real-world data governance webinar: data governance, big data, and the cloud

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Copyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.comCopyright © 2012 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com

Non-Invasive Data GovernanceNon-Invasive Data Governance™ ™ is a trademark of Robert S. Seiner & KIK Consulting is a trademark of Robert S. Seiner & KIK Consulting Twitter About This Webinar at #RWDGTwitter About This Webinar at #RWDG

Robert S. SeinerRobert S. SeinerKIK Consulting & Educational Services – KIKconsulting.comKIK Consulting & Educational Services – KIKconsulting.com

The Data Administration Newsletter – TDAN.comThe Data Administration Newsletter – TDAN.com

Real-World Data GovernanceReal-World Data GovernanceData Governance, Big Data and The CloudData Governance, Big Data and The Cloud

Monthly Webinar Series Hosted by DataversityMonthly Webinar Series Hosted by DataversityRobert S. Seiner – KIK Consulting / TDAN.comRobert S. Seiner – KIK Consulting / TDAN.com

May 17, 2012 – 2:00 p.m. ESTMay 17, 2012 – 2:00 p.m. EST

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• Real-World Data Governance – Monthly Webinar SeriesReal-World Data Governance – Monthly Webinar Series– June 21, 2012 – June 21, 2012 – Setting Appropriate Business ExpectationsSetting Appropriate Business Expectations – 2pm EST – 2pm EST

– July 19, 2012 – July 19, 2012 – Meta-Data & Data GovernanceMeta-Data & Data Governance – 2pm EST – 2pm EST

– August 16, 2012 – August 16, 2012 – Master Data Management & Data GovernanceMaster Data Management & Data Governance – 2pm EST – 2pm EST

– September 20, 2012 – September 20, 2012 – Business Glossaries & Data GovernanceBusiness Glossaries & Data Governance – 2pm EST – 2pm EST

– Register On-Line at Dataversity.NetRegister On-Line at Dataversity.Net

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudUpcoming WebinarsUpcoming Webinars

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• Movers and shakers in the data and information management industries are talking Movers and shakers in the data and information management industries are talking about about Big Data Big Data and and The Cloud The Cloud being the being the NEXT BIG THINGNEXT BIG THING, if not the , if not the NOW BIG THINGNOW BIG THING. .

• Organizations are beginning to embrace these aspects of data management at least Organizations are beginning to embrace these aspects of data management at least to the point of learning more about them with the potential of injecting them into to the point of learning more about them with the potential of injecting them into their data and information strategies in the coming months and / or years.their data and information strategies in the coming months and / or years.

• The questions of the month are … The questions of the month are … – What is the impact of Big Data and the Cloud on Data Governance? What is the impact of Big Data and the Cloud on Data Governance? – What is the impact of Data Governance on Big Data and the Cloud?What is the impact of Data Governance on Big Data and the Cloud?

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudAbstractAbstract

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• Since these aspects of data management are becoming discovery topics in Since these aspects of data management are becoming discovery topics in the least and hot topics at best … the least and hot topics at best …

– What should organizations do to prepare for governing Big Data?What should organizations do to prepare for governing Big Data?– What should organizations do to prepare for governing data in the Cloud?What should organizations do to prepare for governing data in the Cloud?– Will traditional data governance suffice or do we need a different type?Will traditional data governance suffice or do we need a different type?

• People in the People in the REAL-WORLDREAL-WORLD are looking for answers to these questions. are looking for answers to these questions.

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudAbstractAbstract

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• Disclaimer: Disclaimer: Big DataBig Data and and The CloudThe Cloud are the epitome of are the epitome of““What’s new in Data What’s new in Data

Management”.Management”.• Webinar IntroductionWebinar Introduction

– Defining Data Governance (not again!), Big Data and The CloudDefining Data Governance (not again!), Big Data and The Cloud

– Big Data and Big Data GovernanceBig Data and Big Data Governance

– The Cloud and Governing DataThe Cloud and Governing Datain The Cloudin The Cloud

– Looking at the 3 Pillars of GovernanceLooking at the 3 Pillars of Governance Data / InformationData / Information ProcessProcess TechnologyTechnology

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudIntroductionIntroduction

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• Data GovernanceData Governance– Data Governance is the Data Governance is the Execution and Enforcement of Authority Execution and Enforcement of Authority

Over the Management of Data & Data-Related Resources.Over the Management of Data & Data-Related Resources.Robert S. Seiner Robert S. Seiner

• Data StewardshipData Stewardship– Data Stewardship is the Data Stewardship is the Formalization of AccountabilityFormalization of Accountability

Over the Management of Data & Data-Related Resources.Over the Management of Data & Data-Related Resources.Robert S. Seiner Robert S. Seiner

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudDefining Data GovernanceDefining Data Governance

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• Non-Invasive Data Governance™Non-Invasive Data Governance™

– The practice of:The practice of:• applying formal accountability & behavior applying formal accountability & behavior • through non-invasive roles & responsibilitiesthrough non-invasive roles & responsibilities• to existing and / or new processesto existing and / or new processes• to assure that the definition, production & usage of datato assure that the definition, production & usage of data• assures regulatory compliance, security, privacy, protection & quality.assures regulatory compliance, security, privacy, protection & quality.

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• Non-Invasive Data Governance™Non-Invasive Data Governance™

– Non-Invasive describes Non-Invasive describes how governance is applied how governance is applied to assureto assurenon-threatening management of valuable data assets.non-threatening management of valuable data assets.

– The goal is to beThe goal is to be transparent, supportive, collaborative. transparent, supportive, collaborative.

–Whether that data is Whether that data is BIGBIG, , MEDIUMMEDIUM or or SMALLSMALL..

–Whether that data is Whether that data is DESKTOPDESKTOP, , SERVERSERVER, , CLOUDCLOUD..

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• Big Data – DefinedBig Data – Defined

– ““Big Data” is a term applied to Big Data” is a term applied to data sets whose size is beyond the ability of data sets whose size is beyond the ability of commonly used software tools to capture, manage, and process the data commonly used software tools to capture, manage, and process the data within a tolerable elapsed timewithin a tolerable elapsed time. Big data sizes are a constantly moving . Big data sizes are a constantly moving target currently ranging from a few dozen terabytes to many petabytes of target currently ranging from a few dozen terabytes to many petabytes of data in a single data set.data in a single data set.

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudWhat is Big Data?What is Big Data?

From Wikipedia.comFrom Wikipedia.com

www.allanalytics.comwww.allanalytics.comBig Data Quick Poll ResultsBig Data Quick Poll Results

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• Big Data – The 3 V-sBig Data – The 3 V-s

– In a 2001 research report and related conference presentations, then In a 2001 research report and related conference presentations, then META Group analyst, Doug Laney, defined data growth challenges (and META Group analyst, Doug Laney, defined data growth challenges (and opportunities) as being three-dimensional, i.e. increases in:opportunities) as being three-dimensional, i.e. increases in:

1.1. VVolumeolume (amount of data), (amount of data),

2.2. VVelocityelocity (speed of data in/out), (speed of data in/out),

3.3. VVariety ariety (range of data types, sources)(range of data types, sources)


From Wikipedia.com – Gartner GroupFrom Wikipedia.com – Gartner Group

4. Complexities? 4. Complexities? Datastax – Robin Schumacher Datastax – Robin Schumacher Dataversity Webinar – 5/10/12Dataversity Webinar – 5/10/12

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• Big Data – Statistics – What is “Big”? Big Data – Statistics – What is “Big”?

– ““Big Data” has emerged because we are living in a society which makes Big Data” has emerged because we are living in a society which makes increasing use of data intensive technologies. There are 4.6 billion mobile-increasing use of data intensive technologies. There are 4.6 billion mobile-phone subscriptions worldwide and there are between 1 billion and 2 phone subscriptions worldwide and there are between 1 billion and 2 billion people accessing the internet.billion people accessing the internet.

– Between 1990 and 2005, more than 1 billion people worldwide entered Between 1990 and 2005, more than 1 billion people worldwide entered the middle class which means more and more people who gain money will the middle class which means more and more people who gain money will become more literate which in turn leads to information growth.become more literate which in turn leads to information growth.

– The world's effective capacity to exchange information through The world's effective capacity to exchange information through telecommunication networks was 281 petabytes in 1986, 471 petabytes in telecommunication networks was 281 petabytes in 1986, 471 petabytes in 1993, 2.2 exabytes in 2000, 65 exabytes in 2007 and it is predicted that the 1993, 2.2 exabytes in 2000, 65 exabytes in 2007 and it is predicted that the amount of traffic flowing over the internet will reach 667 exabytes amount of traffic flowing over the internet will reach 667 exabytes annually by 2013.annually by 2013.



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• Big Data on the NetBig Data on the Net

– ““Big Data” is a Big Data” is a catch phrase catch phrase that has been bubbling up from the high that has been bubbling up from the high performance computing niche of the IT market. Increasingly suppliers of performance computing niche of the IT market. Increasingly suppliers of processing virtualization and storage virtualization software have begun to processing virtualization and storage virtualization software have begun to flog “Big Data” in their presentations. flog “Big Data” in their presentations.

Dan Kusnetzky – ZDNet.com (2010)Dan Kusnetzky – ZDNet.com (2010)

– ““Big Data” is hard to do, and can be very expensive and time consuming. Big Data” is hard to do, and can be very expensive and time consuming. Integrating revenue and cost data Integrating revenue and cost data in order to manage end-to-end business in order to manage end-to-end business models is a complicated and time consuming task. Some organizations models is a complicated and time consuming task. Some organizations outsource … how to outsource … how to tag and manage the processtag and manage the process, in addition to , in addition to storing the storing the vast amounts of data required for meaningful analysisvast amounts of data required for meaningful analysis..

Peter Yared – CBS Interactive – CNET.com Peter Yared – CBS Interactive – CNET.com (2012)(2012)

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudIn the NewsIn the News

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• Big Data on the Net – A Classic RantBig Data on the Net – A Classic Rant– Let’s start with the basics: What is Big Data? I’m here to tell you that Let’s start with the basics: What is Big Data? I’m here to tell you that

nobody really knows. The good thing about Big Data is just that. So it can nobody really knows. The good thing about Big Data is just that. So it can be anything you want it to be. Really. Just like that nice friendly woman be anything you want it to be. Really. Just like that nice friendly woman who wanted you to buy her a drink last night.who wanted you to buy her a drink last night.

– One of the things I noticed about Big Data is that it is always capitalized One of the things I noticed about Big Data is that it is always capitalized when it’s written … We don’t capitalize DATA, so why should Big Data be? when it’s written … We don’t capitalize DATA, so why should Big Data be? I’m pretty sure that capitalization is a way to spot the birth of a silver I’m pretty sure that capitalization is a way to spot the birth of a silver bullet. Remember that when the next big thing, HUGE DATA, then bullet. Remember that when the next big thing, HUGE DATA, then GINORMOUS DATA is announced at next year’s EDW. I guess then big data GINORMOUS DATA is announced at next year’s EDW. I guess then big data will lose its title caps.will lose its title caps.

– Love your data by using the right solutions.Love your data by using the right solutions.

Karen Lopez – @datachick – InfoAdvisorsKaren Lopez – @datachick – InfoAdvisorsSize Doesn’t Matter. Or Does It? A Rant on Big Data Size Doesn’t Matter. Or Does It? A Rant on Big Data

TermsTermsDataversity.Net – May 16, 2012 (Yesterday Dataversity.Net – May 16, 2012 (Yesterday ))

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudIn the NewsIn the News

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Data Governance, Big Data and The CloudData Governance, Big Data and The CloudConsiderations for Governing Big DataConsiderations for Governing Big Data

• [to] [to] gov·ern gov·ern [data][data]

v.v. gov·erned, gov·ern·ing, gov·erns gov·erned, gov·ern·ing, gov·erns – To make and administer the public policy and affairs To make and administer the public policy and affairs [of data][of data]– To exercise sovereign authority To exercise sovereign authority [in data][in data]– To control the speed or magnitude To control the speed or magnitude [of data][of data]– To regulateTo regulate [data] [data] – To control the actions or behavior To control the actions or behavior [of data] [of data] – To keep under control To keep under control [data][data];; to restrain to restrain [data] [data] – To exercise a deciding or determining influence To exercise a deciding or determining influence [on data] [on data] – To exercise political authority To exercise political authority [over data] [over data] – To have or exercise a determining influence To have or exercise a determining influence [over data] [over data]

FreeDictionary.com FreeDictionary.com [Bob Seiner][Bob Seiner]

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• Considerations for Governing Considerations for Governing Any Any Data and Information:Data and Information:– Data Governance BasicsData Governance Basics

• Definition of DataDefinition of Data• Production of DataProduction of Data• Usage of DataUsage of Data

– Risk ManagementRisk Management• Compliance & Regulatory ControlCompliance & Regulatory Control• Data ClassificationData Classification• SecuritySecurity

– DisciplinesDisciplines• Issue ResolutionIssue Resolution• Quality Control & ImprovementQuality Control & Improvement• Proactive & Reactive Governing of DataProactive & Reactive Governing of Data

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudConsiderations for Governing Big DataConsiderations for Governing Big Data

– Roles & ResponsibilitiesRoles & Responsibilities

• Executive & StrategicExecutive & Strategic• TacticalTactical• Support (DGT & IT)Support (DGT & IT)

– Communications PlanningCommunications Planning• AudienceAudience• MessagesMessages• Delivery ToolsDelivery Tools

– GovernanceGovernance• Process GovernanceProcess Governance• Technology GovernanceTechnology Governance• StewardshipStewardship• Execution & EnforcementExecution & Enforcement• Monitoring & ReportingMonitoring & Reporting

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• Stewardship Stewardship (one of 11 categories included in the IBM Framework to Assess Big Data Governance Maturity)(one of 11 categories included in the IBM Framework to Assess Big Data Governance Maturity)

– How will you address How will you address the stewardship of big datathe stewardship of big data??• Extend the Extend the job description of existing stewards job description of existing stewards (e.g., customer data steward (e.g., customer data steward

covers social media)covers social media)• Appoint additional big data stewards (e.g., social media steward to deal with Appoint additional big data stewards (e.g., social media steward to deal with

the unique privacy issues that are specific to that domain)the unique privacy issues that are specific to that domain)• Are their Are their jobs and data manipulation tasks documented and repeatablejobs and data manipulation tasks documented and repeatable??

– Will the data stewards be responsible for big data (e.g., integration of social media Will the data stewards be responsible for big data (e.g., integration of social media with master data management)?with master data management)? gathering input from legal, marketing, and other gathering input from legal, marketing, and other departments regarding the acceptable use.departments regarding the acceptable use.

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudBig Data GovernanceBig Data Governance

Borrowed with permission from Big Data Governance: A Framework to Assess MaturityBorrowed with permission from Big Data Governance: A Framework to Assess Maturityhttp://ibmdatamag.com/2012/04/big-data-governance-a-framework-to-assess-maturity/http://ibmdatamag.com/2012/04/big-data-governance-a-framework-to-assess-maturity/By Sunil Soares | Published April 17, 2012By Sunil Soares | Published April 17, 2012Tom Deutsch, Stewart Hanna, Piyush Malik also contributed to this article. Tom Deutsch, Stewart Hanna, Piyush Malik also contributed to this article.

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• Stewardship Stewardship (one of 11 categories included in the IBM Framework to Assess Big Data Governance Maturity)(one of 11 categories included in the IBM Framework to Assess Big Data Governance Maturity)

– Have you built a Responsibility Assignment (RACI) matrix to define the roles and Have you built a Responsibility Assignment (RACI) matrix to define the roles and responsibilities for critical data elements?responsibilities for critical data elements?

– Are the data stewardship roles formalized with human resources?Are the data stewardship roles formalized with human resources?– Are stewards Are stewards empowered to define policies empowered to define policies for retention of big data based on for retention of big data based on

regulatory requirements and business imperatives? Are these policies consistent regulatory requirements and business imperatives? Are these policies consistent with those for traditional systems?with those for traditional systems?

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudBig Data GovernanceBig Data Governance

Borrowed with permission from Big Data Governance: A Framework to Assess MaturityBorrowed with permission from Big Data Governance: A Framework to Assess Maturityhttp://ibmdatamag.com/2012/04/big-data-governance-a-framework-to-assess-maturity/http://ibmdatamag.com/2012/04/big-data-governance-a-framework-to-assess-maturity/By Sunil Soares | Published April 17, 2012By Sunil Soares | Published April 17, 2012Tom Deutsch, Stewart Hanna, Piyush Malik also contributed to this article. Tom Deutsch, Stewart Hanna, Piyush Malik also contributed to this article.

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Data Governance, Big Data and The CloudData Governance, Big Data and The CloudGoverning Big DataGoverning Big Data

• Governance of Big Data includes Governance of Big Data includes (from the Data/Information Governance perspective):(from the Data/Information Governance perspective):

• VolumeVolume• VelocityVelocity• VarietyVariety• Tool UsageTool Usage• NOSQLNOSQL• Simplicity of UseSimplicity of Use• ComplexityComplexity• ScalabilityScalability

• Structured DataStructured Data• Unstructured DataUnstructured Data• Social Media DataSocial Media Data• RecordsRecords• Meta-DataMeta-Data• ComplianceCompliance• ClassificationClassification• Risk ManagementRisk Management• Quality Control & ImprovementQuality Control & Improvement

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Data Governance, Big Data and The CloudData Governance, Big Data and The CloudBig Data SummaryBig Data Summary

• The Burning Questions:The Burning Questions:– What impact does What impact does Big Data Big Data have on Data Governance efforts? Vice-Versa?have on Data Governance efforts? Vice-Versa?– What aspects of Data Governance must be altered to What aspects of Data Governance must be altered to Govern Big DataGovern Big Data??– What Governance roles & processes must be directed to What Governance roles & processes must be directed to Govern Big DataGovern Big Data??

• The Relationship Between Data Governance & The Relationship Between Data Governance & Big DataBig Data– Existing Aspects of Data and Information Governance Can Be Directly AppliedExisting Aspects of Data and Information Governance Can Be Directly Applied– Stay Non-Invasive in Your Approach to Governing Stay Non-Invasive in Your Approach to Governing Big DataBig Data– Additional Technical ComplexitiesAdditional Technical Complexities– Additional Process Complexities Additional Process Complexities – Additional Data ComplexitiesAdditional Data Complexities

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• The Cloud – Defined The Cloud – Defined

– A cloud is a A cloud is a visible mass of liquid droplets or frozen crystals made of water visible mass of liquid droplets or frozen crystals made of water or various chemicals suspended in the atmosphereor various chemicals suspended in the atmosphere above the surface of a above the surface of a planetary body.planetary body.

– These suspended particles are also known as aerosols. Clouds in earth's These suspended particles are also known as aerosols. Clouds in earth's atmosphere are atmosphere are studied in the cloud physics branch of meteorologystudied in the cloud physics branch of meteorology. Two . Two processes, possibly acting together, can lead to air becoming saturated: processes, possibly acting together, can lead to air becoming saturated: cooling the air or adding water vapor to the air.cooling the air or adding water vapor to the air.

– In general, In general, precipitation will fall to the surfaceprecipitation will fall to the surface; an exception is virga, ; an exception is virga, which evaporates before reaching the surface.which evaporates before reaching the surface.

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudWhat is The Cloud?What is The Cloud?


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• The Cloud – Defined The Cloud – Defined

– Cloud computing refers to the Cloud computing refers to the delivery of computing and storage capacity delivery of computing and storage capacity as a service to a heterogeneous community of end-recipientsas a service to a heterogeneous community of end-recipients. .

– The name comes from the use of The name comes from the use of clouds as an abstraction for the complex clouds as an abstraction for the complex infrastructure infrastructure it contains in system diagrams. Cloud computing entrusts it contains in system diagrams. Cloud computing entrusts services with a user's data, software and computation over a network. It services with a user's data, software and computation over a network. It has considerable overlap with software as a service (SaaS).has considerable overlap with software as a service (SaaS).

– At the foundation of cloud computing is the At the foundation of cloud computing is the broader concept of converged broader concept of converged infrastructure and shared servicesinfrastructure and shared services..



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• The Cloud – In the NewsThe Cloud – In the News

– Speaking with a number of industry people about peoples’ appetite for Speaking with a number of industry people about peoples’ appetite for cloud adoption made me wonder if the cloud is no different than cloud adoption made me wonder if the cloud is no different than outsourcing or off-shoring … There is outsourcing or off-shoring … There is really no difference in the activities really no difference in the activities involvedinvolved in procurement of business and IT services, and in facilitating a in procurement of business and IT services, and in facilitating a quick turn-around time. quick turn-around time.

– In the end, it’s all about mitigating the risk associated with suppliers —In the end, it’s all about mitigating the risk associated with suppliers —onsite, offsite, outsourced, off-shored or in the new lingo, Infrastructure-onsite, offsite, outsourced, off-shored or in the new lingo, Infrastructure-As-A-Service (IAAS), Platform-As-A-Service (PAAS), Software-As-A-Service As-A-Service (IAAS), Platform-As-A-Service (PAAS), Software-As-A-Service (SAAS).(SAAS).

Angela Guess / Dataversity.net – Governance in the CloudAngela Guess / Dataversity.net – Governance in the CloudQuote from Puneet Kukreja of CSO.comQuote from Puneet Kukreja of CSO.com


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• The Cloud – In Pictures The Cloud – In Pictures

Data Governance, Big Data and The CloudData Governance, Big Data and The CloudGoverning in the CloudGoverning in the Cloud

Image from Image from Wikipedia.comWikipedia.com

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• The Cloud – In Pictures The Cloud – In Pictures

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GovernanceGovernance

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Gov

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Governance Governance

Governance

Governance

Red = Data & InformationRed = Data & InformationBlue = Technology & UsageBlue = Technology & Usage


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• Governance in The Cloud includes Governance in The Cloud includes (from the Data/Information Governance perspective):(from the Data/Information Governance perspective):

• DatabasesDatabases• FinanceFinance• ContentContent• ObjectsObjects• MonitoringMonitoring• CommunicationsCommunications• IdentityIdentity• CollaborationCollaboration

• Structured DataStructured Data• Unstructured DataUnstructured Data• RecordsRecords• Meta-DataMeta-Data• ComplianceCompliance• ClassificationClassification• Risk ManagementRisk Management• Quality Control & ImprovementQuality Control & Improvement

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GovernanceGovernanceG

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over

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Governance Governance

Governance

Governance



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Data Governance, Big Data and The CloudData Governance, Big Data and The CloudThe Cloud SummaryThe Cloud Summary

• The Burning Questions:The Burning Questions:– What impact does What impact does The Cloud The Cloud have on Data Governance efforts? Vice-Versa?have on Data Governance efforts? Vice-Versa?– What aspects of Data Governance must be altered to Govern What aspects of Data Governance must be altered to Govern Data in the CloudData in the Cloud??– What Governance roles & processes must be directed to Govern What Governance roles & processes must be directed to Govern Cloud DataCloud Data??

• The Relationship Between Data Governance & The Relationship Between Data Governance & The CloudThe Cloud– Existing Aspects of Data and Information Governance Can Be Directly AppliedExisting Aspects of Data and Information Governance Can Be Directly Applied– Stay Non-Invasive in Your Approach to Governing Stay Non-Invasive in Your Approach to Governing Data in the CloudData in the Cloud– Address Additional Technical ComplexitiesAddress Additional Technical Complexities– Address Additional Process Complexities Address Additional Process Complexities – Address Additional Data ComplexitiesAddress Additional Data Complexities

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• Webinar SummaryWebinar Summary

– Define Data Governance, Big Data and The CloudDefine Data Governance, Big Data and The Cloud

– How Do How Do YOUYOU Define Big Data and Big Data Governance Define Big Data and Big Data Governance

– The Cloud and Governing Data in The CloudThe Cloud and Governing Data in The Cloud

– Look at the 3 Pillars of GovernanceLook at the 3 Pillars of Governance Data / InformationData / Information ProcessProcess TechnologyTechnology

• Questions & AnswersQuestions & Answers

Real-World Data GovernanceReal-World Data GovernanceWrap UpWrap Up

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Real-World Data GovernanceReal-World Data GovernanceComing UpComing Up

• Real-World Data Governance – Monthly Webinar SeriesReal-World Data Governance – Monthly Webinar Series– June 21, 2012 – June 21, 2012 – Setting Appropriate Business ExpectationsSetting Appropriate Business Expectations – 2pm EST – 2pm EST

– July 19, 2012 – July 19, 2012 – Meta-Data & Data GovernanceMeta-Data & Data Governance – 2pm EST – 2pm EST

– August 16, 2012 – August 16, 2012 – Master Data Management & Data GovernanceMaster Data Management & Data Governance – 2pm EST – 2pm EST

– September 20, 2012 – September 20, 2012 – Business Glossaries & Data GovernanceBusiness Glossaries & Data Governance – 2pm EST – 2pm EST

– Register On-Line at Dataversity.NetRegister On-Line at Dataversity.Net

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• Robert S. SeinerRobert S. SeinerKIK Consulting & Educational Services – KIKconsulting.comKIK Consulting & Educational Services – KIKconsulting.comThe Data Administration Newsletter – TDAN.comThe Data Administration Newsletter – TDAN.comPost Office Box 112571, Upper St. Clair, Pennsylvania 15241Post Office Box 112571, Upper St. Clair, Pennsylvania 15241412.220.9643, 412.220.9644 (Fax)412.220.9643, 412.220.9644 (Fax)[email protected]@[email protected]@tdan.com

Real-World Data GovernanceReal-World Data GovernanceContact InformationContact Information

real-world data governance webinar: data governance, big data, and the cloud

Technology

metadata data governance

big data governance

governing data

petabytes of data

cloud big data

impact of data governance

traditional data governance

governing big data