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What Is Bad Data? | IBM

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WelcomeOverviewModern data stackAI-ready dataAI data managementDataOps frameworkOverviewStructured vs. unstructured dataMetadata managementDatasetsOverviewOverviewSQLPrimary keyNoSQL databasesOLTPVector databasesDatabase as a service (DBaaS)CAP theoremDatabase schemaMongoDBPostgreSQLRedisElasticsearchetcdCassandraApache HBaseCouchDBPrestoEntity relationship diagramOverviewOverviewData martOverviewDelta lakeApache icebergAWS data lake formationOverviewCloud data lake, data warehouse and data martMaster data management (MDM)OverviewData fabricData meshData modelingOverviewData acquisitionDirected acyclic graphData cleaningData reconciliationData validationData enrichmentData wranglingData virtualizationData automationFile transferData migrationStreaming dataOverviewETLELTChange data captureReal-time data integrationOverviewData ingestionOLAPStream processingUnstructured data processingOverviewOverviewHDFSMapreduceApache AvroApache RangerOverviewChief Data Officer (CDO)OverviewData literacyData marketplaceData modernizationData reductionData silosData strategyData SLAOverviewOverviewData accuracyData integrityData reliabilityOverviewData observabilityBad dataDark dataOverviewData stewardshipAlexandra JonkerTom Krantzdatadecision-makinginaccurateinconsistentbiaseddata architecturebig dataartificial intelligencedata qualitydata governancedata quality managementdata observabilityIBM Privacy StatementData accuracydata processingdatasetdatabasedata silosmetricredundant datahigh availabilitydata integrityconsistencyBiased datamachine learningGo to episodeforecastingSarbanes-Oxley (SOX) ActAI or ML modelsdata is AI-readythe consequences of bad dataalgorithmResearchdata architecturesdata silosreliabilitydata governancedata lifecycleData migrationdata integrationdata governanceoperational efficiencydata strategydata managementdata securityData lineagemetadataroot cause analysisclassifyData profilingstructuredata engineersData observabilityData cleansingdeduplicationdata validationData-literate organizationsAlexandra JonkerTom KrantzReport Increasing AI Adoption with AI-Ready Data Gain actionable insights on how to invest in AI technology for data and preparing data for AI. Read the reportWebinar | On demand AI agents run on data—is yours ready? Your data is your competitive edge. Learn how to unlock it securely and drive measurable ROI from AI in this short webinar. Watch nowTechsplainers Podcast Data management explained Techsplainers by IBM breaks down the essentials of data for AI, from key concepts to real‑world use cases. Clear, quick episodes help you learn the fundamentals fast. Listen nowEbook Unify and access your data to help scale your AI Learn why the path to AI-ready data often starts with effective access to both structured and unstructured data and the challenges that can impede data leaders. Read the ebookCase study Legal overhead turned into strategic insight Learn how an AI-powered legal agent helps accelerate decision-making, reduce manual work and improve compliance. Read the case studyVideo AI Academy: Building a data strategy for enterprise AI In this episode, Cathy Reese explains how organizations today need a data strategy that’s ready for advanced AI, which will require them to harness their highest quality data assets. Watch the episodeEbook The hybrid, open data lakehouse for AI Simplify data access and automate data governance. Discover the power of integrating a data lakehouse strategy into your data architecture, including cost-optimizing your workloads and scaling AI and analytics, with all your data, anywhere. Read the ebookReport Cost of a Data Breach Report 2025 Data breach costs have hit a new high. Get up-to-date insights into cybersecurity threats and their financial impacts on organizations. Read the reportGuide The data leader’s guide to AI-ready data Understand the actionable steps data leaders can take to overcome data challenges, establish the groundwork for a trusted data foundation and help get your organization’s data ready for AI. Read the guideReport How the C-suite is turning information into impact Explore insights from 1,700 CDOs in this cross-industry report for data leaders. Read the reportExplore watsonx.governance®Explore data governance solutionsExplore AI governance consultingExplore watsonx.governanceExplore AI governance solutions

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