赞助方：蒙特卡洛 起飞许可：美国航空如何建立数据信任.pdf

1、Cleared for Takeoff:Cleared for Takeoff:How American Airlines How American Airlines Builds Data TrustBuilds Data TrustAndrew MachenSr Manager,Data Governance&Privacy2What is Americans Why?What is Americans Why?“We care for people on lifes journey.”One of the largest commercial airlines in the worldF

2、lying to over 350 destinationsAnd 6 continentsYou must start the day on-time,which means:Tactical data needs to be in place hours before takeoffPlatforms must handle constant requests up to just before takeoffAnalysis on what went well or wrong needs to be in analysts hands immediatelyHow do you run

3、 an airline well?How do you run an airline well?January 1,20204Our journey so farOur journey so farUnderstand what happened1960s 1990sPredict based on history1990-2000sGenerative AI 2023-FutureCloud data adoption2019-2023January 1,20205Data governance capabilitiesData governance capabilitiesCapabili

4、tiesLiteracyQualityData as aProductPrivacy&ComplianceStewardshipMetadataManagementData Literacy:Foster a data driven organization.Data Stewardship:Identify and empower our experts.Data Quality:To be successful,we must trust our data.Metadata Management:Catalog data assets and business concepts.Data

5、as a Product:Maximize the value our data.Privacy&Compliance:Use and care for data responsibly.January 1,20206From spot fixes to enterprise solutionsFrom spot fixes to enterprise solutionsTimelinessCompletenessConsistencyAccuracyValidityIntegrityJanuary 1,20207Improve resiliency and build trust:Impro

6、ve resiliency and build trust:Identify Identify the issue before they detect itthe issue before they detect itFreshnessVolumeSchema ChangesFormat ChecksReferential IntegrityProductionEngineeringStewardshipConsumptionSQL ChecksAnomaly DetectionColumn Level ValidationTriage Inciden