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Sustaining Success by Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
1st Annual Hadoop in Enterprise Architecture 
Summit – Karachi, Pakistan 
Integration and Governance in a Big Data World 
Presenter: 
Prof. Dr. Frank L. Harper, Jr., Ph.D., PMP, PIF, ITIL, CSSGB, CGEIT(c.) 
Author – A.G.I.L.E. L.E.A.D.E.R.S.H.I.P. with a G.R.I.P. 
Strategic Advisor & Consultant – Innovative Management Systems, Pvt. 
President and Chief Performance Officer Intelligent Systems Services, LLC.
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Assalamu Aleikom
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
• Introduction 
• Trip Down Memory Lane 
• Information (Data) Governance 
• Why Govern BIG DATA? 
– Data Lifecycle Management 
– Benefits of Information Integration Governance 
• Big Data, Trust, and Risk Assessment 
• Business Transformation, Information Integration and 
Governance 
• An Information Governance Process 
• Questions and Answers 
AGENDA
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
About Dr. Frank L. Harper, Jr., Ph.D., PMP®, PIF, ITIL, CSSGB, CGEIT (c.) 
• Current: President & Chief Performance Officer, Author, Speaker, Adjunct Associate 
Professor, Leadership Coach, Advisory Board Member 
• Professional Experience: 35+ Years 
• Professional Roles: CEO, Chief Information Officer, Deputy Chief Information Officer, 
Sr. Process Strategist/Manager - IT Governance, Business, Process Strategist, 
Process Excellence Director, Chief Program Management Officer, Global Practice 
Director, Sr. Project Manager, PMI OPM3 Team Leader, Chief Information Engineer, 
Software Architect, Enterprise Architect, Data Governance Architect, Lead Systems 
Analyst, Program Analyst-Engineer, Programmer/Analyst, 
• Competencies: Leadership Coaching, Strategic Management, Enterprise Architecture, 
Business Transformation, Governance [IT, Program, Project, Data], and Organizational 
Behavior 
• Author: IT and personal development courses, articles, and books on Organizational 
Leadership and Transformation 
• Researcher: Project Management Institute, Cambridge Corporate University 
• Education: PhD in Administration & Management [Organizational Leadership & 
Transformation], MBA in Marketing, MS in Industrial Engineering, BS in Computer 
Technology (Cum Laude) 
• MPAs: Family, Project Success Rate of 96%, Uplifting of 1000’s leaders
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Information (Data) and Integration Governance Programs 
• McDonald’s & Countrywide Funding (ensuring high quality Master Data 
while supporting clear roles and responsibility and controls, formalized 
Governance and Stewardship and support SOX-compliance as they realign 
data and processes to use Oracle, COBIT) 
• The Coca Cola Company, USAA, Warner Brothers (address legacy data 
integration and sourcing issues, standards, customer data, product data) 
• Merial Pharmaceutical (support Data Quality, focus on improvement of 
Key Master Data for Business Process Transformation project) 
• City of Atlanta (supporting Data Quality of Business Intelligence metrics 
for Balanced Scorecarding, enterprise process, enterprise decision-making) 
• 3M (supporting Data Quality for customer DW, enterprise process, 
enterprise decision-making) 
• Sterling Software/Knowledgeware (global competency expert in 
information management practice defining standards for enterprise 
encyclopedia management)
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Seven Roles of Highly Effective CIOs
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Seven Roles of Highly Effective CIOs 
 Role One - Utility Provider 
Oversee building and sustaining robust, reliable, and economical IT infrastructure 
services; direct addition of key utility services such as helpdesk and the 
deployment of communication, collaboration and productivity tools 
 Role Two - Information Steward 
Development of an enterprise architecture, standards, compliance, integrity and 
privacy information 
 Role Three - Educator 
Raise the awareness of business peers about strategic role and relevance of key 
information technologies and help them become more “savvy” in making strategic 
IT decisions 
 Role Four - Integrator 
Lead enterprise efforts to digitize and integrate processes, information and 
decision-support; oversees the implementation of crucial program management 
offices and portfolio management systems
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Seven Roles of Highly Effective CIOs 
 Role 5 - Relationship Architect 
Connect, Communicate, Coordinate, and Collaborate – Internally and Externally 
 Roles 6 - Strategist 
Actively serve as innovation catalyst and work with your business peers in 
discovering opportunities to leverage IT in innovative business models, customer 
relationship, and the pursuit of agility 
 Roles 7 - Leader 
Lead, design, and govern the IT organization ensuring that the IT organization has 
the right staff, works actively on developing human capital, and inspires IT 
professionals to contribute to the organization’s mission and achieve their full 
potential 
Source: Society of Information Management
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Information (Data) Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Defined as: The management of risk & compliance. 
“The overall methodology by which Information 
(Data) is directed, administered and controlled to 
ensure it is TRUSTED” 
GCoovmeprnliance 
Information (Data) Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Why Govern Big Data?
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Identity 
Manager 
Why Govern Big Data?: Your Data Life Cycle Management 
Firewall 
Network 
Applications 
Switch 
Load 
Balancer Portal 
SAP 
PSFT 
Siebel 
Web Services 
3rd Party 
applications 
End User 
Web 
Servers 
Databases 
Router 
Mainframe 
Database 
Black Box
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Why Govern Big Data?: Your Data Life Cycle Management 
Question! 
1. Do you know expiry data and 
aging policy? 
2. Do you know archive policy?
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Why Govern Big Data?: Your Data’s Lifecycle Management 
More Issues 
1. Retention problem 
2. Security, Monitor, Enforce 
3. Data Quality 
4. Data Integrity
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Why Govern Big Data?: Your Data’s Lifecycle Management 
Data Usage 
1. Big Data and MDM 
2. MDM and Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Why Govern Big Data?: Your Data’s Lifecycle Management 
Strategic Pitfalls: 
1. Research initiative 
2. New capabilities
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Enterprise (Universal) Commerce 
Source: Effective Leadership for Enterprise Commerce Management
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Big Data, Trust, and Risk 
Assessment
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Competing on Information and Analytics 
Business reason: Competitive advantage 
1. Trusted Information 
2. Risk assessment 
3. 2015 – 80% data uncertainty 
4. Information Integration Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Business Transformation 
Information Integration and 
Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Business Transformation and Information Integration & Governance 
Integration 
and 
Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
IT and Data Governance Relationship 
Corporate 
Governance 
IT 
Governance 
Data 
Governance 
IT DM Council 
Data 
Quality 
Data Quality 
Strategy 
Standards and 
Policies 
Data ………… 
Architecture 
Data Management 
Processes 
Governance 
Management
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Information (Data) Governance Focus Areas 
A single framework can help organize efforts. 
Information (Data) 
Governance Focus 
Area
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Believability 
Objectivity 
Ease of 
Manipulation 
Understandability 
Interpretability 
Consistent 
Representation 
Appropriate 
Amount 
Currency 
Completeness 
Relevancy 
Accuracy 
Trusted Information- Part 1 
Security / 
Accessibility 
Contextual 
Information 
Quality Criteria 
Intrinsic 
The extent to which information is 
regarded as true and credible 
The extent to which information is highly 
regarded in terms of its source or content 
The extent to which information is 
applicable and helpful for the task at hand 
The extent to which information is not 
missing and is of sufficient depth and 
breadth for the task at hand 
The extent to which information is 
sufficiently up to date for the task at hand 
The extent to which volume of 
information is appropriate for task at hand 
The extent to which information is 
presented in the same format 
The extent to which information is in 
appropriate languages/symbols, and clear 
The extent to which information is easily 
comprehended 
The extent to which information is easy to 
manipulate and apply to different tasks 
The extent to which information is correct 
and reliable 
The extent to which information is 
unbiased, unprejudiced and impartial 
The extent to which 
information is 
applicable to the task 
of the information use 
and is presented in 
an intelligible and 
clear manner, 
recognizing that 
information quality 
depends on the 
context of use 
The extent to which Reputation 
data values are in 
conformance with the 
actual or true values 
The extent to which 
information is available 
or obtainable
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Restricted 
Access 
Availability 
Ease of 
Manipulation 
Relevancy 
Accuracy 
Trusted Information- Part 2 
Security / 
Accessibility 
Contextual 
Intrinsic 
The extent to which information is highly 
regarded in terms of its source or content 
The extent to which information is 
applicable and helpful for the task at hand 
The extent to which information is easy to 
manipulate and apply to different tasks 
The extent to which information is 
available when required, or easily and 
quickly retrievable 
The extent to which access to information 
is restricted appropriately to authorized 
parties 
The extent to which information is correct 
and reliable 
The extent to which 
information is 
applicable to the task 
of the information use 
and is presented in 
an intelligible and 
clear manner, 
recognizing that 
information quality 
depends on the 
context of use 
The extent to which Reputation 
data values are in 
conformance with the 
actual or true values 
Information 
Quality Criteria 
The extent to which 
information is available 
or obtainable
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
An Information Governance 
Process
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
1. Establish Goals for Data Governance 
2. Engage Data Governance Stakeholders 
3. Align Data Governance Activities 
4. Exercise Data Governance through Key Activities 
5. Communicate Achievements 
Process of Governing Data
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
1. Establish Goals for Data Governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
2. Engage Governance Stakeholders
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
3. Align Data Governance Activities
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
4. Exercise Data Governance Through Key Activities
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Exercise Data Governance – Technical Platform 
Set of tools needed for enterprise data governance
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Exercise Data Governance – Technical Platform
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
The Logical Data Warehouse
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Summary of Presentation 
• Big Data must be governed 
• You can’t have quality analytics without quality 
data 
• Information integration and governance is a 
business strategy. 
• Implement governance technology to be 
successful
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
THANK YOU! 
‘Jazakum Allah Khayran’( ( ‘جَزَاكُمُ هاللَُّ خَيْرًا 
"May Allah reward you [in] goodness."
Sustaining Success By Achieving Excellence 
“Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 
Contact Information 
USA 
Email: info@intelligentsystemsservices.com 
Web: www.intelligentsystemsservices.com 
Skype: dr.frank.l.harper.jr 
Phone: 877-740-9634 
PAKISTAN 
Email: drfrank@innovative-management.org 
Web: www.innovative-management.org 
Skype:dr.frank.l.harper.jr 
Phone: +92 21 3588 3381-3 
SWITZERLAND 
Email: fharper@cambridgecu.ch 
Web: www.cambridgecu.ch 
Skype:dr.frank.l.harper.jr 
Phone: 877-740-9634

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Open-BDA Hadoop Summit 2014 - Prof. Dr. Frank L Harper Jr. (Integration & Governance in a Big Data World)

  • 1. Sustaining Success by Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 1st Annual Hadoop in Enterprise Architecture Summit – Karachi, Pakistan Integration and Governance in a Big Data World Presenter: Prof. Dr. Frank L. Harper, Jr., Ph.D., PMP, PIF, ITIL, CSSGB, CGEIT(c.) Author – A.G.I.L.E. L.E.A.D.E.R.S.H.I.P. with a G.R.I.P. Strategic Advisor & Consultant – Innovative Management Systems, Pvt. President and Chief Performance Officer Intelligent Systems Services, LLC.
  • 2. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Assalamu Aleikom
  • 3. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 • Introduction • Trip Down Memory Lane • Information (Data) Governance • Why Govern BIG DATA? – Data Lifecycle Management – Benefits of Information Integration Governance • Big Data, Trust, and Risk Assessment • Business Transformation, Information Integration and Governance • An Information Governance Process • Questions and Answers AGENDA
  • 4. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 About Dr. Frank L. Harper, Jr., Ph.D., PMP®, PIF, ITIL, CSSGB, CGEIT (c.) • Current: President & Chief Performance Officer, Author, Speaker, Adjunct Associate Professor, Leadership Coach, Advisory Board Member • Professional Experience: 35+ Years • Professional Roles: CEO, Chief Information Officer, Deputy Chief Information Officer, Sr. Process Strategist/Manager - IT Governance, Business, Process Strategist, Process Excellence Director, Chief Program Management Officer, Global Practice Director, Sr. Project Manager, PMI OPM3 Team Leader, Chief Information Engineer, Software Architect, Enterprise Architect, Data Governance Architect, Lead Systems Analyst, Program Analyst-Engineer, Programmer/Analyst, • Competencies: Leadership Coaching, Strategic Management, Enterprise Architecture, Business Transformation, Governance [IT, Program, Project, Data], and Organizational Behavior • Author: IT and personal development courses, articles, and books on Organizational Leadership and Transformation • Researcher: Project Management Institute, Cambridge Corporate University • Education: PhD in Administration & Management [Organizational Leadership & Transformation], MBA in Marketing, MS in Industrial Engineering, BS in Computer Technology (Cum Laude) • MPAs: Family, Project Success Rate of 96%, Uplifting of 1000’s leaders
  • 5. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Information (Data) and Integration Governance Programs • McDonald’s & Countrywide Funding (ensuring high quality Master Data while supporting clear roles and responsibility and controls, formalized Governance and Stewardship and support SOX-compliance as they realign data and processes to use Oracle, COBIT) • The Coca Cola Company, USAA, Warner Brothers (address legacy data integration and sourcing issues, standards, customer data, product data) • Merial Pharmaceutical (support Data Quality, focus on improvement of Key Master Data for Business Process Transformation project) • City of Atlanta (supporting Data Quality of Business Intelligence metrics for Balanced Scorecarding, enterprise process, enterprise decision-making) • 3M (supporting Data Quality for customer DW, enterprise process, enterprise decision-making) • Sterling Software/Knowledgeware (global competency expert in information management practice defining standards for enterprise encyclopedia management)
  • 6. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Seven Roles of Highly Effective CIOs
  • 7. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Seven Roles of Highly Effective CIOs  Role One - Utility Provider Oversee building and sustaining robust, reliable, and economical IT infrastructure services; direct addition of key utility services such as helpdesk and the deployment of communication, collaboration and productivity tools  Role Two - Information Steward Development of an enterprise architecture, standards, compliance, integrity and privacy information  Role Three - Educator Raise the awareness of business peers about strategic role and relevance of key information technologies and help them become more “savvy” in making strategic IT decisions  Role Four - Integrator Lead enterprise efforts to digitize and integrate processes, information and decision-support; oversees the implementation of crucial program management offices and portfolio management systems
  • 8. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Seven Roles of Highly Effective CIOs  Role 5 - Relationship Architect Connect, Communicate, Coordinate, and Collaborate – Internally and Externally  Roles 6 - Strategist Actively serve as innovation catalyst and work with your business peers in discovering opportunities to leverage IT in innovative business models, customer relationship, and the pursuit of agility  Roles 7 - Leader Lead, design, and govern the IT organization ensuring that the IT organization has the right staff, works actively on developing human capital, and inspires IT professionals to contribute to the organization’s mission and achieve their full potential Source: Society of Information Management
  • 9. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Information (Data) Governance
  • 10. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Defined as: The management of risk & compliance. “The overall methodology by which Information (Data) is directed, administered and controlled to ensure it is TRUSTED” GCoovmeprnliance Information (Data) Governance
  • 11. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Why Govern Big Data?
  • 12. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Identity Manager Why Govern Big Data?: Your Data Life Cycle Management Firewall Network Applications Switch Load Balancer Portal SAP PSFT Siebel Web Services 3rd Party applications End User Web Servers Databases Router Mainframe Database Black Box
  • 13. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Why Govern Big Data?: Your Data Life Cycle Management Question! 1. Do you know expiry data and aging policy? 2. Do you know archive policy?
  • 14. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Why Govern Big Data?: Your Data’s Lifecycle Management More Issues 1. Retention problem 2. Security, Monitor, Enforce 3. Data Quality 4. Data Integrity
  • 15. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Why Govern Big Data?: Your Data’s Lifecycle Management Data Usage 1. Big Data and MDM 2. MDM and Governance
  • 16. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Why Govern Big Data?: Your Data’s Lifecycle Management Strategic Pitfalls: 1. Research initiative 2. New capabilities
  • 17. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Enterprise (Universal) Commerce Source: Effective Leadership for Enterprise Commerce Management
  • 18. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Big Data, Trust, and Risk Assessment
  • 19. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Competing on Information and Analytics Business reason: Competitive advantage 1. Trusted Information 2. Risk assessment 3. 2015 – 80% data uncertainty 4. Information Integration Governance
  • 20. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Business Transformation Information Integration and Governance
  • 21. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Business Transformation and Information Integration & Governance Integration and Governance
  • 22. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 IT and Data Governance Relationship Corporate Governance IT Governance Data Governance IT DM Council Data Quality Data Quality Strategy Standards and Policies Data ………… Architecture Data Management Processes Governance Management
  • 23. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Information (Data) Governance Focus Areas A single framework can help organize efforts. Information (Data) Governance Focus Area
  • 24. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Believability Objectivity Ease of Manipulation Understandability Interpretability Consistent Representation Appropriate Amount Currency Completeness Relevancy Accuracy Trusted Information- Part 1 Security / Accessibility Contextual Information Quality Criteria Intrinsic The extent to which information is regarded as true and credible The extent to which information is highly regarded in terms of its source or content The extent to which information is applicable and helpful for the task at hand The extent to which information is not missing and is of sufficient depth and breadth for the task at hand The extent to which information is sufficiently up to date for the task at hand The extent to which volume of information is appropriate for task at hand The extent to which information is presented in the same format The extent to which information is in appropriate languages/symbols, and clear The extent to which information is easily comprehended The extent to which information is easy to manipulate and apply to different tasks The extent to which information is correct and reliable The extent to which information is unbiased, unprejudiced and impartial The extent to which information is applicable to the task of the information use and is presented in an intelligible and clear manner, recognizing that information quality depends on the context of use The extent to which Reputation data values are in conformance with the actual or true values The extent to which information is available or obtainable
  • 25. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Restricted Access Availability Ease of Manipulation Relevancy Accuracy Trusted Information- Part 2 Security / Accessibility Contextual Intrinsic The extent to which information is highly regarded in terms of its source or content The extent to which information is applicable and helpful for the task at hand The extent to which information is easy to manipulate and apply to different tasks The extent to which information is available when required, or easily and quickly retrievable The extent to which access to information is restricted appropriately to authorized parties The extent to which information is correct and reliable The extent to which information is applicable to the task of the information use and is presented in an intelligible and clear manner, recognizing that information quality depends on the context of use The extent to which Reputation data values are in conformance with the actual or true values Information Quality Criteria The extent to which information is available or obtainable
  • 26. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 An Information Governance Process
  • 27. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 1. Establish Goals for Data Governance 2. Engage Data Governance Stakeholders 3. Align Data Governance Activities 4. Exercise Data Governance through Key Activities 5. Communicate Achievements Process of Governing Data
  • 28. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 1. Establish Goals for Data Governance
  • 29. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 2. Engage Governance Stakeholders
  • 30. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 3. Align Data Governance Activities
  • 31. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 4. Exercise Data Governance Through Key Activities
  • 32. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Exercise Data Governance – Technical Platform Set of tools needed for enterprise data governance
  • 33. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Exercise Data Governance – Technical Platform
  • 34. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 The Logical Data Warehouse
  • 35. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Summary of Presentation • Big Data must be governed • You can’t have quality analytics without quality data • Information integration and governance is a business strategy. • Implement governance technology to be successful
  • 36. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 THANK YOU! ‘Jazakum Allah Khayran’( ( ‘جَزَاكُمُ هاللَُّ خَيْرًا "May Allah reward you [in] goodness."
  • 37. Sustaining Success By Achieving Excellence “Inspiring Leaders Globally Through Transformation” ©Copyright 2014 to 2016 Contact Information USA Email: info@intelligentsystemsservices.com Web: www.intelligentsystemsservices.com Skype: dr.frank.l.harper.jr Phone: 877-740-9634 PAKISTAN Email: drfrank@innovative-management.org Web: www.innovative-management.org Skype:dr.frank.l.harper.jr Phone: +92 21 3588 3381-3 SWITZERLAND Email: fharper@cambridgecu.ch Web: www.cambridgecu.ch Skype:dr.frank.l.harper.jr Phone: 877-740-9634