohnson’sElectionData

Version1.5

Version2.1

LinkstoClarkson’sElectionData

LinkstoLindeman’sElectionData

VotingEquipmentbyType

Wisconsinvotingequipment