ASUG Philadelphia Chapter Meeting Presentation by Matthew Vandevere - DATUM
1. How Johnson Controls Mobilized Their Data Governance Program for Big Data & MDG on HANA Matthew Vandevere – DATUM
2. Organizations struggle to balance ERP roll-outs with Data Governance initiatives, but there is a way to integrate deployment activities to achieve maximum value by: establishing a vision for MDG on HANA with proven strategies and tactics for deployment taking advantage of MDG on HANA to drive value in advance of ERP deployment Utilizing platform capabilities to accelerate ERP Implementations LEARNING POINTS
3. About Johnson Controls Today, there are nearly 170,000 employees and many business partners in the Johnson Controls’ family delivering products and services wherever their customers live, work and travel.
4. JCI’s Evolving Strategies Deliberate and explicit choices Company choices v. business unit-only choices Play to win in the markets they choose Data-driven v. supported anecdotes What does JCI want to be?
5. Quick Facts about DATUM • Fast-Growth Solutions Company Recognized by • Recognized by SmartCEO Magazine as a Future 50 rising star • Named Leader in Data Governance 2.0 by Forrester - February 2015 • 70% of ASUG Data Governance 2014 SIG Annual Meeting “Success Stories” are users of our Solutions DATUM Customers
6. The ERP Program Challenge for Data GovernanceInformationTrustworthiness Time ERP Data Readiness Mobilization Point Organization Data Gov. Policy Recognition of Lost ROI The Scramble How Could That Be? We Own It Let’s Start with Data! Migration Degradation Reliability Team Work RISK REDUCTION VALUE CREATION Mobilize Earlier! Typical ERP program activities are inherently designed to focus on the critical data governance requirements until AFTER Go- Live
7. Prioritizing what is Governed Strategic Insights Information Data KPI’s / Measures The foundation of the governance program is set based on the ERP program, but will expand based on the data and information that is most important to the business (processes and analytics)
8. Governance Model Evolution Governance Model Standards and Business Rules drive design and build activities and are identified and evaluated as part of Unity Program Governance Model will be formalized as part of the Unity Program during DD (e.g. BPD’s, Build, Testing, ..) focused on SAP (Unity); reviewing and approving standards & rules Governance Roster largely represented by Unity Program Team (business representatives) Data Standard and Business Rule Ownership (business ownership) still transitional Targeted external communication of proposed standards and business rules Project Mode (Design, Build, Test, Deploy) Standards and Business Rules approved and managed as part of the deployed system Governance Model implemented to support deployed sites, pending deployments (and targeted legacy sites) – SAP and non-SAP focus Standards and Business Rules driving Unity benefits (
5 Steps to Prepare for Digital TransformationDATUM LLC
Download full white paper: http://info.datumstrategy.com/prepare-for-digital-transformation
- Determine and Measure Digital Transformation Readiness
- Build a Digital Core by Establishing a Simple & Scalable Data Governance Framework for Digital Transformation
- Deploy Change Management to Ensure Success
- Leverage Your Tools
- Avoid Common Points of Failure
3 Essential Steps to Deliver Information Governance Success Through Strategy ...DATUM LLC
*This presentation was originally delivered at Data Governance and Information Quality Summit 2016.
One consistent best practice for success from digital leaders is to have an information strategy that directly maps to business capabilities and goals. Learn the 3 essential steps for creating that strategy and establishing information leadership. Information success is less about managing and more about leading
How to Build & Sustain a Data Governance Operating Model DATUM LLC
Learn how to execute a data governance strategy through creation of a successful business case and operating model.
Originally presented to an audience of 400+ at the Master Data Management & Data Governance Summit.
Visit www.datumstrategy.com for more!
Some hilarious examples of how a lack of standards and policies can lead to data entry errors. An analogy for Information Management in businesses.
Learn how a Data Governance software platform can help with this:
http://www.datumstrategy.com/data-governance-software-ivm
The Data Management challenges each organization faces are unique in their priority and severity. Therefore the structure and composition of a Data Organization is one of the major success factors for establishing a successful and sustainable data program. In this presentation, we will review the developmental stages of a data organization, the models and the choices for establishing the right structure to the organization in addition to the process for selecting the team members that will produce high-performance business results.
Designed to address more mature programs, this tutorial covers the issues and approaches to sustaining Data Governance and value creation over time, amongst a changing business and personnel environment.
Part of the reason many companies launch a Data Governance program again and again is that over time, it is challenging to maintain the enthusiasm and excitement that accompanies a newly initiated program.
Learn about:
• Typical obstacles to sustainable Data Governance
• Re-energizing your program after a key player (or two) leave and other personnel challenges
• Staying relevant to the company as the business evolves over time
• Understanding the role of metrics and why they are critical
• Leveraging Communication and Stakeholder Management practices to maintain commitment
• Embedding Data Governance into the operations of the company
Data Leadership: How to Beat the Odds in 2016Robyn Bollhorst
Leading analyst firms often cite the success rate of data projects at less than 50%. The problem requires a human solution, not a technical one. Strong leadership at every level is the key to beating the odds. In this session, First Sergeant Matt Eversmann (ret.), recipient of the Bronze Star Medal, memorialized in the epic film Black Hawk Down, and the co-author of The Battle of Mogadishu, will discuss the challenge of leading a team that aligns the needs of the business & their IT counterparts. Critical skills like “leading from the middle” and the value of leadership and followership are outlined to create a lasting atmosphere of success in cross-functional data governance teams.
5 Steps to Prepare for Digital TransformationDATUM LLC
Download full white paper: http://info.datumstrategy.com/prepare-for-digital-transformation
- Determine and Measure Digital Transformation Readiness
- Build a Digital Core by Establishing a Simple & Scalable Data Governance Framework for Digital Transformation
- Deploy Change Management to Ensure Success
- Leverage Your Tools
- Avoid Common Points of Failure
3 Essential Steps to Deliver Information Governance Success Through Strategy ...DATUM LLC
*This presentation was originally delivered at Data Governance and Information Quality Summit 2016.
One consistent best practice for success from digital leaders is to have an information strategy that directly maps to business capabilities and goals. Learn the 3 essential steps for creating that strategy and establishing information leadership. Information success is less about managing and more about leading
How to Build & Sustain a Data Governance Operating Model DATUM LLC
Learn how to execute a data governance strategy through creation of a successful business case and operating model.
Originally presented to an audience of 400+ at the Master Data Management & Data Governance Summit.
Visit www.datumstrategy.com for more!
Some hilarious examples of how a lack of standards and policies can lead to data entry errors. An analogy for Information Management in businesses.
Learn how a Data Governance software platform can help with this:
http://www.datumstrategy.com/data-governance-software-ivm
The Data Management challenges each organization faces are unique in their priority and severity. Therefore the structure and composition of a Data Organization is one of the major success factors for establishing a successful and sustainable data program. In this presentation, we will review the developmental stages of a data organization, the models and the choices for establishing the right structure to the organization in addition to the process for selecting the team members that will produce high-performance business results.
Designed to address more mature programs, this tutorial covers the issues and approaches to sustaining Data Governance and value creation over time, amongst a changing business and personnel environment.
Part of the reason many companies launch a Data Governance program again and again is that over time, it is challenging to maintain the enthusiasm and excitement that accompanies a newly initiated program.
Learn about:
• Typical obstacles to sustainable Data Governance
• Re-energizing your program after a key player (or two) leave and other personnel challenges
• Staying relevant to the company as the business evolves over time
• Understanding the role of metrics and why they are critical
• Leveraging Communication and Stakeholder Management practices to maintain commitment
• Embedding Data Governance into the operations of the company
Data Leadership: How to Beat the Odds in 2016Robyn Bollhorst
Leading analyst firms often cite the success rate of data projects at less than 50%. The problem requires a human solution, not a technical one. Strong leadership at every level is the key to beating the odds. In this session, First Sergeant Matt Eversmann (ret.), recipient of the Bronze Star Medal, memorialized in the epic film Black Hawk Down, and the co-author of The Battle of Mogadishu, will discuss the challenge of leading a team that aligns the needs of the business & their IT counterparts. Critical skills like “leading from the middle” and the value of leadership and followership are outlined to create a lasting atmosphere of success in cross-functional data governance teams.
Designing a Successful Governed Citizen Data Science StrategyDATAVERSITY
To compete in today’s digital economy, enterprises require new ways to expand AI across their entire organization. Nearly all firms want to do more with data science, but they don't know where to begin or how to properly empower citizen data scientists to avoid common AI gone wrong accidents.
In this session, we will discuss how to approach your journey into citizen data science with existing analytics talent. Proven best practices and lessons learned from successful early adopters of augmented data science will be shared. We will walk through example initiative roadmaps, recommended staffing, upskilling, mentoring and ongoing governance.
Real-World DG Webinar: A Data Governance Framework for Success DATAVERSITY
A Data Governance Framework must include best practices, a practical set of roles & responsibilities for Data Governance built specifically for your organization, a plan for communicating with the entire organization and an action plan for applying governance in effective and measurable ways.
Join Bob Seiner for this Real-World Data Governance webinar as he discusses how to stay practical and work within the culture of your organization to develop and deliver a Data Governance Framework to meet your specifications and the business’ expectations.
This session will focus on:
Defining a Non-Invasive Operating Model of Roles & Responsibilities
Clearly Stating the Difference between Executive, Strategic, Tactical, Operational & Supporting Roles
Defining Data Stewards, Data Stewardship and How to Steward the Data
Recognizing & Identifying People into Roles Rather than Handing them to People as New Responsibilities
Leveraging the Framework to Implement a Successful Data Governance Program
How to Strengthen Enterprise Data Governance with Data QualityDATAVERSITY
If your organization is in a highly-regulated industry – or relies on data for competitive advantage – data governance is undoubtedly a top priority. Whether you’re focused on “defensive” data governance (supporting regulatory compliance and risk management) or “offensive” data governance (extracting the maximum value from your data assets, and minimizing the cost of bad data), data quality plays a critical role in ensuring success.
Join our webinar to learn how enterprise data quality drives stronger data governance, including:
The overlaps between data governance and data quality
The “data” dependencies of data governance – and how data quality addresses them
Key considerations for deploying data quality for data governance
Most Common Data Governance Challenges in the Digital EconomyRobyn Bollhorst
Todays’ increasing emphasis on differentiation in the digital economy further complicates the data governance challenge. Learn about today’s common challenges and about the new adaptations that are required to support the digital era. Avoid the pitfalls and follow along on Johnson & Johnson’s journey to:
- Establish and scale a best in class enterprise data governance program
- Identify and focus on the most critical data and information to bolster incremental wins and garner executive support
- Ensure readiness for automation with SAP MDG on HANA
Join CCG for our Data Governance (DG) Workshop where CCG will introduce their Data Governance methodology and framework that enables organizations to assess DG faster, deriving actionable insights that can be quickly implemented with minimal disruption. CCG will also discuss how Microsoft Azure Solutions can be leveraged to build a strong foundation for governed data insights.
Multi-Tenancy in Data Lakes are on the rise. When looking at multi-tenancy from the lens of data governance, a lot is changing the landscape, and the way we have been operating with respect to the governance model probably needs a rethink. It is time to think of Governance and its various entities as a first-class citizen in data architecture and bake it as part of the platform. We will look at the various aspects of governance, extending to accommodate the growing compliance and regulatory requirements and suggestive architectural approaches to realize the same.
Building an Effective Data Management StrategyHarley Capewell
In June 2013, Experian hosted a Data
Management Summit in London, with over
100 delegates from the public, private and
third sectors. Speakers from Experian
and across the data industry explored the
challenges of developing and implementing
data quality strategies - and how to
overcome them. Read on for more information.
Data Privacy in the DMBOK - No Need to Reinvent the WheelDATAVERSITY
World wide, Data Privacy laws are increasing. Customers are increasingly aware, and concerned, about how data is processed. The Chief Privacy Officer is (or should be) a key stakeholder for many Data Governance initiatives, and new terms like “Privacy by Design” and “Privacy Engineering” are entering our conversations with peers. Non-EU organizations selling into the EU will soon have to comply with EU Data Privacy laws. However, data professionals who take a structured, principles based approach, to building their Data Privacy capabilities stand a better chance of sustainable success than those who don’t. Rather than reinventing the wheel, organizations should look at how the DMBOK framework, in conjunction with other approaches and methods, can provide a robust platform for Data Privacy initiatives in their organizations.
Data Governance Roles as the Backbone of Your ProgramDATAVERSITY
The method you follow to form your Data Governance roles and responsibilities will impact the success of your program. There are industry-standard roles that require adjustment to fit the culture of your organization when getting started, gaining acceptance, and demonstrating sustained value. Roles are the backbone of a productive Data Governance program.
Bob Seiner will share his updated operating model of roles and responsibilities in this topical RWDG webinar. The model Bob uses is meant to overlay your present organizational structure rather than requiring you to try and plug your organization into someone else’s model. This webinar will provide everything you need to know about Data Governance roles.
Bob will address the following in this webinar:
• An operating model of Data Governance roles and responsibilities
• How to customize the model to mimic your existing structure
• The meaning behind the oft-used “roles pyramid”
• Detailed responsibilities at each level of the organization
• Using the model to influence Data Governance acceptance
How to Implement Data Governance Best PracticeDATAVERSITY
Data Governance Best Practice is defined as basis and guidelines for suggested governing activities. Organizations define best practices to be used as a point of comparison when determining their readiness, willingness and actions necessary to put a Data Governance program in place. But what are the best practices and how can they be implemented? This webinar will address these questions and more.
In this RWDG webinar, Bob Seiner will talk about how to create, validate, assess and implement Data Governance Best Practice with immediate impact on present and future Data Governance activities. The result of a Best Practice assessment is a thorough actionable plan focused on demonstrating value from your Data Governance program.This webinar will cover:
• Two Criteria for Data Governance Best Practice Development
• How to Assess against Best Practice to Build Program Success
• Examples of Industry Selected DG Best Practice
• How to Communicate DG Best Practice in a Non-Threatening Way
• How to Build DG Best Practice into Daily Operations
Enterprise Capacity Optimization - Capacity Management Over EverythingTeamQuest Corporation
Traditional performance analysis and capacity planning encompassed deep-dive, technology domain-specific metrics, tools and skillsets; limiting feasibility to only the largest, most critical enterprise resources. Optimizing today’s complex and dynamic environments with almost all resources dynamic and virtualized or cloud-based - requires a new process. Discover a flexible, automated and business service-aligned process. View real-world examples of businesses optimizing enterprise capacity by marrying existing technology, business, service, asset, financial, power and other metrics. This presentation was delivered at the Gartner IT Infrastructure & Operations Management Summit.
Lower Cost and Complexity with Azure and StorSimple Hybrid Cloud SolutionsPerficient, Inc.
Organizations today are being forced to do more with less, and the demand for scalable, reliable and secure cloud-based infrastructure and platform services is on the rise. The cloud is here to stay, and for good reason.
StorSimple is a cloud-integrated storage (CiS) product that allows you to store commonly used data on premises and put more infrequently accessed data in Azure. With a hybrid storage appliance, you can seamlessly use Azure storage without worrying about what's on premises and what's in the cloud.
In this webinar, we provided an overview of Azure's technical storage capabilities, and showed how a hybrid storage appliance like StorSimple can supply your organization with massive amounts of capacity and added functionality, all while providing disaster recovery and reducing costs by up to 50%.
Real-World Data Governance: Agile Data Governance - The Truth Be ToldDATAVERSITY
The concepts of Agile Software Development have been applied in many ways in many organizations with differing levels of success. We should not be surprised that Agile is being used in terms of Data Governance. This application calls into question some of the key concepts of being Agile and Governing Data that are well worth discussing.
Join Bob Seiner and a Special Guest in this installment of the Real-World Data Governance webinar series to explore the idea of staying Agile in our Data Governance efforts and how to Govern Agile efforts. The subject of Agile always seems to spark interest from skeptics and believers alike. All viewpoints will be considered.
This session will cover:
The Agile Manifesto
The value of staying Agile
What is meant by Agile Data Governance
Applying Governance to Agile efforts
Comparison with Other Methods of Governance
In this PPT, We describing the important things about Data Management and Data Governance. The data governance approach provides the right practices and processes that help an enterprise manage its data flows.
GDPR: Is Your Organization Ready for the General Data Protection Regulation?DATUM LLC
The new European GDPR privacy regulations will significantly impact data governance for multinational companies worldwide. This presentation introduces GDPR, its implications, and a six step process for compliance. In May of 2018 the European Union’s General Data Protection Regulation (GDPR) will go into effect and the fines associated with non-compliance are significant with as much as 4% of global sales.
Designing a Successful Governed Citizen Data Science StrategyDATAVERSITY
To compete in today’s digital economy, enterprises require new ways to expand AI across their entire organization. Nearly all firms want to do more with data science, but they don't know where to begin or how to properly empower citizen data scientists to avoid common AI gone wrong accidents.
In this session, we will discuss how to approach your journey into citizen data science with existing analytics talent. Proven best practices and lessons learned from successful early adopters of augmented data science will be shared. We will walk through example initiative roadmaps, recommended staffing, upskilling, mentoring and ongoing governance.
Real-World DG Webinar: A Data Governance Framework for Success DATAVERSITY
A Data Governance Framework must include best practices, a practical set of roles & responsibilities for Data Governance built specifically for your organization, a plan for communicating with the entire organization and an action plan for applying governance in effective and measurable ways.
Join Bob Seiner for this Real-World Data Governance webinar as he discusses how to stay practical and work within the culture of your organization to develop and deliver a Data Governance Framework to meet your specifications and the business’ expectations.
This session will focus on:
Defining a Non-Invasive Operating Model of Roles & Responsibilities
Clearly Stating the Difference between Executive, Strategic, Tactical, Operational & Supporting Roles
Defining Data Stewards, Data Stewardship and How to Steward the Data
Recognizing & Identifying People into Roles Rather than Handing them to People as New Responsibilities
Leveraging the Framework to Implement a Successful Data Governance Program
How to Strengthen Enterprise Data Governance with Data QualityDATAVERSITY
If your organization is in a highly-regulated industry – or relies on data for competitive advantage – data governance is undoubtedly a top priority. Whether you’re focused on “defensive” data governance (supporting regulatory compliance and risk management) or “offensive” data governance (extracting the maximum value from your data assets, and minimizing the cost of bad data), data quality plays a critical role in ensuring success.
Join our webinar to learn how enterprise data quality drives stronger data governance, including:
The overlaps between data governance and data quality
The “data” dependencies of data governance – and how data quality addresses them
Key considerations for deploying data quality for data governance
Most Common Data Governance Challenges in the Digital EconomyRobyn Bollhorst
Todays’ increasing emphasis on differentiation in the digital economy further complicates the data governance challenge. Learn about today’s common challenges and about the new adaptations that are required to support the digital era. Avoid the pitfalls and follow along on Johnson & Johnson’s journey to:
- Establish and scale a best in class enterprise data governance program
- Identify and focus on the most critical data and information to bolster incremental wins and garner executive support
- Ensure readiness for automation with SAP MDG on HANA
Join CCG for our Data Governance (DG) Workshop where CCG will introduce their Data Governance methodology and framework that enables organizations to assess DG faster, deriving actionable insights that can be quickly implemented with minimal disruption. CCG will also discuss how Microsoft Azure Solutions can be leveraged to build a strong foundation for governed data insights.
Multi-Tenancy in Data Lakes are on the rise. When looking at multi-tenancy from the lens of data governance, a lot is changing the landscape, and the way we have been operating with respect to the governance model probably needs a rethink. It is time to think of Governance and its various entities as a first-class citizen in data architecture and bake it as part of the platform. We will look at the various aspects of governance, extending to accommodate the growing compliance and regulatory requirements and suggestive architectural approaches to realize the same.
Building an Effective Data Management StrategyHarley Capewell
In June 2013, Experian hosted a Data
Management Summit in London, with over
100 delegates from the public, private and
third sectors. Speakers from Experian
and across the data industry explored the
challenges of developing and implementing
data quality strategies - and how to
overcome them. Read on for more information.
Data Privacy in the DMBOK - No Need to Reinvent the WheelDATAVERSITY
World wide, Data Privacy laws are increasing. Customers are increasingly aware, and concerned, about how data is processed. The Chief Privacy Officer is (or should be) a key stakeholder for many Data Governance initiatives, and new terms like “Privacy by Design” and “Privacy Engineering” are entering our conversations with peers. Non-EU organizations selling into the EU will soon have to comply with EU Data Privacy laws. However, data professionals who take a structured, principles based approach, to building their Data Privacy capabilities stand a better chance of sustainable success than those who don’t. Rather than reinventing the wheel, organizations should look at how the DMBOK framework, in conjunction with other approaches and methods, can provide a robust platform for Data Privacy initiatives in their organizations.
Data Governance Roles as the Backbone of Your ProgramDATAVERSITY
The method you follow to form your Data Governance roles and responsibilities will impact the success of your program. There are industry-standard roles that require adjustment to fit the culture of your organization when getting started, gaining acceptance, and demonstrating sustained value. Roles are the backbone of a productive Data Governance program.
Bob Seiner will share his updated operating model of roles and responsibilities in this topical RWDG webinar. The model Bob uses is meant to overlay your present organizational structure rather than requiring you to try and plug your organization into someone else’s model. This webinar will provide everything you need to know about Data Governance roles.
Bob will address the following in this webinar:
• An operating model of Data Governance roles and responsibilities
• How to customize the model to mimic your existing structure
• The meaning behind the oft-used “roles pyramid”
• Detailed responsibilities at each level of the organization
• Using the model to influence Data Governance acceptance
How to Implement Data Governance Best PracticeDATAVERSITY
Data Governance Best Practice is defined as basis and guidelines for suggested governing activities. Organizations define best practices to be used as a point of comparison when determining their readiness, willingness and actions necessary to put a Data Governance program in place. But what are the best practices and how can they be implemented? This webinar will address these questions and more.
In this RWDG webinar, Bob Seiner will talk about how to create, validate, assess and implement Data Governance Best Practice with immediate impact on present and future Data Governance activities. The result of a Best Practice assessment is a thorough actionable plan focused on demonstrating value from your Data Governance program.This webinar will cover:
• Two Criteria for Data Governance Best Practice Development
• How to Assess against Best Practice to Build Program Success
• Examples of Industry Selected DG Best Practice
• How to Communicate DG Best Practice in a Non-Threatening Way
• How to Build DG Best Practice into Daily Operations
Enterprise Capacity Optimization - Capacity Management Over EverythingTeamQuest Corporation
Traditional performance analysis and capacity planning encompassed deep-dive, technology domain-specific metrics, tools and skillsets; limiting feasibility to only the largest, most critical enterprise resources. Optimizing today’s complex and dynamic environments with almost all resources dynamic and virtualized or cloud-based - requires a new process. Discover a flexible, automated and business service-aligned process. View real-world examples of businesses optimizing enterprise capacity by marrying existing technology, business, service, asset, financial, power and other metrics. This presentation was delivered at the Gartner IT Infrastructure & Operations Management Summit.
Lower Cost and Complexity with Azure and StorSimple Hybrid Cloud SolutionsPerficient, Inc.
Organizations today are being forced to do more with less, and the demand for scalable, reliable and secure cloud-based infrastructure and platform services is on the rise. The cloud is here to stay, and for good reason.
StorSimple is a cloud-integrated storage (CiS) product that allows you to store commonly used data on premises and put more infrequently accessed data in Azure. With a hybrid storage appliance, you can seamlessly use Azure storage without worrying about what's on premises and what's in the cloud.
In this webinar, we provided an overview of Azure's technical storage capabilities, and showed how a hybrid storage appliance like StorSimple can supply your organization with massive amounts of capacity and added functionality, all while providing disaster recovery and reducing costs by up to 50%.
Real-World Data Governance: Agile Data Governance - The Truth Be ToldDATAVERSITY
The concepts of Agile Software Development have been applied in many ways in many organizations with differing levels of success. We should not be surprised that Agile is being used in terms of Data Governance. This application calls into question some of the key concepts of being Agile and Governing Data that are well worth discussing.
Join Bob Seiner and a Special Guest in this installment of the Real-World Data Governance webinar series to explore the idea of staying Agile in our Data Governance efforts and how to Govern Agile efforts. The subject of Agile always seems to spark interest from skeptics and believers alike. All viewpoints will be considered.
This session will cover:
The Agile Manifesto
The value of staying Agile
What is meant by Agile Data Governance
Applying Governance to Agile efforts
Comparison with Other Methods of Governance
In this PPT, We describing the important things about Data Management and Data Governance. The data governance approach provides the right practices and processes that help an enterprise manage its data flows.
GDPR: Is Your Organization Ready for the General Data Protection Regulation?DATUM LLC
The new European GDPR privacy regulations will significantly impact data governance for multinational companies worldwide. This presentation introduces GDPR, its implications, and a six step process for compliance. In May of 2018 the European Union’s General Data Protection Regulation (GDPR) will go into effect and the fines associated with non-compliance are significant with as much as 4% of global sales.
Leadersurf: A Leadership Development Program Like No Otherbformato
LeaderSurf is an experiential learning program for seasoned business executives. The program combines leadership development, community service and learning to surf.
I built this presentation for Informatica World in 2006. It is all about Data Administration, Data Quality and Data Management. It is NOT about the Informatica product. This presentation was a hit, with standing room only full of about 150 people. The content is still useful and applicable today. If you want to use my material, please put (C) Dan Linstedt, all rights reserved, http://LearnDataVault.com
This is a slide deck that was assembled as a result of months of Project work at a Global Multinational. Collaboration with some incredibly smart people resulted in content that I wish I had come across prior to having to have assembled this.
Chief Data Officer (CDO) Organization RolesDave Getty
If your Company wants to treat Data as an Asset, it needs a Chief Data Officer to initiate significant changes in the Roles and Responsibilities of the Data Governance, IT Data Management and Business Analyst Data Scientist organizations. This presentation describes how the resulting organizations might look and behave.
Manager in the filed of BPMA, providing services in below areas:
- Data Warehousing
- Business Intelligence
- SDLC (Waterfall & Agile)
- Business Analysis
- Project Management
- MIS & Reporting
- CRM development
- Artificial Intelligence
- Production Support
- Data Quality & Governance framework
- System Integration
Skill Set:
Sql, SAS, Qlik sense, SAP BO
More and more companies are turning towards processes as the cornerstone to transform their business. Additionally, this process-focus is resonating from an organization’s Information Services group as both an end user and champion of processes. This catalyst into process often arises as companies implement SAP.
Seneca Foods, a leading producer and distributor of processed fruits and vegetables, recently implemented SAP and is beginning down the path of process-based business transformation.
Carl Cichetti, CIO, Seneca Foods, and Todd Lohr, VP Business Transformation, Confiance, will show you how Seneca Foods partnered with Confiance to fast-track their process transformation effort.
More and more companies are turning towards processes as the cornerstone to transform their business. Additionally, this process-focus is resonating from an organization’s Information Services group as both an end user and champion of processes. This catalyst into process often arises as companies implement SAP.
Seneca Foods, a leading producer and distributor of processed fruits and vegetables, recently implemented SAP and is beginning down the path of process-based business transformation.
Carl Cichetti, CIO, Seneca Foods, and Todd Lohr, VP Business Transformation, Confiance, will show how Seneca Foods partnered with Confiance to fast-track their process transformation effort.
CBIG Event June 20th, 2013. Presentation by Albert Khair. “Emerging Trends in...Subrata Debnath
Join Albert for his presentation which will focus on key emerging trends in Business Intelligence (BI) and Analytics. He will identify ways in which an enterprise can organize capacities for successfully leveraging continually advancing tools and technologies in the Analytics space with the goal of developing and deploying optimal business value in the most effective and efficient manner. Lexmark International achieved operational excellence and order of magnitude efficiencies in reporting performance and user satisfaction by integrating data from various functional silos with disparate BI standards into SAP HANA (High Performance ANalytic Appliance) and then leveraging BusinessObjects BI 4.0 for meeting complex BI analytics, report development, and end-user requirements.
N. Albert Khair is a Business Intelligence, Enterprise Architecture and Data Warehousing expert and has worked in Information Technology (IT) for more than 25 years and is currently employed by Lexmark International headquartered in Lexington, Kentucky. Albert’s work experience within the continental U.S. and abroad spans both public and private sectors, including government, insurance, consulting, airlines and high-tech electronics industries. Albert's functional areas of focus include: Oracle ERP, SAP ERP, SAP NetWeaver, SAP BusinessObjects BI4.0, Supply Chain, Finance, Sales and Distribution, SAP BW, SAP HANA/RDS. Albert has been published in Information Week, a magazine for business and technology managers, and has presented at SAP Insider and ASUG (Americas SAP Users Group) at their national and regional conferences.
Similar to How JCI Prepared a Data Governance Program for Big Data & MDG on HANA (20)
The Merger is Happening, Now What Do We Do?DATUM LLC
This was presented on October 24, 2018 at the ASUG EIM Conference. One of the many challenges presented by an acquisition and divestiture event is unifying disparate data and integrating systems together. If you are leading an integration, you may have more questions than answers on how to approach this event. Learn how to best leverage the momentum and budgets that accompany these activities to jump start good governance practices up front, as well as how to measure the return on investment, ensuring data and EIM professionals' ongoing success.
DGIQ 2018 Presentation: How to be successful in the post GDPR landscape – bui...DATUM LLC
This was presented on June 13, 2018 at the DGIQ Conference. May 25th isn’t the end of a journey, it’s really just the beginning. GDPR is one piece of the compliance puzzle. One of the most important things to remember about GDPR is that it’s not a one off compliance effort. It is a continuous process that will need to be continually evaluated and evolved over time. In order to be successful long term, a strategy must be built across all functions in the organization. Join us to learn how to build a strategy that will help you identify and link GDPR related processes, rules, standards and metrics to your organization's compliance goals and objectives to meet the new regulatory landscape. In this session, Jonathan will highlight how to develop processes and controls to build a strategy that ensure that the information being utilized is compliant, accessible, and manageable.
DGIQ 2018 Presentation: A Lawyer, a Salesperson and the Operations Guy Walk ...DATUM LLC
This presentation was delivered on June 12, 2018 at the DGIQ Conference. The purpose of data analytics is not generating data sets but providing proprietary insights into your company and your industry for a competitive advantage. The true value of the data depends on the context and can be different for each business unit. In today’s big data world, CDOs and CIOs are part of the customer-facing revenue generation equation – bringing new roles with new challenges that require a greater understanding of both legal constraints and business requirements. Effective implementation requires a multi-disciplinary approach that integrates the triad of IT, marketing and legal. A multi-disciplinary approach drives value to the organization’s different business objectives, and controls regulatory compliance risk and optimizes operations. This session will discuss the perspectives of business, legal and IT, and propose steps to building out the integrated approach.
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How JCI Prepared a Data Governance Program for Big Data & MDG on HANA
1. How Johnson Controls Mobilized Their Data
Governance Program for Big Data & MDG on HANA
Matthew Vandevere – DATUM
2. Organizations struggle to balance ERP roll-outs with Data
Governance initiatives, but there is a way to integrate
deployment activities to achieve maximum value by:
establishing a vision for MDG on HANA with proven strategies
and tactics for deployment
taking advantage of MDG on HANA to drive value in advance of
ERP deployment
Utilizing platform capabilities to accelerate ERP Implementations
LEARNING POINTS
3. About Johnson Controls
Today, there are nearly 170,000 employees
and many business partners in the
Johnson Controls’ family
delivering products and services
wherever their customers
live, work and travel.
4. JCI’s Evolving Strategies
Deliberate and explicit choices
Company choices v. business unit-only choices
Play to win in the markets they choose
Data-driven v. supported anecdotes
What does JCI want to be?
5. Quick Facts about DATUM
• Fast-Growth Solutions Company Recognized by
• Recognized by SmartCEO Magazine as a Future 50 rising star
• Named Leader in Data Governance 2.0 by Forrester - February 2015
• 70% of ASUG Data Governance 2014 SIG Annual Meeting “Success
Stories” are users of our Solutions
DATUM Customers
6. The ERP Program Challenge for Data GovernanceInformationTrustworthiness
Time
ERP Data Readiness
Mobilization Point
Organization
Data Gov.
Policy
Recognition
of Lost ROI
The Scramble How Could That Be? We Own It Let’s Start with Data!
Migration Degradation Reliability Team Work
RISK
REDUCTION
VALUE
CREATION
Mobilize Earlier!
Typical ERP program activities are inherently designed to focus
on the critical data governance requirements until AFTER Go-
Live
7. Prioritizing what is Governed
Strategic Insights
Information
Data
KPI’s / Measures
The foundation of the governance program is set based on the ERP
program, but will expand based on the data and information that is most
important to the business (processes and analytics)
8. Governance Model Evolution
Governance Model
Standards and Business Rules drive design and
build activities and are iteratively identified and
evaluated as part of Unity Program
Governance Model will be formalized as part of
the Unity Program during DD (e.g. BPD’s, Build,
Testing, ..) focused on SAP (Unity); reviewing
and approving standards & rules
Governance Roster largely represented by Unity
Program Team (business representatives)
Data Standard and Business Rule Ownership
(business ownership) still transitional
Targeted external communication of proposed
standards and business rules
Project Mode
(Design, Build, Test, Deploy)
Standards and Business Rules approved and
managed as part of the deployed system
Governance Model implemented to support
deployed sites, pending deployments (and
targeted legacy sites) – SAP and non-SAP focus
Standards and Business Rules driving Unity
benefits (operations, analytics, compliance, …)
Governance Roster represented by key
Business Owners taking ownership of the
system(s)
Data Standard and Business Rule Ownership
transitioned to end-state Business Owners
Broad communication of approved standards
and business rules
Steady-State
(Sustain / Optimize)
Process
People
Data Governance Model needs to be established during the ERP Program
9. BluePrint (Design) – Think Governance
Data Object List Customer Master Credit Master
Customer Master
Info Record
Billing Document
DesignActivities
Business Data Dictionary
(Customer Example)
Customer Name
(KNA1-KUNNR)
Account Group
(KNA1-KTOKD)
Industry Code 1
(KNA1-BRAN1)
Ref Acct Group
(KNA1-KTOCD)
Data Design
Required,
Optional, Not Used
List of Allowed
Value Settings
Security
Data Standards
Business Usage
Business Owner
System of Record
Allowed Values
Business Rules (DQ)
Scenario Specific
Rules (e.g.
Acount Group
rules for Sold To,
Ship To, Payer,
and Hierarchy)
Data Conversion
Baseline for Wave
System Mappings
Conversion Rules
Data Construction
Rules
10. Process Definitions – What about Data ?
Does not clearly define the data process within a business process context
Business stage gates are not clear and/or not defined
Documentation is driven from IT or founded on technical specifications
Insufficient documentation providing required data to support the process (and impact)
Lack of consistent process documentation existed or adherence in the current state
11. MDG-enabled, Optimized Data Processes
Roles/Tasks now clearly align and roll-up to support business processes
Business process driven stage gates defined and managed via workflow
Optimized process enables a Just In Time (JIT) data collection process that
aligns to enable business processes and support critical milestones
Leveraging our process documentation and complementary tools provides
scalable, standardized, and governed processes
12. Establishing a Repeatable Data Governance Framework
Is there Compliance,
Financial or
Operational Impact?
Where
should we
govern?How should
we govern?
(Point of
Entry,
Passively,
None?)
Frequency of
change?
Impact?
Risk/Benefits
EXAMPLE: We need to add a commodity code for
Lead/Cores supporting compliance and analytical
requirements.
Who has decision rights?
Governance decisions for every data element are
evaluated and determined independently, but
always follow the same methodology and approach
14. Linking the Data Governance Framework
Business
Data Glossary
(BDG)
Business
Data Dictionary
(BDD)
Governance Rules
(Scenario Based)
Process Decomposition
(L1 – L5)
Level 1
Process
Level 2
Sub-Process
Level 3
Activities
Level 4
Process Steps
Level 5
Data Elements
Data Glossary
and Dictionary
Link to
Governance Model
Governance Rules and Standards on Process Steps and Data Elements
Data Standards
Repository
Measures & Metrics
Definitions
Data Governance Framework
15. Synchronizing Process, Data and Rules
Overview of Planning Item and Finished Good Global Workflows
Version 1.1 – September 27, 2013
QuEST Activity
Brief Approved
Marketing
Request
Planning Item
0
days3
Material Master LDA
Create New
Planning Item/
ZREP
1
days2
Pricing LDA
Populate
Planning Price
4
days0
This Database
Waiting for IR
Approval
5
days0
Marketing
Update New
Finished Good
Request
0
days2
Sales & IT Services
Update
Classifications
1.1
days2
Demand Planning
Update
Classifications
1.2
days2
LDAs
Update FG Setup and
MOE & Classifications
2
days2
R&D QA
Populate Shelf
Life Data
4.2
days2
R&D SST
Populate
Dimensions and
Weights
4.1
days0
Workflow
Awaiting
Packaging
Specs to be
moved to
Pending
3
days2
LDAs
Create PKI and
PKI Det Rules and
Activate the FG
5
End of FG Global
WF
days2
R&D SST
Populate
Declared Weight
2.2
days2
Demand Planning
Populate
Classifications
2.3
Workflow triggers
Pricing Workflow to
circulate.
days2
Material Master LDA
Populate MOEs
and
Classifications
3
QuEST
Investment Reco
Approved
Approve Waiting
for IR Step
Marketing
End of Planning
WF
Planning Item
Workflow
Finished Good
Global Workflow
days2
Sales & IT Services
Populate
Classifications
2.4
days2
Ops Planners
Assign Production
Plant
2.1
Workflow sends email
notification to Sales
Planning, Demand
Planners, Ops Planners &
Replen
(only for non-seasonal)
Workflow sends email
notification to Sales
Planning, Demand
Planners, Ops Planners &
Replen
______________________________________________________________________________________
Business Process Flows
Process Overview List
Governance Rule Composer
Governance Rule #
Field Level
Details List
Process Stage Gates
Rule Reference #
Enabling MetaData
Process Flows
Standards, Rules and Metrics Business Process Flows import and remain “synced” with the data and
business rules required to operationalize and govern them
1 to many
1 to many
many to many
16. Rules before Tools !
“Rule Readiness”
dictates “Tool
Readiness” … how well
the organization is
positioned to develop
governance rules will
dictate solution and
initiative success.
17. Rules will support both ERP and MDG Activities
Leveraging Governance Rules…
Assess Data in order to…
Validate Governance Rules
Determine if site data is ready for
Deployment
Define timing & staffing required for
cleansing & enrichment
Cleansing & Enrichment Goals
Only cleanse & enrich data required
for migration
Ensure process is intuitive & driven by
business (not IT)
Cutover …
Pre-Mock Load Testing against target
configuration
Multiple Mock Loads (SIT, UAT, SIM)
Reduce timing of outage window
Example
Ingest data - 111k records
De-
Dupe
1200
records
Execute Relevancy Rules – 17k records
*Narrow down the data to what’s relevant to the business.
Auto Cleanse – 1300
records
*Address Standardization, etc.
Manual Cleansing
*Data Construction, Data Enrichment,
Duplicate selection, Data Corrections
18. Operationalizing Business Knowledge for MDG
JCI Data Governance Framework
Information Value Management (IVM)
SAP MDG
SAP Information
Steward
Existing docs
Business knowledge
System Config
Business Metrics
Rule Extract
(Func. Spec)Load
Template1
2
3
19. Step 1: Establish Data Governance Framework
• Interview Data Stewards, BPO, IT and SME roles to determine critical
governance and MDG configuration inputs
• Configure Rule Composer to reflect JCI’s Data Governance
Framework
• Produce standardized templates to capture existing business rules
Rule Load
Template
Required MDG Inputs1
20. Step 2: Define Data Stds & Business Rules
Existing docs
& processes
Tacit knowledge System Config
Governance
Template
• Capture existing rules and transform
into JCI Data Governance Framework
• Complete Rule Definitions for specific
intended Governance Strategy
JCI Data Governance Framework
Information Value Management (IVM)
2
21. Measure Rule Readiness for MDG
105 Rules 75.4%
MDG based
governance
requires
robust rule
definitions
22. Targeting Rule Definition Gaps
By establishing and
following a structured
governance framework,
we can easily define
GAPS within each
business rule that are
required functional inputs
for MDG
24. Step 3: Functional Extract Ready for Build
Functional
Spec. Extract for
MDG
3
25. Competing with ERP objectives, timelines and
deliverables can often impede Data Governance
objectives
Ensuring that Data Governance is actively part of (not
informed by) the ERP program is critical
Establishing and following a structured, repeatable Data
Governance Framework ensures relevancy and success
Early identification, capture and measurement of critical
MDG-specific inputs is the only way to avoid delays and
successful deliver
KEY LEARNINGS