rwdg webinar: a data governance framework for smart data

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

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

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Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner

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

The Data Administration Newsletter – TDAN.com

Real-World Data GovernanceA Data Governance Framework

for Smart Datawith Special Guest – Tony Sarris, N2Semantics

Monthly Webinar Series Hosted by DataversityMay 19, 2016 – 2:00 p.m. EST




Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting

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• Real-World Data Governance – Monthly Webinar Series– Third Thursday of Each Month – 2pm EST– June 16, 2016 – DIY and Purchased Data Governance Tools– Register On-Line at TDAN.com, KIKConsulting.com and DATAVERSITY.net

Real-World Data GovernanceUpcoming Webinars





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• Non-Invasive Data Governance:The Path of Least Resistance and Greatest Success

ISBN 9781935504856 / Technics Publishing / Amazon.com

• KIKConsulting.comHome of Non-Invasive Data Governance™

• DATAVERSITY Events (with DEBTech International)

– Data Governance & Information Quality (DGIQ) ConferenceJune 27 – July 1, 2016 – San Diego, CAAssess Your Existing DG Program – TutorialData Governance, Privacy and Internet of Things – Session

Real-World Data GovernancePublish & Present





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• The Data Administration Newsletter• (TDAN.com)

– Monthly Publication– May Issue Available– Articles, Columns, Features, Blogs– Published by Bob Seiner– Produced by DATAVERSITY– Subscribe On-Line for Updates

– Article from Tony SarrisBots in a Smart Data World

Real-World Data GovernancePublish & Present





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Data Governance Framework for Smart DataIntroduction

• Does your organization have smart data?

• How does your company define smart data?

• Smart data is data that is used in non-traditional ways such as throughmachine learning, through the semantic web and by taking advantage ofnew data opportunities such as the Internet of Things.

• Businesses have embraced and established governance for Big Data.Businesses are being asked to extend that to encompass Smart Data.

• Now we are being asked to embrace and govern Smart Data.





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Data Governance Framework for Smart DataIntroduction

• Bob and Tony will cover:– An easy to understand definition of Smart Data– Why you should provide a framework to govern Smart Data– How Smart Data Governance sources differs from traditional Data Governance– How Smart Data can and will be used in the present and future– What it means to provide a Framework to govern Smart Data





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• Tony Sarris– Founder and principal of N2Semantics, a consultancy based in Orange County,

California, specializing in semantic technologies, AI and cognitive computing.

Data Governance Framework for Smart DataSpecial Guest





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Data Governance Framework for Smart DataDefinitions

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

Over the Management of Data and Data-Related Resources.

• Data Stewardship– Data Stewardship is the Formalization of Accountability

Over the Management of Data and Data-Related Resources.

• Non-Invasive Data Governance™– Describes how governance is applied to assure

non-threatening management of data assets.– The goal is to be

• Transparent• Supportive

• Collaborative.

•





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• What Is Smart Data? 1 of 2

– Smart Data does not equal Big Data• Big data is smart data in raw form

– Self-Describing thru Metadata• Some metadata is administrative; other provides meaning

– Gets Meaning from Context• Source, user, location, time, history, behavior, apps that create and use the

data, explicit data relationships, etc.






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• What Is Smart Data? 2 of 2

– Additional Meaning from Human Annotation or Patterns / Relationships• Patterns usually identified by statistical and other processing

(data analytics / machine learning)– May be Machine-Generated

• Through predictive analytics or cognitive computing logic plus feedbackand learning






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• What Is Smart Data Governance?– Big Data Governance & Smart Data Governance– Metadata Management & Metadata Governance– Data Definers Provided from Context– Data Producers Provide Additional Meaning– Data Producers Govern Machine-Generation






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• Semantic Search and Filtering (search by concept) • Intelligent Content Discovery (automated research, personalized news feeds) • Q&A (customer support, health advice) • Image / Object Identification (who, what, doing what) • Sentiment Analysis (product and brand perceptions) • Trend Analysis (product purchases, political issues) • Recommendations (products, movies, jobs) • Decision Support (loans, insurance, healthcare) • Simulations (chat bots, NPCs in games) • Predictions (elections, stocks, purchases)

Data Governance Framework for Smart DataSmart Data Applications





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• Customer Care: lots of data to search; good fit for NLP; learning is valuable • Healthcare: even more data; analytics-oriented; personalized health is hot • Education: personalization and learning / feedback are key features • Retail: good start in analytics, but issues with solutions & integration on

consumer side • Travel, Leisure & Entertainment: low hanging fruit is fun, but best is yet to come • Intelligent Virtual Personal Assistants and Bots: led my mobile devices,

primarily smart phones, but still early • Smart Home: at specialized sensor data level; gated by progress in IoT &

integration with other areas including retail, health & entertainment

Data Governance Framework for Smart DataMarkets for Smart Data Applications





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• Richer user profiles– Advanced demographic, psychometric, user behavioral and contextual data

raises even more privacy concerns

• Biases in data sets used to create / train models, in resulting models, and intarget data analyzed using models can produce misleading results

– Provenance of training sets, models and target data may not be transparent oreven known

– Biases may be hidden (but may come out in results)

• Facts vs stats & trends vs predictions• Machine-generated data

– Traceability back to supporting data and rationale

• What data to use where / for what?

Data Governance Framework for Smart DataOpportunity Areas for Smart Data

How will Data Governance assist organizations to address these opportunities?

What is the need for governance of these types of data?What must be included in a framework?





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• A Data Governance Framework includes– Best Practice Approach– Formalized Accountability– Roles & Responsibilities– Application to Process– Execution and Enforcement of Authority

Data Governance Framework for Smart DataData Governance Framework





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Data Governance Framework for Smart DataWrap Up

• This webinar covered –– An easy to understand definition of Smart Data– Why you should provide a framework to govern Smart Data– How Smart Data Governance sources differs from traditional Data Governance– How Smart Data can and will be used in the present and future– What it means to provide a Framework to govern Smart Data

• Next Real-World Data Governance Webinar – 2pm EST– June 16, 2016 – DIY and Purchased Data Governance Tools





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Data Governance Framework for Smart DataWrap Up





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

@RSeiner@TDAN_com#RWDG

Real-World Data GovernanceContact Information

rwdg webinar: a data governance framework for smart data

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