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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
1
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
#RWDG @RSeiner
Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
Real-World Data Governance
A Data Governance Framework
for Smart Data
with Special Guest – Tony Sarris, N2Semantics
Monthly Webinar Series Hosted by Dataversity
May 19, 2016 – 2:00 p.m. EST
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
22
#RWDG @RSeiner
• 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 Governance
Upcoming Webinars
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
33
#RWDG @RSeiner
• Non-Invasive Data Governance:
The Path of Least Resistance and Greatest Success
ISBN 9781935504856 / Technics Publishing / Amazon.com
• KIKConsulting.com
Home of Non-Invasive Data Governance™
• DATAVERSITY Events (with DEBTech International)
– Data Governance & Information Quality (DGIQ) Conference
June 27 – July 1, 2016 – San Diego, CA
Assess Your Existing DG Program – Tutorial
Data Governance, Privacy and Internet of Things – Session
Real-World Data Governance
Publish & Present
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
44
#RWDG @RSeiner
• 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 Sarris
Bots in a Smart Data World
Real-World Data Governance
Publish & Present
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
55
#RWDG @RSeiner
Data Governance Framework for Smart Data
Introduction
• 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 through
machine learning, through the semantic web and by taking advantage of
new 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.
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
66
#RWDG @RSeiner
Data Governance Framework for Smart Data
Introduction
• 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
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
77
#RWDG @RSeiner
• 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 Data
Special Guest
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
88
#RWDG @RSeiner
Data Governance Framework for Smart Data
Definitions
• 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.
•
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
99
#RWDG @RSeiner
• 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.
Data Governance Framework for Smart Data
Definitions
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1010
#RWDG @RSeiner
• 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 feedback
and learning
Data Governance Framework for Smart Data
Definitions
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1111
#RWDG @RSeiner
• 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
Data Governance Framework for Smart Data
Definitions
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1212
#RWDG @RSeiner
• 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 Data
Smart Data Applications
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1313
#RWDG @RSeiner
• 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 Data
Markets for Smart Data Applications
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1414
#RWDG @RSeiner
• 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 in
target data analyzed using models can produce misleading results
– Provenance of training sets, models and target data may not be transparent or
even 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 Data
Opportunity 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?
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1515
#RWDG @RSeiner
• 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 Data
Data Governance Framework
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1616
#RWDG @RSeiner
Data Governance Framework for Smart Data
Wrap 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
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1717
#RWDG @RSeiner
Data Governance Framework for Smart Data
Wrap Up
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
Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting
1818
#RWDG @RSeiner
• Robert S. Seiner
KIK Consulting & Educational Services – KIKconsulting.com
The Data Administration Newsletter – TDAN.com
Post Office Box 112571, Upper St. Clair, Pennsylvania 15241
412.220.9643, 412.220.9644 (Fax)
rseiner@kikconsulting.com
rseiner@tdan.com
@RSeiner
@TDAN_com
#RWDG
Real-World Data Governance
Contact Information

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RWDG Webinar: A Data Governance Framework for Smart Data

  • 1. 1 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 1 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting #RWDG @RSeiner Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com Real-World Data Governance A Data Governance Framework for Smart Data with Special Guest – Tony Sarris, N2Semantics Monthly Webinar Series Hosted by Dataversity May 19, 2016 – 2:00 p.m. EST
  • 2. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 22 #RWDG @RSeiner • 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 Governance Upcoming Webinars
  • 3. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 33 #RWDG @RSeiner • Non-Invasive Data Governance: The Path of Least Resistance and Greatest Success ISBN 9781935504856 / Technics Publishing / Amazon.com • KIKConsulting.com Home of Non-Invasive Data Governance™ • DATAVERSITY Events (with DEBTech International) – Data Governance & Information Quality (DGIQ) Conference June 27 – July 1, 2016 – San Diego, CA Assess Your Existing DG Program – Tutorial Data Governance, Privacy and Internet of Things – Session Real-World Data Governance Publish & Present
  • 4. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 44 #RWDG @RSeiner • 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 Sarris Bots in a Smart Data World Real-World Data Governance Publish & Present
  • 5. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 55 #RWDG @RSeiner Data Governance Framework for Smart Data Introduction • 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 through machine learning, through the semantic web and by taking advantage of new 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.
  • 6. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 66 #RWDG @RSeiner Data Governance Framework for Smart Data Introduction • 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
  • 7. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 77 #RWDG @RSeiner • 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 Data Special Guest
  • 8. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 88 #RWDG @RSeiner Data Governance Framework for Smart Data Definitions • 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. •
  • 9. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 99 #RWDG @RSeiner • 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. Data Governance Framework for Smart Data Definitions
  • 10. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1010 #RWDG @RSeiner • 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 feedback and learning Data Governance Framework for Smart Data Definitions
  • 11. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1111 #RWDG @RSeiner • 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 Data Governance Framework for Smart Data Definitions
  • 12. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1212 #RWDG @RSeiner • 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 Data Smart Data Applications
  • 13. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1313 #RWDG @RSeiner • 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 Data Markets for Smart Data Applications
  • 14. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1414 #RWDG @RSeiner • 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 in target data analyzed using models can produce misleading results – Provenance of training sets, models and target data may not be transparent or even 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 Data Opportunity 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?
  • 15. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1515 #RWDG @RSeiner • 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 Data Data Governance Framework
  • 16. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1616 #RWDG @RSeiner Data Governance Framework for Smart Data Wrap 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
  • 17. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1717 #RWDG @RSeiner Data Governance Framework for Smart Data Wrap Up
  • 18. 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 Copyright © 2016 Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com Non-Invasive Data Governance™ is a trademark of Robert S. Seiner & KIK Consulting 1818 #RWDG @RSeiner • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter – TDAN.com Post Office Box 112571, Upper St. Clair, Pennsylvania 15241 412.220.9643, 412.220.9644 (Fax) rseiner@kikconsulting.com rseiner@tdan.com @RSeiner @TDAN_com #RWDG Real-World Data Governance Contact Information