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Solving Data Problems in Management Accounting

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Solving Data Problems in Management Accounting
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141
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Controllers deal with numbers all day long. They have to check a lot of data from different sources. Often the reports contain erroneous or missing data. Identifying outliers and suspicious data is time-consuming. This presentation will introduce a Small Data Problem-End2End workflow using statistical tools and machine learning to make controllers' jobs easier and help them be more productive. We will demonstrate how we used amongst others, - [scipy] - [pandera] - [dirty cat] - [nltk] - [fastnumbers](pypi.org/project/fastnumbers/) to create a self-improving system to automate the screening of reports and report outliers in advance so that they can be eliminated more quickly.
Decision theoryPlanningMathematical analysisBusiness reportingGUI widgetData managementSystem programmingForm (programming)Computer fileClient (computing)CAN busSystem identificationSoftware bugVariable (mathematics)Error messageData structureFrame problemExplosionEnterprise resource planningComputer networkData managementBusiness reportingGame controllerDecision theoryDifferent (Kate Ryan album)Physical systemSet (mathematics)FeedbackSoftware bugData structureData typeDatei-ServerSoftwareOutlierTraffic reportingNumberPredictionFrame problemFile formatTelecommunicationSelectivity (electronic)EmailWeb pageVideo gameProcess (computing)Message passingArmNavigationRoboticsOnline helpCASE <Informatik>PredictabilityCycle (graph theory)Expected valuePersonal digital assistantTask (computing)Adaptive behaviorMathematicsProduct (business)Computer fileMereologyMultiplication signArrow of timeStructural systemConnectivity (graph theory)MetreSquare numberDatabaseFood energyInsertion lossFocus (optics)Computer animationLecture/ConferenceDiagram
File formatExplosionEnterprise resource planningComputer networkProcess (computing)Raw image formatStandard deviationEXCELNumberSeries (mathematics)Beta functionCodeObject (grammar)Control flowTable (information)Formal languageProof theoryInformation privacyPoint cloudCAN busOptical character recognitionComputer configurationOpen sourceProbability density functionSoftware bugContext awarenessMeasurementPopulation densitySample (statistics)AreaData structureWeb pageCuboidTable (information)Process (computing)Virtual machineFile formatProbability density functionCASE <Informatik>Line (geometry)Moment (mathematics)Cellular automatonAdditionConfidence intervalInformationMarginal distributionCodeObject (grammar)Optical character recognitionPoint (geometry)BitEndliche ModelltheorieVisualization (computer graphics)Frame problemMathematicsNormal distributionSoftware bugState observerData typeFormal languageExpert systemSource codeTime seriesError messageSound effectPhysicalismMeasurementContext awarenessPlotterDistribution (mathematics)Sampling (statistics)Traffic reportingRight angleSystem callOutlierPower (physics)Inheritance (object-oriented programming)Machine visionNeuroinformatikGoodness of fitScripting languageoutputSimilarity (geometry)Point cloudCausalityComputer animationLecture/Conference
LogicEvent horizonComplex (psychology)Rule of inferenceOrder (biology)Software maintenanceMathematical analysisObservational studySystem programmingData structureHierarchySet (mathematics)Software testingSystem identificationError messageDecision theoryMachine learningClassical physicsPerformance appraisalFile formatFrame problemStatisticsData typeOperations support systemComa BerenicesMathematicsSimilarity (geometry)String (computer science)Sign (mathematics)Stress (mechanics)Metric systemCASE <Informatik>Endliche ModelltheoriePower (physics)Leak1 (number)Sampling (statistics)Support vector machineWave packetSet (mathematics)BitGame controllerComputer fontCodierung <Programmierung>Kernel (computing)Social classNetwork topologyProbability distributionMarginal distributionStatisticsDecision theoryPoint (geometry)Normal (geometry)Latent heatDensity functional theoryNumberOutlierRight angleProcedural programmingRule of inferenceOrder (biology)Function (mathematics)Event horizonoutputSoftware testingVirtual machineInformationAreaContext awarenessBusiness reportingFrame problemIntegrated development environmentFlagRange (statistics)TwitterLibrary (computing)Domain nameError messageCodeForestStatement (computer science)Multiplication signType theoryPairwise comparisonDistribution (mathematics)Combinational logicDifferent (Kate Ryan album)EstimatorCumulantSpacetimeGreatest elementCategory of beingHeuristicTotal S.A.Vector spaceVector potentialInterior (topology)Computer animation
Personal digital assistantMachine learningTable (information)Virtual machineBounded variationMathematical morphologySimilarity (geometry)Data storage deviceFeedbackFactorizationSoftware bugData typeElectronic program guideObject (grammar)Computer-generated imageryError messageFrame problemPhysical systemString (computer science)Level (video gaming)Traffic reportingEndliche ModelltheorieCASE <Informatik>Function (mathematics)File formatInformationVirtual machineArithmetic progressionOutlieroutputValidity (statistics)Data typeOpen setSubject indexingTransformation (genetics)Type theoryTask (computing)Category of beingFilm editingBusiness reportingProjective planeInterior (topology)Lecture/ConferenceComputer animation
Multiplication signMeeting/InterviewLecture/ConferenceComputer animation
Transcript: English(auto-generated)