從愿景到實踐：領先的數據治理專注于卓越的工程.pdf

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1、Apurva WadodkarSenior Manager Enterprise Data,Autodesk IncFrom Vision to Adoption Leading Data Governance focused on Engineering ExcellenceGDPRSOXSecurityArchitecturePlatformsMarket TrendsSOD ConflictsCCPACPRAQualityDomain ConstraintsData LineageData LiteracyLife of an EngineerEmpower Engineering te

2、ams with data practices,frameworks and foundations to curate high-quality,reliable and compliant data that business can depend upon.VisionPosition data products as catalyst for unlocking business valueMissionData GovernanceObjectiveoCreate one-stop shop for all relevant informationoCondense Informat

3、ion in actionable format.oCreate Architecture Frameworks and reusable code templates with Compliance embeddedoGamify the processoBuild a Community of PracticeData Governance ProgramMultiple touchpoints&Audits Daily Tools and TemplatesCondensed InformationEducate Embed EnforceData Governance5671234Da

4、ta LiteracySourcingPlatformsQualitySecurity&ComplianceOperationsCI/CDData Governance PrinciplesData LiteracySourcingPlatformsQualitySecurity&ComplianceOperationsCI/CDData Governance CouncilUtilitiesSelf Assessment Application Publish LeaderboardTeams were given targesLeaderboards were published ever

5、y month in our newsletters.Community of Practice Establish common platform for sharing innovative techniques to solve complex data problems.Operationalize innovative techniques by publishing it for entire data community.GamificationReinforce with constant Narrative Reinforce importance of governance

6、 through continuous discussions.Talk about one idea in every all-hands Captured Maturity Level of each team via self assessment web application.Program Success MetricsLeading IndicatorsAdoption Rate(Enrollment)Maturity ScoresMaturity Model Effectiveness Index(via surveys)Lagging IndicatorObservabili

7、ty ScoreQuality ScoreQuality Ownership Coverage ScoreCompliance ScoreAvailability&Performance ScoreDiscoverability scoreAdoption ScoreData Governance ecosystemGovernance CouncilMaturity ModelReusable code templates/utilities:Teams do Self AssessmentsAnnual revision of Maturity ModelQuarterly AuditsP

8、rinciple ObjectiveLevel 1 Level 2Level 3Data Practice 1Data Practice 2Data Practice 3Data Practice 4Data Practice 5 Governance Program needs to be customized for your eco system.Off the shelf hardly fits.Tips for Data Governance ProgramTips for Data Governance ProgramManage Program brandPick MeNot M

9、eTips for Data Governance Program Attack communication from all directions Department Leaders DevelopersTips for Data Governance Program It is all about Change Management Never underestimate grassroot opposition.Gradually Increase Complexity.Teams resist change when they feel overwhelmedTips for Dat

10、a Governance ProgramGamify the ProgramTips for Data Governance ProgramBuild a CommunityTips for Data Governance ProgramApurva WadodkarSenior Manager Enterprise Data,AutodeskHosted by:Thank you for attending!We value your feedback!Please rate your speaker in the conference evaluation provided at the end of the event.