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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
Real	World	Data	Governance
Three	Approaches	to	Data	Stewardship
Monthly	Webinar	Series	Hosted	by	Dataversity
Robert	S.	Seiner	– KIK	Consulting	/	TDAN.com
January	19,	2017	– 2:00	p.m.	EST
Welcome to the 2017 RWDG Webinars
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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
• Real-World	Data	Governance	– Monthly	Webinar	Series
– February	16,	2017	– The	New	Non-Invasive	Data	Governance	Framework
– March	16,	2017	– Apply	Data	Governance	to	Agile	Efforts
– Monthly	on	the	Third	Thursday	at	2	pm	EST
– Register	On-Line	at	TDAN.com or	KIKConsulting.com or	DATAVERSITY.net
Real-World	Data	Governance
2017	Upcoming	Webinars
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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
• Non-Invasive Data Governance:
The Path of Least Resistance and Greatest Success
ISBN 9781935504856 / Technics Publishing / Amazon.com
Audio	Version	Now	Available
• KIKConsulting.com
Home of Non-Invasive Data Governance™
• Conferences and Events – DATAVERSITY Events
Enterprise Data Governance On-Line – NEXT WEEK!
Virtual Conference – January 25, 2017 – 11:00 am EST
Kick Off Session – Selecting the Right Approach to Data Governance
Enterprise Data World 2017
Atlanta, Georgia – April 2, 2017
Tutorial – Comparing Approaches to Data Governance
Real-World	Data	Governance
Current	Events
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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
• The Data Administration Newsletter (TDAN.com)
– New Content Twice a Month
– Articles, Columns, Features, Blogs
– Published by Bob Seiner
– Produced by DATAVERSITY
– Subscribe On-Line for Updates
• On-Line Learning Plan
– Non-Invasive Data Governance
– DATAVERSITY Training Center
– On-Line 7 Courses with Evaluation
– Produced by DATAVERSITY
Real-World	Data	Governance
Current	Events
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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
• There are different ways to connect people with data stewardship
responsibilities.
• You can assign people to be data stewards, identify people as data stewards
or recognize people as data stewards.
• These approaches vary in several ways.
• The approach you select and follow will heavily influence how data
governance results will be achieved.
Three	Approaches	to	Data	Stewardship
Abstract
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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
• This webinar will cover:
– Three Approaches to data stewardship
– Influence of each approach on program results
– Factors to assist in the selection of the approach to follow
– Obstacles to being successful with each approach
– Benefits of following each approach
Three	Approaches	to	Data	Stewardship
Abstract
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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
• 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.
Three	Approaches	to	Data	Stewardship
Definitions
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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
• Non-Invasive	Data	Governance™
– The	practice	of:
• applying	formal	accountability	&	behavior	
• through	non-invasive	roles	&	responsibilities
• to	existing	and	/	or	new	processes
• to	assure	that	the	definition,	production	&	usage	of	data
• assures	regulatory	compliance,	security,	privacy,	protection	&	quality.
– Non-Invasive	describes	how	governance	is	applied	to	assure
non-threatening	management	of	valuable	data	assets.
– The	goal	is	to	be
» Transparent
» Supportive
» Collaborative.
• Non-Invasive	Data	Governance™
– The	practice	of:
• applying	formal	accountability	&	behavior	
• through	non-invasive	roles	&	responsibilities
• to	existing	and	/	or	new	processes
• to	assure	that	the	definition,	production	&	usage of	data
• assures	regulatory	compliance,	security,	privacy,	protection	&	quality.
– Non-Invasive	describes	how	governance	is	applied	to	assure
non-threatening	management	of	valuable	data	assets.
– The	goal	is	to	be
» Transparent
» Supportive
» Collaborative.
Three	Approaches	to	Data	Stewardship
Definitions
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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
• A Data Steward can be anybody in the organization (business or technical) that
defines, produces, and/or uses data as part of their job if they are held formally
accountable for what they do with the data.
Three	Approaches	to	Data	Stewardship
What	is	a	Data	Steward?
• A Data Steward can be anybody in the organization (business or technical)
• that defines, produces, and/or uses data as part of their job
• if they are held formally accountable for what they do with the data.
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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
• A Data Steward is a person that defines, produces or uses data as part of their
job and has a defined level of accountability for assuring quality in the
definition, production or usage of that data.
Three	Approaches	to	Data	Stewardship
Who	is	Data	Steward?
• A Data Steward is a person that defines, produces, uses data as part of their job
• that has a defined level of accountability for assuring quality
• in the definition, production or usage of that data.
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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
• Three Distinct Approaches to Determine – Who Are Your Data Stewards:
1. Command and Control Approach
2. Traditional Approach
3. Non-Invasive Approach
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Three Distinct Approaches to Determine – Who Are Your Data Stewards:
1. Command and Control Approach – Assign People as Data Stewards
2. Traditional Approach
3. Non-Invasive Approach
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Three Distinct Approaches to Determine – Who Are Your Data Stewards:
1. Command and Control Approach – Assign People as Data Stewards
2. Traditional Approach – Identify People as Data Stewards
3. Non-Invasive Approach
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Three Distinct Approaches to Determine – Who Are Your Data Stewards:
1. Command and Control Approach – Assign People as Data Stewards
2. Traditional Approach – Identify People as Data Stewards
3. Non-Invasive Approach – Recognize People as Data Stewards
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Command and Control Approach
– Assign people to be Data Stewards
– Typical assignments are as Data Owners
– Select Number of People
– Told “You will do this.”
– Most invasive approach to stewardship.
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Questions about the Command and Control Approach
– How will people accept being assigned as Data Stewards?
– How will you define the role of the Data Owner?
– Will we cover the entire organization with a select number of people?
– How will people respond to being told “You will do this”?
– Do we consider this approach to be “over and above”?
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Traditional Approach
– Identify people to be Data Stewards
– Typical stewards are identified as Data Owners
– Still a Select Number of People
– Told “You need to do this.”
– Less invasive approach to stewardship / still invasive.
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Questions about the Traditional Approach
– How will people accept being identified as Data Stewards?
– How will you define the role of the Data Owner?
– Will we cover the entire organization with a select number of people?
– How will people respond to being told “You need to do this”?
– Is this approach still “over and above”?
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Non-Invasive Approach
– Recognize people to be Data Stewards
– Typical stewards are recognized by their relationship to data.
– Everybody is a Data Steward / Complete Organizational Coverage
– Told “You are already doing this.”
– Least invasive approach to stewardship / non-invasive.
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Questions about the Non-Invasive Approach
– How will people accept being recognized as Data Stewards?
– How will you define the role of the Steward, Domain Steward?
– Will we cover the entire organization by following this approach?
– How will people respond to being told “You are already doing this”?
– Is this approach suited to fit the culture of your organization?
Three	Approaches	to	Data	Stewardship
Approaches
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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
• Command and Control Approach to Stewardship
– Level of Mandate Required for this Approach to Data Stewardship
– Data Governance is Not Optional / Rule with “Iron Fist”
– People Behave in the Desired Manner
– Authority to be the Implementer of this Approach to Data Stewardship
• Impact on your ability to sell, communicate, enforce … Data Stewardship.
Three	Approaches	to	Data	Stewardship
Influence of	Approach	on	Results
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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
• Traditional Approach to Stewardship
– Level of Mandate Required for this Approach to Data Stewardship
– Data Governance is Something We Should All Do
– People Behave in the Desired Manner
– Authority to be the Implementer of this Approach to Data Stewardship
• Impact on your ability to sell, communicate, enforce … Data Stewardship.
Three	Approaches	to	Data	Stewardship
Influence of	Approach	on	Results
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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
• Non-Invasive Approach to Stewardship
– Level of Mandate Required for this Approach to Data Stewardship
– Data Governance is Something That is Matter-of-Fact
– People Behave in the Desired Manner
– Authority to be the Implementer of this Approach to Data Stewardship
• Impact on your ability to sell, communicate, enforce … Data Stewardship.
Three	Approaches	to	Data	Stewardship
Influence	of	Approach	on	Results
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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
• Impact the approach will have on your ability to …
– Develop …
– Sell …
– Communicate …
– Influence …
– Enforce …
… the Data Stewardship Program.
Three	Approaches	to	Data	Stewardship
Influence of	Approach	on	Results
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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
• Data Governance Framework Core Components
• Factors to Compare Approaches to Stewardship
– Roles (Authority)
– Processes
– Communications
– Metrics
– Tools
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
Three	Approaches	to	Data	Stewardship
Factors	in	Selection	of	the	Approach	to	Follow
FACTORS	
APPROACHES
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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
• Roles (Authority)
– Command-and-Control Approach
• People are assigned new roles
• People are given new levels of authority
– Traditional Approach
• People are told they also have a new role
• People are given new levels of authority
– Non-Invasive Approach
• People are recognized for their relationship to the data
• People levels of authority are formalized
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
• Processes
– Command-and-Control Approach
• New Processes
• All Processes will be Governed
– Traditional Approach
• Single Data Stewardship Process
• The Data Stewardship Process
– Non-Invasive Approach
• Stewardship Applied to Process
• Appropriate Processes are Governed
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
• Communications
– Command-and-Control Approach
• Stewardship is Mandatory
• You will do this.
– Traditional Approach
• Stewardship is Important
• You should do this.
– Non-Invasive Approach
• Stewardship based on Data Relations.
• You already do this.
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
• Metrics
– Command-and-Control Approach
• Measure Value of Stewarding Data
• Terms of ROI
– Traditional Approach
• Measure Data Itself
• Terms of Data Discipline
– Non-Invasive Approach
• Measure Advancements
• Terms of Awareness / Following Rules
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
• Tools
– Command-and-Control Approach
• Purchase Tool First
• Tool a Large Part of Solution
– Traditional Approach
• Leverage Existing Tools First
• Tool Drives the Solution
– Non-Invasive Approach
• Leverage and Build Toolkit
• Tool Enables Solution
Three	Approaches	to	Data	Stewardship
Factors in	Selection	of	the	Approach	to	Follow
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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
• What can prevent the Command-and-Control approach from being successful?
– Leadership does not support, sponsor and understand
– People push back when told what to do
– People need to make time to be a Data Steward
– People evaluated on how well they steward data
– People don’t listen to the Data Governance Team
Three	Approaches	to	Data	Stewardship
Obstacles to	Success	with	Each	Approach
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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
• What can prevent the Traditional approach from being successful?
– Leadership supports and sponsors but doesn’t truly understand
– People follow the approach if they see that there is value in it for them
– People make time to be a Data Steward if their Management agrees
– Only specific people evaluated on how well they steward data
– People just go-along with the Data Governance Team
Three	Approaches	to	Data	Stewardship
Obstacles to	Success	with	Each	Approach
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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
• What can prevent the Non-Invasive approach from being successful?
– People have called it a “Do-Nothing” Approach
– More like a “Do-Everything” and “Do-Everybody” Approach
– The incremental nature of the roll out
– Added complexity of addressing everybody in the organization
– Senior Leadership do not understand the approach to Stewardship
Three	Approaches	to	Data	Stewardship
Obstacles to	Success	with	Each	Approach
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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
• Command-and-Control Approach to Data Governance
– Very Authoritative
– People have to follow the approach.
– Strictly a Top Down Approach
– All About Control of the Data
Three	Approaches	to	Data	Stewardship
Benefits of	Each	Approach
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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
• Traditional Approach to Data Stewardship
– Program is Well Defined and Sold to Management
– Council is Set Up to Provide Strategic Directive
– Roles are Clearly Defined
– People Respond Based on the Value They Receive
Three	Approaches	to	Data	Stewardship
Benefits of	Each	Approach
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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
• Non-Invasive Approach to Data Stewardship
– Less Reason for Stewards to Push Back
– Hard for Leadership to Reject
– Stewardship Based on Relationships to Data
– Complete Coverage Across Organization
– Changes Peoples View of How Data Governance Can Be Applied
Three	Approaches	to	Data	Stewardship
Benefits	of	Each	Approach
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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
• This webinar covered:
– Three Approaches to data stewardship
– Influence of each approach on program results
– Factors to assist in the selection of the approach to follow
– Obstacles to being successful with each approach
– Benefits of following each approach
Three	Approaches	to	Data	Stewardship
Summary
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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
• Real-World	Data	Governance	– Monthly	Webinar	Series
– February	16,	2017	– The	New	Non-Invasive	Data	Governance	Framework
– March	16,	2017	– Apply	Data	Governance	to	Agile	Efforts
• Questions	and	Answers
Real-World	Data	Governance
Contact	Information
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40
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
Post	Office	Box	112571,	Upper	St.	Clair,	Pennsylvania	15241
412.220.9643,	412.220.9644	(Fax)
rseiner@kikconsulting.com
rseiner@tdan.com
@RSeiner		#RWDG
Real-World	Data	Governance
Contact	Information

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