SlideShare uma empresa Scribd logo
1 de 22
Most Common Data Governance Challenges in
the Digital Economy
Justin McCullough (Janssen Pharmaceuticals) & David Woods
(DATUM)
Session ID #5095
WHO WE ARE
• The world’s sixth-largest consumer health company
• The world’s most comprehensive medical devices business
• The world’s sixth-largest biologics company
• The world’s fifth-largest pharmaceuticals company
• 128,300 Employees Worldwide
We Proudly Serve
• We help large enterprises achieve competitive advantage &
profitability faster by leveraging data as an asset
• Recognized thought-leader in Data and Analytics
• Information Value Management® is the leading software
platform for information management
Johnson & Johnson DATUM LLC
THE DIGITAL ECONOMY
SAP’s DIGITAL BUSINESS FRAMEWORK
1. Outcome-based customer
experience
2. Re-platforming core business
processes and bringing together
business process and analytics
in real-time
3. Smarter, engaged workforce
4. Supplier collaboration
accelerating growth innovation
5. Harnessing the IoT and Big Data
to drive real-time insights and
new business models
SAP Defines Digitization
Across Five Key Pillars
DIGITAL DICTATES A NEW ‘REALITY’ FOR DATA
Data
validated
decisions
Batch
processing
of data
Historical
data drives
decisions
Governance
improves
data
quality
Process
dictates
data design
Data based
decisions
Real-Time,
instant
access
Real-Time
data drives
decisions
Governance
ensures
data
quality
Data
insights
drive
process
changes
BEFORE AFTER
THE DATA LANDSCAPE IS MORE COMPLEX …
Enterprise Data
Structural Data
Org Data
Reference Data
Core Master Data
Functional Data
Transactiional Data
Documents
Metadata
Configuration Data
Market Research
Customer Feedback
Mobile Data
POS Data
Demographics
Experimental Data
User Generated Data
Social Media
Search History
Transaction ‘click’ Data
Effective data management no
longer just involves managing large
data volumes, but now must handle
data variety and velocity.
Data governance is becoming an
integral part of our ability to fully
capitalize on our investments in ERP
platforms and analytics tools.
While our program started with a
focus on the data we manage
internally, our model is designed to
scale beyond that as we prioritize
the governance of ‘other’ data
sources that are critical to our
growth in the digital economy.
Data Created Within
Our Organization
Data Created Outside
Our Organization
… AND WE ALL THINK ABOUT DATA DIFFERENTLY
Operations
Compliance
Analytics
Our Governance FocusHow We Define It
Functional Usage
(Business Teams)
Type of Data
(Data Scientists & Architects)
System Representation
(IT Teams)
THE DIGITAL CALL-TO-ACTION FOR DATA GOVERNANCE
• Standardization and simplification
of business processes and analytics
(in real-time)
• Ability to quickly scale and adapt
through organic growth, acquisition
or divestiture
• Informed collaboration across
fragmented systems, processes and
disparate data sets
• Leveraging data to become more
efficient - “how can we do more
with less”
Strategic Data Value Drivers
1. Misdirected focus (prioritizing what matters)
2. Project-Focused mindset (lack of scalable model)
3. Misaligned tool strategy (theory to execution)
4. Inability to transition from Project to Steady-State
5. Failure to Measure Readiness
FIVE MOST COMMON POINTS OF FAILURE
Challenge # 1:
Prioritizing What Matters
PRIORITIZATION DRIVES A DATA SIMPLIFICATION PROCESS
Why does
this Data
matter?
Context
Matters!
Metrics Processes People
Systems
Success for
this Data is…
• Better Performance
• Reduced Risk
• Improved Security
• Better Use of Capital
• Increased Agility
• Speed to Market
• Improved Use of Tech
What Level
of
Governance
?
“Data governance value to many organizations is non-
financial and embedded in the intrinsic value, business
value and performance value of information*”
*Referencing Doug Laney’s published work on “Infonomics”
Challenge # 2:
Developing a Scalable Model
ESTABLISHING A UNIFIED GOVERNANCE PLATFORM IS CRITICAL
Challenge # 3:
Misaligned Tool Strategy
FOCUSING ON THE ‘VALUE’ OF DATA GOVERNANCE
Maintenance
Execution
Processes
“Data is for
Critical to
enable Digital
Growth”
• Standardized Tools
• Low Cost Execution
• “Lift & Shift” to
Automate Current
Process
Governance
Scenario
Business
Rules
Governance
Strategy
Critical Data
Standards
• Clear Decision Rights
• Ownership & Accountability
• Data Standards for Analytics
• Business Rules for Execution
• Regulatory Compliance
• Data Quality
• Data Process Efficiency
• Prioritized Focus
Over the past few years, the proliferation of exciting new technology solutions have led
companies to quickly implement tools expecting to find a silver bullet for data…
…however, they have struggled to implement effective solutions that only provide
automation capabilities, but don’t actually realize any business value
Challenge # 4:
Inability to Transition from Project to Steady-State
GOVERNANCE OPERATING MODEL EVOLUTION
Governance Model
• Standards and Business Rules drive
design and build activities
• Governance Model should be
formalized during BluePrint/Design
• Governance Roster largely represented
by Project Team (IT and Business)
• Data Standard and Business Rule
Ownership is in a transitional stage
Project Mode
(Design, Build, Test, Deploy)
• Standards and Business Rules approved
and managed as part of the deployed
system
• Standards and Business Rules driving
program benefits
• Governance Roster represented by key
Business Owners taking ownership
• Broad communication of approved
standards and business rules
Steady-State
(Sustain / Optimize)
Process
People
Challenge # 5:
Failure to Measure Readiness
MEASURING ‘TRUE’ READINESS
Capabilities
Organizational
Process
Tools
Focus on capabilities and ensure that ALL the
of enabling components are lined-up at each
stage of program evolution ….
… and providing meaningful metrics
that identify specific gaps and facilitate
closer to ensure information trust
Summary
APPROACH TO DATA IN THE DIGITAL ECONOMY
Strategic Program
Alignment
Establish
Digital Core
Operationalize
Instant Insights
Optimize &
Differentiate
“RUN” “GROW” “INNOVATE”
Data Governance Framework
(Information Value Management®)
Data Applications
(SAP EIM Tools)
In-Memory Analytics
(BW on HANA & HANA EE)
SAP S/4HANA
Challenge #1
Prioritize the data that
matters and build the
Digital Core
Challenge #3
Select tools that are
‘fit for purpose” and
drive digital value
Challenge #4
Plan for and manage
the transition of
information ownership
Challenge #5
Measure readiness for
business transformation
into a Digital Enterprise?
Challenge #2
Build a scalable model
to Support trusted
data in the Enterprise
THANK YOU & QUESTIONS
David Woods
Principal Partner
DATUM LLC
david.woods@datumstrategy.com
610.812.5476 (m)
Justin McCullough
Director, Enterprise Business Architecture
Janssen Pharmaceuticals, Inc.
Johnson & Johnson Family of Companies
JMccull3@its.jnj.com
FOLLOW US
Thank you for your time
Follow us on at @ASUG365

Mais conteúdo relacionado

Mais procurados

You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?Precisely
 
The Importance of Metadata
The Importance of MetadataThe Importance of Metadata
The Importance of MetadataDATAVERSITY
 
Reference master data management
Reference master data managementReference master data management
Reference master data managementDr. Hamdan Al-Sabri
 
Introduction to Data Governance
Introduction to Data GovernanceIntroduction to Data Governance
Introduction to Data GovernanceJohn Bao Vuu
 
Data Governance Initiative
Data Governance InitiativeData Governance Initiative
Data Governance InitiativeDataWorks Summit
 
Master Data Management - Gartner Presentation
Master Data Management - Gartner PresentationMaster Data Management - Gartner Presentation
Master Data Management - Gartner Presentation303Computing
 
The data quality challenge
The data quality challengeThe data quality challenge
The data quality challengeLenia Miltiadous
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)DATAVERSITY
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureDATAVERSITY
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationDATAVERSITY
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...DATAVERSITY
 
Data Management Maturity Assessment
Data Management Maturity AssessmentData Management Maturity Assessment
Data Management Maturity AssessmentFiras Hamdan
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDATAVERSITY
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?DATAVERSITY
 
Data Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityDATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?DATAVERSITY
 
How to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeHow to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeDATAVERSITY
 

Mais procurados (20)

You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
 
The Importance of Metadata
The Importance of MetadataThe Importance of Metadata
The Importance of Metadata
 
Mdm: why, when, how
Mdm: why, when, howMdm: why, when, how
Mdm: why, when, how
 
Reference master data management
Reference master data managementReference master data management
Reference master data management
 
Introduction to Data Governance
Introduction to Data GovernanceIntroduction to Data Governance
Introduction to Data Governance
 
Data Governance Initiative
Data Governance InitiativeData Governance Initiative
Data Governance Initiative
 
Master Data Management - Gartner Presentation
Master Data Management - Gartner PresentationMaster Data Management - Gartner Presentation
Master Data Management - Gartner Presentation
 
The data quality challenge
The data quality challengeThe data quality challenge
The data quality challenge
 
Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)Data Governance Takes a Village (So Why is Everyone Hiding?)
Data Governance Takes a Village (So Why is Everyone Hiding?)
 
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data ArchitectureEnterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital Transformation
 
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
Data Architecture, Solution Architecture, Platform Architecture — What’s the ...
 
Data Management Maturity Assessment
Data Management Maturity AssessmentData Management Maturity Assessment
Data Management Maturity Assessment
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance FrameworkDo-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
 
DMBOK and Data Governance
DMBOK and Data GovernanceDMBOK and Data Governance
DMBOK and Data Governance
 
Data Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data QualityData Modeling, Data Governance, & Data Quality
Data Modeling, Data Governance, & Data Quality
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
 
How to Implement Data Governance Best Practice
How to Implement Data Governance Best PracticeHow to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
 

Destaque

Rethink Engineering: Software Delivery
Rethink Engineering: Software DeliveryRethink Engineering: Software Delivery
Rethink Engineering: Software DeliveryIntuit Inc.
 
Business Value of Data
Business Value of Data Business Value of Data
Business Value of Data UIResearchPark
 
Design Thinking for Data Science #StrataHadoop
Design Thinking for Data Science #StrataHadoopDesign Thinking for Data Science #StrataHadoop
Design Thinking for Data Science #StrataHadoopIntuit Inc.
 
Fledgling ideas to useful dashboard
Fledgling ideas to useful dashboardFledgling ideas to useful dashboard
Fledgling ideas to useful dashboardDean Malmgren
 
Where Data Science meets Design Thinking
Where Data Science meets Design ThinkingWhere Data Science meets Design Thinking
Where Data Science meets Design ThinkingData Night
 
Measuring the Digital Economy: A New Perspective
Measuring the Digital Economy: A New PerspectiveMeasuring the Digital Economy: A New Perspective
Measuring the Digital Economy: A New Perspectiveinnovationoecd
 
Data Centers in the Digital Economy
Data Centers in the Digital EconomyData Centers in the Digital Economy
Data Centers in the Digital EconomyCharles Mok
 

Destaque (7)

Rethink Engineering: Software Delivery
Rethink Engineering: Software DeliveryRethink Engineering: Software Delivery
Rethink Engineering: Software Delivery
 
Business Value of Data
Business Value of Data Business Value of Data
Business Value of Data
 
Design Thinking for Data Science #StrataHadoop
Design Thinking for Data Science #StrataHadoopDesign Thinking for Data Science #StrataHadoop
Design Thinking for Data Science #StrataHadoop
 
Fledgling ideas to useful dashboard
Fledgling ideas to useful dashboardFledgling ideas to useful dashboard
Fledgling ideas to useful dashboard
 
Where Data Science meets Design Thinking
Where Data Science meets Design ThinkingWhere Data Science meets Design Thinking
Where Data Science meets Design Thinking
 
Measuring the Digital Economy: A New Perspective
Measuring the Digital Economy: A New PerspectiveMeasuring the Digital Economy: A New Perspective
Measuring the Digital Economy: A New Perspective
 
Data Centers in the Digital Economy
Data Centers in the Digital EconomyData Centers in the Digital Economy
Data Centers in the Digital Economy
 

Semelhante a Most Common Data Governance Challenges in the Digital Economy

Is Your Agency Data Challenged?
Is Your Agency Data Challenged?Is Your Agency Data Challenged?
Is Your Agency Data Challenged?DLT Solutions
 
Stop the madness - Never doubt the quality of BI again using Data Governance
Stop the madness - Never doubt the quality of BI again using Data GovernanceStop the madness - Never doubt the quality of BI again using Data Governance
Stop the madness - Never doubt the quality of BI again using Data GovernanceMary Levins, PMP
 
Adopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementAdopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementSoftware AG
 
Increasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityIncreasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityDATAVERSITY
 
Data Virtualization for Business Consumption (Australia)
Data Virtualization for Business Consumption (Australia)Data Virtualization for Business Consumption (Australia)
Data Virtualization for Business Consumption (Australia)Denodo
 
Increasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityIncreasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityMario Faria
 
How to Structure the Data Organization
How to Structure the Data OrganizationHow to Structure the Data Organization
How to Structure the Data OrganizationRobyn Bollhorst
 
Data Integrity: From speed dating to lifelong partnership
Data Integrity: From speed dating to lifelong partnershipData Integrity: From speed dating to lifelong partnership
Data Integrity: From speed dating to lifelong partnershipPrecisely
 
5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...
 5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen... 5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...
5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...Ganes Kesari
 
DC Salesforce1 Tour Data Governance Lunch Best Practices deck
DC Salesforce1 Tour Data Governance Lunch Best Practices deckDC Salesforce1 Tour Data Governance Lunch Best Practices deck
DC Salesforce1 Tour Data Governance Lunch Best Practices deckBeth Fitzpatrick
 
Data-Ed Webinar: Data Quality Engineering
Data-Ed Webinar: Data Quality EngineeringData-Ed Webinar: Data Quality Engineering
Data-Ed Webinar: Data Quality EngineeringDATAVERSITY
 
Enterprise information flow and data management
Enterprise information flow and data managementEnterprise information flow and data management
Enterprise information flow and data managementKaye Homam
 
Five Attributes to a Successful Big Data Strategy
Five Attributes to a Successful Big Data StrategyFive Attributes to a Successful Big Data Strategy
Five Attributes to a Successful Big Data StrategyPerficient, Inc.
 
Best Practices of Data Governance.pptx
Best Practices of Data Governance.pptxBest Practices of Data Governance.pptx
Best Practices of Data Governance.pptxpreludesyscloudmigra
 
Comprehensive Data Governance Program
Comprehensive Data Governance ProgramComprehensive Data Governance Program
Comprehensive Data Governance ProgramSteve Sugulas
 
5 Steps To Become A Data-Driven Organization : Webinar
5 Steps To Become A Data-Driven Organization : Webinar5 Steps To Become A Data-Driven Organization : Webinar
5 Steps To Become A Data-Driven Organization : WebinarGramener
 

Semelhante a Most Common Data Governance Challenges in the Digital Economy (20)

Is Your Agency Data Challenged?
Is Your Agency Data Challenged?Is Your Agency Data Challenged?
Is Your Agency Data Challenged?
 
Stop the madness - Never doubt the quality of BI again using Data Governance
Stop the madness - Never doubt the quality of BI again using Data GovernanceStop the madness - Never doubt the quality of BI again using Data Governance
Stop the madness - Never doubt the quality of BI again using Data Governance
 
Critical Success Factors
Critical Success FactorsCritical Success Factors
Critical Success Factors
 
Adopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementAdopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data Management
 
Increasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityIncreasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics Maturity
 
From DQ to DG
From DQ to DGFrom DQ to DG
From DQ to DG
 
Data Virtualization for Business Consumption (Australia)
Data Virtualization for Business Consumption (Australia)Data Virtualization for Business Consumption (Australia)
Data Virtualization for Business Consumption (Australia)
 
Increasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityIncreasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics Maturity
 
How to Structure the Data Organization
How to Structure the Data OrganizationHow to Structure the Data Organization
How to Structure the Data Organization
 
Data Integrity: From speed dating to lifelong partnership
Data Integrity: From speed dating to lifelong partnershipData Integrity: From speed dating to lifelong partnership
Data Integrity: From speed dating to lifelong partnership
 
5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...
 5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen... 5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...
5 Steps to Transform into a Data-Driven Organization - Ganes Kesari - Gramen...
 
DC Salesforce1 Tour Data Governance Lunch Best Practices deck
DC Salesforce1 Tour Data Governance Lunch Best Practices deckDC Salesforce1 Tour Data Governance Lunch Best Practices deck
DC Salesforce1 Tour Data Governance Lunch Best Practices deck
 
Data-Ed Webinar: Data Quality Engineering
Data-Ed Webinar: Data Quality EngineeringData-Ed Webinar: Data Quality Engineering
Data-Ed Webinar: Data Quality Engineering
 
2014 dqe handouts
2014 dqe handouts2014 dqe handouts
2014 dqe handouts
 
Enterprise information flow and data management
Enterprise information flow and data managementEnterprise information flow and data management
Enterprise information flow and data management
 
Five Attributes to a Successful Big Data Strategy
Five Attributes to a Successful Big Data StrategyFive Attributes to a Successful Big Data Strategy
Five Attributes to a Successful Big Data Strategy
 
Why data governance is the new buzz?
Why data governance is the new buzz?Why data governance is the new buzz?
Why data governance is the new buzz?
 
Best Practices of Data Governance.pptx
Best Practices of Data Governance.pptxBest Practices of Data Governance.pptx
Best Practices of Data Governance.pptx
 
Comprehensive Data Governance Program
Comprehensive Data Governance ProgramComprehensive Data Governance Program
Comprehensive Data Governance Program
 
5 Steps To Become A Data-Driven Organization : Webinar
5 Steps To Become A Data-Driven Organization : Webinar5 Steps To Become A Data-Driven Organization : Webinar
5 Steps To Become A Data-Driven Organization : Webinar
 

Último

TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdf
TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdfTVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdf
TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdfbelieveminhh
 
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...Falcon Invoice Discounting
 
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Oman
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in OmanMifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Oman
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Omaninstagramfab782445
 
Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1kcpayne
 
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecZurliaSoop
 
Putting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptxPutting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptxCynthia Clay
 
CROSS CULTURAL NEGOTIATION BY PANMISEM NS
CROSS CULTURAL NEGOTIATION BY PANMISEM NSCROSS CULTURAL NEGOTIATION BY PANMISEM NS
CROSS CULTURAL NEGOTIATION BY PANMISEM NSpanmisemningshen123
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperityhemanthkumar470700
 
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...NadhimTaha
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwaitdaisycvs
 
Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030tarushabhavsar
 
Cannabis Legalization World Map: 2024 Updated
Cannabis Legalization World Map: 2024 UpdatedCannabis Legalization World Map: 2024 Updated
Cannabis Legalization World Map: 2024 UpdatedCannaBusinessPlans
 
Pre Engineered Building Manufacturers Hyderabad.pptx
Pre Engineered  Building Manufacturers Hyderabad.pptxPre Engineered  Building Manufacturers Hyderabad.pptx
Pre Engineered Building Manufacturers Hyderabad.pptxRoofing Contractor
 
BeMetals Investor Presentation_May 3, 2024.pdf
BeMetals Investor Presentation_May 3, 2024.pdfBeMetals Investor Presentation_May 3, 2024.pdf
BeMetals Investor Presentation_May 3, 2024.pdfDerekIwanaka1
 
Falcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial WingsFalcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial WingsFalcon Invoice Discounting
 
Falcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon investment
 
Falcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow ChallengesFalcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow Challengeshemanthkumar470700
 
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAIGetting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAITim Wilson
 

Último (20)

TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdf
TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdfTVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdf
TVB_The Vietnam Believer Newsletter_May 6th, 2024_ENVol. 006.pdf
 
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
Unveiling Falcon Invoice Discounting: Leading the Way as India's Premier Bill...
 
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Oman
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in OmanMifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Oman
Mifepristone Available in Muscat +918761049707^^ €€ Buy Abortion Pills in Oman
 
Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1
 
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
 
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pillsMifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
 
Putting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptxPutting the SPARK into Virtual Training.pptx
Putting the SPARK into Virtual Training.pptx
 
CROSS CULTURAL NEGOTIATION BY PANMISEM NS
CROSS CULTURAL NEGOTIATION BY PANMISEM NSCROSS CULTURAL NEGOTIATION BY PANMISEM NS
CROSS CULTURAL NEGOTIATION BY PANMISEM NS
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
 
Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030
 
Cannabis Legalization World Map: 2024 Updated
Cannabis Legalization World Map: 2024 UpdatedCannabis Legalization World Map: 2024 Updated
Cannabis Legalization World Map: 2024 Updated
 
!~+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUD...
!~+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUD...!~+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUD...
!~+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUD...
 
Pre Engineered Building Manufacturers Hyderabad.pptx
Pre Engineered  Building Manufacturers Hyderabad.pptxPre Engineered  Building Manufacturers Hyderabad.pptx
Pre Engineered Building Manufacturers Hyderabad.pptx
 
BeMetals Investor Presentation_May 3, 2024.pdf
BeMetals Investor Presentation_May 3, 2024.pdfBeMetals Investor Presentation_May 3, 2024.pdf
BeMetals Investor Presentation_May 3, 2024.pdf
 
Falcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial WingsFalcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial Wings
 
Falcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business PotentialFalcon Invoice Discounting: Unlock Your Business Potential
Falcon Invoice Discounting: Unlock Your Business Potential
 
Falcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow ChallengesFalcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow Challenges
 
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAIGetting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
Getting Real with AI - Columbus DAW - May 2024 - Nick Woo from AlignAI
 

Most Common Data Governance Challenges in the Digital Economy

  • 1. Most Common Data Governance Challenges in the Digital Economy Justin McCullough (Janssen Pharmaceuticals) & David Woods (DATUM) Session ID #5095
  • 2. WHO WE ARE • The world’s sixth-largest consumer health company • The world’s most comprehensive medical devices business • The world’s sixth-largest biologics company • The world’s fifth-largest pharmaceuticals company • 128,300 Employees Worldwide We Proudly Serve • We help large enterprises achieve competitive advantage & profitability faster by leveraging data as an asset • Recognized thought-leader in Data and Analytics • Information Value Management® is the leading software platform for information management Johnson & Johnson DATUM LLC
  • 3. THE DIGITAL ECONOMY SAP’s DIGITAL BUSINESS FRAMEWORK 1. Outcome-based customer experience 2. Re-platforming core business processes and bringing together business process and analytics in real-time 3. Smarter, engaged workforce 4. Supplier collaboration accelerating growth innovation 5. Harnessing the IoT and Big Data to drive real-time insights and new business models SAP Defines Digitization Across Five Key Pillars
  • 4. DIGITAL DICTATES A NEW ‘REALITY’ FOR DATA Data validated decisions Batch processing of data Historical data drives decisions Governance improves data quality Process dictates data design Data based decisions Real-Time, instant access Real-Time data drives decisions Governance ensures data quality Data insights drive process changes BEFORE AFTER
  • 5. THE DATA LANDSCAPE IS MORE COMPLEX … Enterprise Data Structural Data Org Data Reference Data Core Master Data Functional Data Transactiional Data Documents Metadata Configuration Data Market Research Customer Feedback Mobile Data POS Data Demographics Experimental Data User Generated Data Social Media Search History Transaction ‘click’ Data Effective data management no longer just involves managing large data volumes, but now must handle data variety and velocity. Data governance is becoming an integral part of our ability to fully capitalize on our investments in ERP platforms and analytics tools. While our program started with a focus on the data we manage internally, our model is designed to scale beyond that as we prioritize the governance of ‘other’ data sources that are critical to our growth in the digital economy. Data Created Within Our Organization Data Created Outside Our Organization
  • 6. … AND WE ALL THINK ABOUT DATA DIFFERENTLY Operations Compliance Analytics Our Governance FocusHow We Define It Functional Usage (Business Teams) Type of Data (Data Scientists & Architects) System Representation (IT Teams)
  • 7. THE DIGITAL CALL-TO-ACTION FOR DATA GOVERNANCE • Standardization and simplification of business processes and analytics (in real-time) • Ability to quickly scale and adapt through organic growth, acquisition or divestiture • Informed collaboration across fragmented systems, processes and disparate data sets • Leveraging data to become more efficient - “how can we do more with less” Strategic Data Value Drivers
  • 8. 1. Misdirected focus (prioritizing what matters) 2. Project-Focused mindset (lack of scalable model) 3. Misaligned tool strategy (theory to execution) 4. Inability to transition from Project to Steady-State 5. Failure to Measure Readiness FIVE MOST COMMON POINTS OF FAILURE
  • 10. PRIORITIZATION DRIVES A DATA SIMPLIFICATION PROCESS Why does this Data matter? Context Matters! Metrics Processes People Systems Success for this Data is… • Better Performance • Reduced Risk • Improved Security • Better Use of Capital • Increased Agility • Speed to Market • Improved Use of Tech What Level of Governance ? “Data governance value to many organizations is non- financial and embedded in the intrinsic value, business value and performance value of information*” *Referencing Doug Laney’s published work on “Infonomics”
  • 11. Challenge # 2: Developing a Scalable Model
  • 12. ESTABLISHING A UNIFIED GOVERNANCE PLATFORM IS CRITICAL
  • 13. Challenge # 3: Misaligned Tool Strategy
  • 14. FOCUSING ON THE ‘VALUE’ OF DATA GOVERNANCE Maintenance Execution Processes “Data is for Critical to enable Digital Growth” • Standardized Tools • Low Cost Execution • “Lift & Shift” to Automate Current Process Governance Scenario Business Rules Governance Strategy Critical Data Standards • Clear Decision Rights • Ownership & Accountability • Data Standards for Analytics • Business Rules for Execution • Regulatory Compliance • Data Quality • Data Process Efficiency • Prioritized Focus Over the past few years, the proliferation of exciting new technology solutions have led companies to quickly implement tools expecting to find a silver bullet for data… …however, they have struggled to implement effective solutions that only provide automation capabilities, but don’t actually realize any business value
  • 15. Challenge # 4: Inability to Transition from Project to Steady-State
  • 16. GOVERNANCE OPERATING MODEL EVOLUTION Governance Model • Standards and Business Rules drive design and build activities • Governance Model should be formalized during BluePrint/Design • Governance Roster largely represented by Project Team (IT and Business) • Data Standard and Business Rule Ownership is in a transitional stage Project Mode (Design, Build, Test, Deploy) • Standards and Business Rules approved and managed as part of the deployed system • Standards and Business Rules driving program benefits • Governance Roster represented by key Business Owners taking ownership • Broad communication of approved standards and business rules Steady-State (Sustain / Optimize) Process People
  • 17. Challenge # 5: Failure to Measure Readiness
  • 18. MEASURING ‘TRUE’ READINESS Capabilities Organizational Process Tools Focus on capabilities and ensure that ALL the of enabling components are lined-up at each stage of program evolution …. … and providing meaningful metrics that identify specific gaps and facilitate closer to ensure information trust
  • 20. APPROACH TO DATA IN THE DIGITAL ECONOMY Strategic Program Alignment Establish Digital Core Operationalize Instant Insights Optimize & Differentiate “RUN” “GROW” “INNOVATE” Data Governance Framework (Information Value Management®) Data Applications (SAP EIM Tools) In-Memory Analytics (BW on HANA & HANA EE) SAP S/4HANA Challenge #1 Prioritize the data that matters and build the Digital Core Challenge #3 Select tools that are ‘fit for purpose” and drive digital value Challenge #4 Plan for and manage the transition of information ownership Challenge #5 Measure readiness for business transformation into a Digital Enterprise? Challenge #2 Build a scalable model to Support trusted data in the Enterprise
  • 21. THANK YOU & QUESTIONS David Woods Principal Partner DATUM LLC david.woods@datumstrategy.com 610.812.5476 (m) Justin McCullough Director, Enterprise Business Architecture Janssen Pharmaceuticals, Inc. Johnson & Johnson Family of Companies JMccull3@its.jnj.com
  • 22. FOLLOW US Thank you for your time Follow us on at @ASUG365