SlideShare une entreprise Scribd logo
1  sur  25
Data Strategy in a Big Data World 
Craig C. Milroy, Chief Data Architect
2
Increased data centricity 
Why? - The Problem: When did Data become so complicated? 3
Why? - The Problem: Thank you for Cloud and Big Data Conversation… 4 
Info. Lifecycle Management 
Data 
Security & Privacy 
Master Data Management 
Data Governance 
Database Management 
DB 
Data Integration 
Analytics & BI 
Metadata 
Management 
Reference Data 
Data Quality 
Data 
Services 
Big Info. Lifecycle Big Data 
Big Security & Big Master Data Big Data Big Database Big Data Big Analytics 
& BI 
Big Metadata 
Big 
Big Data Quality 
Big Data
Consumers 
LOB 
Why? - The Problem: When did Data become so complicated… 
CIF 
ODS 
CIF 
LOB 
LOB 
LOB 
MDM 5
2008 
2009 
2010 
2011 
2012 
2013 
2014 
#OPEN DATA 
#INTERNET 
OF THINGS 
#BIG DATA 
Why? - The Problem: And lets not forget about… 6 
#CLOUD 
#SOCIAL 
#MOBILE
… Data Driven Business Objectives are not currently possible to achieve 
When - The Problem: How do you know you need a data strategy? 7 
Customer Growth 
Growth 
Speed 
Customer 
Innovation 
Operational 
Risk Reduction 
Financial 
Efficiency 
Risk Exposure 
Regulatory 
Controls 
Responsiveness
Data market trends influence your business direction ? 
0 
10 
20 
30 
40 
50 
60 
70 
80 
90 
100 
Big Data 
Cloud 
Data Analytics 
Data Scientist 
Data growth 
trends within your organization is greater than Revenue and Profitability growth? 
0 
5 
10 
15 
20 
25 
2005 
2006 
2007 
2008 
2009 
2010 
2011 
2012 
2013 
2014 
2015 
2016 
2017 
Data Storage PB 
Profit 
When - The Problem: How do you know you need a data strategy? 
8
… Strategy derived from perceived pain points 
When - The Problem: How do you know you need a data strategy? 9 
Security & Privacy 
Info. Lifecycle Management 
Data 
Master Data Management 
Data Governance 
Database Management 
DB 
Data Integration 
Analytics & BI 
Metadata 
Management 
Reference Data 
Data Quality 
Data 
Services
…STATUS QUO 
…TECHNOLOGY CENTRIC APPROACH 
…PAPER BASED EXERCISE 
…ABOUT DATA PLATFORM CURRENCY 
What? – The Proposal: What a Data Strategy is Not… 10
…resolution of Data Ownership and Governance 
…achievement of Strategic Business Objectives 
…Key driver for CULTURAL and BEHAVIORAL change 
…Break down of Data Silos while Enabling SPEED, AGILITY & INNOVATION 
What is an asset? Project vs. Asset How to leverage untapped, undermanaged asset… 
What? – The Proposal: What a Data Strategy enables… 11
Financial Networks 
Analytics 
Enhanced 
Customer 
Insight 
Information Security 
Risk & Compliance Management 
Data Exploration 
Operational Analysis 
Data Strategy 
What? – The Proposal: With a Data Strategy these may be within reach… 12
The creation of an Enterprise DATA Strategy is HARD WORK. 
The Proposal: Mechanics for a Data Strategy Adoption… 
Enterprise Data Strategy 
Business 
Technology 
Line of Business 
Line of Business 
Line of Business 
Line of Business 
Enterprise Systems 13
Customer Growth 
Operational 
Regulatory 
Capabilities 
Architecture 
Culture/ 
Behavior 
Data Governance 
Data 
Data Quality 
Data Economics 
Data Centricity 
Data Ownership 
Analytics 
Privacy/Security/ Legal 
Technology 
Process 
Organization 
The How: 
Data Strategy on a Page… 14 
Business Objectives
Data Collection & Verification 
Analysis & Opportunity 
Identification 
Planning & Discovery 
Define Scope 
Project Planning & Schedule 
Stakeholder/ 
Participants 
Business Framework Assessment 
Technology Framework Assessment 
Data Model Assessment 
Business/Technology Target State 
Actionable Transition Roadmap 
Change Management 
Organizational 
Change 
Cultural /Behavioral Change 
Technology Change 
Communications 
Business Value / Financial Model 
Alignment with Strategy Drivers 
Business Objectives 
Data Strategy 
… Focus on Long-Term; yet be pragmatic… 
How: 
Mechanics for a Data Strategy… 15
Business Capabilities 
Business Challenges 
Business Outcome 
Market Drivers 
Global Economy 
Local Economy 
Regulations 
Customers 
Technology Innovation 
Regulatory Compliance 
Focus on Risk Management 
Strengthen the Balance Sheet 
Increase Revenue 
Business Model Optimization 
Speed to Market 
Actively Manage Risk 
Customer Insights 
Customer Experience 
Innovative Product/Services 
Business Value / Financial Model 
Customer Growth 
Operational 
Regulatory 
… alignment to business objectives, value and capabilities is essential 
How: 
Mechanics for a Data Strategy… 
Business Objectives 16
… alignment to Technology objectives, value and capabilities is essential 
How: 
Mechanics for a Data Strategy… 17
Organization 
Party 
Party Asset 
Product 
Agreement 
Location 
Event 
… future state must guide technology investment 
How: 
Mechanics for a Data Strategy 18
… To ensure Technology support; a different view of the data strategy 19 
How: 
Data Strategy Outputs 
Info. Lifecycle Management 
Data 
Data Integration 
Big Data 
Security and Privacy 
Master Data Management 
Database Management 
Data Governance 
Analytics & BI 
Organizational Data Model 
Technology Platform Enablement 
Strategic Business Assets 
DB 
Reference Data 
Metadata 
Management 
Data Services 
Data Strategy
… Data is required to make your case 
Long-Term 
Business Value 
Enablement 20 
How: 
Business Case 
Customer Growth 
Operational 
Regulatory 
Data Points 
Data Quality 
Delivery 
Infrastructure 
Business 
Metrics/KPI’S 
PMO 
Business Objectives 
Governance 
Organization 
Technology Enablement 
Change 
Financial 
Outcomes 
Business Outcomes
Chief Information Officer 
VP Information Management 
Director Data Management 
Database Administrator 
Chief Data Officer 
Chief Analytics Officer 
Data Architect 
Data Scientist 
Chief Customer Officer 
Chief Marketing Officer 
Chief Risk Officer 
… a new Data Centric World is emerging…. 
Who: 
New Cast of Characters in the Data Space 21
… Enforced, centrally establish enterprise data governance, balanced with guidance…. 
Who: 
The new organization… 22 
Data Policies 
Data Compliance 
Data 
Quality 
Data Strategy 
Open 
Data 
Enterprise Architecture 
Line of Business 
Data Monetization 
Data Steward Communities 
Data Strategy 
Data Governance 
Office of the Chief Data Officer 
Risk 
Data 
Finance Data 
Customer 
Data 
LOB 
Data 
Technology Delivery
… The effort is a journey 
12 Months and Beyond 
6 to 12 Months 
Initiation to 6 Months 
CDO 
Recruitment 
Develop Data strategy 
Data 
Governance 
Office of 
The CDO 
“Data Scientist” 
Enterprise Data Roadmap 
Data as a Business Asset 
Business 
Case 
Data Strategy 
Refresh 
Data 
Monetization 
Stakeholder 
Alignment 
… The Goal is enabling Data as a Strategic Business Asset 23 
Data Transformation Journey
24
Banking, Big Data, Business Analytics, Business Architecture, Business Capability, Business Intelligence, Business Leadership Business Process, Business Transformation, Chief Data Architect, Cloud, Customer Centricity, Customer Relationship Management , Data Architecture , Data Assessments, Data Exploration, Data Governance, Data Integration, Data Process Modeling, Data Quality, Data Strategy, Data Streams, Data Visualization, Data Warehouse, Design, Financial Services, Enterprise Architecture, FSLDM, Hadoop, Information Lifecycle Management, Investment, Master Data Management, Metadata Management, Mobile, Next Generation Data Platform, Open Data, Open Source, Reference Data Management, Roadmap, Risk Management, Startup, Technology Stack, Thought Leadership 25

Contenu connexe

Tendances

DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DATAVERSITY
 
Data-Ed: Data-centric Strategy & Roadmap
Data-Ed: Data-centric Strategy & RoadmapData-Ed: Data-centric Strategy & Roadmap
Data-Ed: Data-centric Strategy & RoadmapData Blueprint
 
Data Governance
Data GovernanceData Governance
Data GovernanceRob Lux
 
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-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)DATAVERSITY
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best PracticesDATAVERSITY
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Carl Anderson
 
data-analytics-strategy-ebook.pptx
data-analytics-strategy-ebook.pptxdata-analytics-strategy-ebook.pptx
data-analytics-strategy-ebook.pptxMohamedHendawy17
 
Data strategy demistifying data
Data strategy demistifying dataData strategy demistifying data
Data strategy demistifying dataHans Verstraeten
 
Developing a Data Strategy
Developing a Data StrategyDeveloping a Data Strategy
Developing a Data StrategyMartha Horler
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata ManagementDATAVERSITY
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsDATAVERSITY
 
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
 
The ABCs of Treating Data as Product
The ABCs of Treating Data as ProductThe ABCs of Treating Data as Product
The ABCs of Treating Data as ProductDATAVERSITY
 
Business Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected ApproachBusiness Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected ApproachDATAVERSITY
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceDATAVERSITY
 
Modern Metadata Strategies
Modern Metadata StrategiesModern Metadata Strategies
Modern Metadata StrategiesDATAVERSITY
 
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...HostedbyConfluent
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceDATAVERSITY
 
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
 

Tendances (20)

DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy — Practical Steps for Aligning with Busi...
 
Data-Ed: Data-centric Strategy & Roadmap
Data-Ed: Data-centric Strategy & RoadmapData-Ed: Data-centric Strategy & Roadmap
Data-Ed: Data-centric Strategy & Roadmap
 
Data Governance
Data GovernanceData Governance
Data Governance
 
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?
 
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
 
Data Governance Best Practices
Data Governance Best PracticesData Governance Best Practices
Data Governance Best Practices
 
Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015Creating a Data-Driven Organization, Crunchconf, October 2015
Creating a Data-Driven Organization, Crunchconf, October 2015
 
data-analytics-strategy-ebook.pptx
data-analytics-strategy-ebook.pptxdata-analytics-strategy-ebook.pptx
data-analytics-strategy-ebook.pptx
 
Data strategy demistifying data
Data strategy demistifying dataData strategy demistifying data
Data strategy demistifying data
 
Developing a Data Strategy
Developing a Data StrategyDeveloping a Data Strategy
Developing a Data Strategy
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata Management
 
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and RoadmapsData Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
 
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?
 
The ABCs of Treating Data as Product
The ABCs of Treating Data as ProductThe ABCs of Treating Data as Product
The ABCs of Treating Data as Product
 
Business Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected ApproachBusiness Intelligence & Data Analytics– An Architected Approach
Business Intelligence & Data Analytics– An Architected Approach
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Modern Metadata Strategies
Modern Metadata StrategiesModern Metadata Strategies
Modern Metadata Strategies
 
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
How to Build the Data Mesh Foundation: A Principled Approach | Zhamak Dehghan...
 
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and GovernanceMaster Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
 
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?
 

En vedette

My Robot Can Learn -Using Reinforcement Learning to Teach my Robot
My Robot Can Learn -Using Reinforcement Learning to Teach my RobotMy Robot Can Learn -Using Reinforcement Learning to Teach my Robot
My Robot Can Learn -Using Reinforcement Learning to Teach my RobotRising Media Ltd.
 
CNCF and Fujitsu
CNCF and FujitsuCNCF and Fujitsu
CNCF and FujitsuLF Events
 
Overview of Microsoft Azure AI Services
Overview of Microsoft Azure AI ServicesOverview of Microsoft Azure AI Services
Overview of Microsoft Azure AI ServicesCraig Milroy
 
Predictive Analytics World Manufacturing Düsseldorf 2017 - EN
Predictive Analytics World Manufacturing Düsseldorf 2017 - ENPredictive Analytics World Manufacturing Düsseldorf 2017 - EN
Predictive Analytics World Manufacturing Düsseldorf 2017 - ENRising Media Ltd.
 
Talking to your CEO about the Chief Data Officer Role
Talking to your CEO about the Chief Data Officer Role Talking to your CEO about the Chief Data Officer Role
Talking to your CEO about the Chief Data Officer Role Craig Milroy
 
Chief Data Officer: DataOps - Transformation of the Business Data Environment
Chief Data Officer: DataOps - Transformation of the Business Data EnvironmentChief Data Officer: DataOps - Transformation of the Business Data Environment
Chief Data Officer: DataOps - Transformation of the Business Data EnvironmentCraig Milroy
 
BDA310 An Introduction to the AI services at AWS
BDA310 An Introduction to the AI services at AWSBDA310 An Introduction to the AI services at AWS
BDA310 An Introduction to the AI services at AWSAmazon Web Services
 
Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation Craig Milroy
 
Compared: IBM Watson Services / Microsoft Azure Services
Compared: IBM Watson Services / Microsoft Azure ServicesCompared: IBM Watson Services / Microsoft Azure Services
Compared: IBM Watson Services / Microsoft Azure ServicesCraig Milroy
 
Predictive Analytics World for Industry 4.0 Munich
Predictive Analytics World for Industry 4.0 MunichPredictive Analytics World for Industry 4.0 Munich
Predictive Analytics World for Industry 4.0 MunichRising Media Ltd.
 
How does semantic technology work?
How does semantic technology work? How does semantic technology work?
How does semantic technology work? Graeme Wood
 
Chief Data Officer: Top Ten Learnings...
Chief Data Officer: Top Ten Learnings...Chief Data Officer: Top Ten Learnings...
Chief Data Officer: Top Ten Learnings...Craig Milroy
 
Overview of IBM Watson Services via Blue Mix
Overview of IBM Watson Services via Blue Mix Overview of IBM Watson Services via Blue Mix
Overview of IBM Watson Services via Blue Mix Craig Milroy
 
AI and the Financial Service Segment
AI and the Financial Service SegmentAI and the Financial Service Segment
AI and the Financial Service SegmentGraeme Wood
 
Industrial Analytics and Predictive Maintenance 2017 - 2022
Industrial Analytics and Predictive Maintenance 2017 - 2022Industrial Analytics and Predictive Maintenance 2017 - 2022
Industrial Analytics and Predictive Maintenance 2017 - 2022Rising Media Ltd.
 
Strategy toolbox for startsups
Strategy toolbox for startsupsStrategy toolbox for startsups
Strategy toolbox for startsupsAsher Sterkin
 
The Chief Data Officer and the Organizational Journey
The Chief Data Officer and the Organizational JourneyThe Chief Data Officer and the Organizational Journey
The Chief Data Officer and the Organizational JourneyCraig Milroy
 
Chief Data Officer: Customer Analytics Innovation
Chief Data Officer: Customer Analytics InnovationChief Data Officer: Customer Analytics Innovation
Chief Data Officer: Customer Analytics InnovationCraig Milroy
 
Software strategy for startups
Software strategy for startupsSoftware strategy for startups
Software strategy for startupsAsher Sterkin
 

En vedette (20)

My Robot Can Learn -Using Reinforcement Learning to Teach my Robot
My Robot Can Learn -Using Reinforcement Learning to Teach my RobotMy Robot Can Learn -Using Reinforcement Learning to Teach my Robot
My Robot Can Learn -Using Reinforcement Learning to Teach my Robot
 
CNCF and Fujitsu
CNCF and FujitsuCNCF and Fujitsu
CNCF and Fujitsu
 
Overview of Microsoft Azure AI Services
Overview of Microsoft Azure AI ServicesOverview of Microsoft Azure AI Services
Overview of Microsoft Azure AI Services
 
Predictive Analytics World Manufacturing Düsseldorf 2017 - EN
Predictive Analytics World Manufacturing Düsseldorf 2017 - ENPredictive Analytics World Manufacturing Düsseldorf 2017 - EN
Predictive Analytics World Manufacturing Düsseldorf 2017 - EN
 
Talking to your CEO about the Chief Data Officer Role
Talking to your CEO about the Chief Data Officer Role Talking to your CEO about the Chief Data Officer Role
Talking to your CEO about the Chief Data Officer Role
 
Chief Data Officer: DataOps - Transformation of the Business Data Environment
Chief Data Officer: DataOps - Transformation of the Business Data EnvironmentChief Data Officer: DataOps - Transformation of the Business Data Environment
Chief Data Officer: DataOps - Transformation of the Business Data Environment
 
BDA310 An Introduction to the AI services at AWS
BDA310 An Introduction to the AI services at AWSBDA310 An Introduction to the AI services at AWS
BDA310 An Introduction to the AI services at AWS
 
Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation
 
Compared: IBM Watson Services / Microsoft Azure Services
Compared: IBM Watson Services / Microsoft Azure ServicesCompared: IBM Watson Services / Microsoft Azure Services
Compared: IBM Watson Services / Microsoft Azure Services
 
Predictive Analytics World for Industry 4.0 Munich
Predictive Analytics World for Industry 4.0 MunichPredictive Analytics World for Industry 4.0 Munich
Predictive Analytics World for Industry 4.0 Munich
 
How does semantic technology work?
How does semantic technology work? How does semantic technology work?
How does semantic technology work?
 
Chief Data Officer: Top Ten Learnings...
Chief Data Officer: Top Ten Learnings...Chief Data Officer: Top Ten Learnings...
Chief Data Officer: Top Ten Learnings...
 
Overview of IBM Watson Services via Blue Mix
Overview of IBM Watson Services via Blue Mix Overview of IBM Watson Services via Blue Mix
Overview of IBM Watson Services via Blue Mix
 
AI and the Financial Service Segment
AI and the Financial Service SegmentAI and the Financial Service Segment
AI and the Financial Service Segment
 
Industrial Analytics and Predictive Maintenance 2017 - 2022
Industrial Analytics and Predictive Maintenance 2017 - 2022Industrial Analytics and Predictive Maintenance 2017 - 2022
Industrial Analytics and Predictive Maintenance 2017 - 2022
 
Strategy toolbox for startsups
Strategy toolbox for startsupsStrategy toolbox for startsups
Strategy toolbox for startsups
 
The Chief Data Officer and the Organizational Journey
The Chief Data Officer and the Organizational JourneyThe Chief Data Officer and the Organizational Journey
The Chief Data Officer and the Organizational Journey
 
Chief Data Officer: Customer Analytics Innovation
Chief Data Officer: Customer Analytics InnovationChief Data Officer: Customer Analytics Innovation
Chief Data Officer: Customer Analytics Innovation
 
Serverless ddd
Serverless dddServerless ddd
Serverless ddd
 
Software strategy for startups
Software strategy for startupsSoftware strategy for startups
Software strategy for startups
 

Similaire à Data strategy in a Big Data world

Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...
Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...
Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...Craig Milroy
 
How to get started in extracting business value from big data 1 of 2 oct 2013
How to get started in extracting business value from big data 1 of 2 oct 2013How to get started in extracting business value from big data 1 of 2 oct 2013
How to get started in extracting business value from big data 1 of 2 oct 2013Jaime Nistal
 
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Grid Dynamics
 
Data Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityData Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityDATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...DATAVERSITY
 
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...Scott Richardson
 
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...DATAVERSITY
 
Fuel your Data-Driven Ambitions with Data Governance
Fuel your Data-Driven Ambitions with Data GovernanceFuel your Data-Driven Ambitions with Data Governance
Fuel your Data-Driven Ambitions with Data GovernancePedro Martins
 
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...DATAVERSITY
 
Unlocking the Value of Big Data in 2014
Unlocking the Value of Big Data in 2014Unlocking the Value of Big Data in 2014
Unlocking the Value of Big Data in 2014Dun & Bradstreet
 
The Softer Skills Analysts need to make an impact
The Softer Skills Analysts need to make an impactThe Softer Skills Analysts need to make an impact
The Softer Skills Analysts need to make an impactPaul Laughlin
 
Why Everything You Know About bigdata Is A Lie
Why Everything You Know About bigdata Is A LieWhy Everything You Know About bigdata Is A Lie
Why Everything You Know About bigdata Is A LieSunil Ranka
 
The Evolving Role of the Data Architect – What Does It Mean for Your Career?
The Evolving Role of the Data Architect – What Does It Mean for Your Career?The Evolving Role of the Data Architect – What Does It Mean for Your Career?
The Evolving Role of the Data Architect – What Does It Mean for Your Career?DATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingEmerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingDATAVERSITY
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...DATAVERSITY
 
Basics of BI and Data Management (Summary).pdf
Basics of BI and Data Management (Summary).pdfBasics of BI and Data Management (Summary).pdf
Basics of BI and Data Management (Summary).pdfamorshed
 
Big Data : From HindSight to Insight to Foresight
Big Data : From HindSight to Insight to ForesightBig Data : From HindSight to Insight to Foresight
Big Data : From HindSight to Insight to ForesightSunil Ranka
 

Similaire à Data strategy in a Big Data world (20)

Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...
Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...
Chief Data Architect or Chief Data Officer: Connecting the Enterprise Data Ec...
 
How to get started in extracting business value from big data 1 of 2 oct 2013
How to get started in extracting business value from big data 1 of 2 oct 2013How to get started in extracting business value from big data 1 of 2 oct 2013
How to get started in extracting business value from big data 1 of 2 oct 2013
 
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
 
Data Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great AccountabilityData Governance Strategies - With Great Power Comes Great Accountability
Data Governance Strategies - With Great Power Comes Great Accountability
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
Data Architecture Strategies: Building an Enterprise Data Strategy – Where to...
 
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...
Today's Chief Data Officer: 3 Types of CDOs, Key Challenges, and Opportunitie...
 
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...
DAS Slides: Building a Data Strategy – Practical Steps for Aligning with Busi...
 
Fuel your Data-Driven Ambitions with Data Governance
Fuel your Data-Driven Ambitions with Data GovernanceFuel your Data-Driven Ambitions with Data Governance
Fuel your Data-Driven Ambitions with Data Governance
 
Data Analytics Time to Grow Up
Data Analytics Time to Grow Up Data Analytics Time to Grow Up
Data Analytics Time to Grow Up
 
Join Axtria - Ingenious Insights
Join Axtria - Ingenious InsightsJoin Axtria - Ingenious Insights
Join Axtria - Ingenious Insights
 
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...
Data as a Profit Driver – Emerging Techniques to Monetize Data as a Strategic...
 
Unlocking the Value of Big Data in 2014
Unlocking the Value of Big Data in 2014Unlocking the Value of Big Data in 2014
Unlocking the Value of Big Data in 2014
 
The Softer Skills Analysts need to make an impact
The Softer Skills Analysts need to make an impactThe Softer Skills Analysts need to make an impact
The Softer Skills Analysts need to make an impact
 
Why Everything You Know About bigdata Is A Lie
Why Everything You Know About bigdata Is A LieWhy Everything You Know About bigdata Is A Lie
Why Everything You Know About bigdata Is A Lie
 
The Evolving Role of the Data Architect – What Does It Mean for Your Career?
The Evolving Role of the Data Architect – What Does It Mean for Your Career?The Evolving Role of the Data Architect – What Does It Mean for Your Career?
The Evolving Role of the Data Architect – What Does It Mean for Your Career?
 
Emerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big ThingEmerging Trends in Data Architecture – What’s the Next Big Thing
Emerging Trends in Data Architecture – What’s the Next Big Thing
 
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
Lessons in Data Modeling: Why a Data Model is an Important Part of Your Data ...
 
Basics of BI and Data Management (Summary).pdf
Basics of BI and Data Management (Summary).pdfBasics of BI and Data Management (Summary).pdf
Basics of BI and Data Management (Summary).pdf
 
Big Data : From HindSight to Insight to Foresight
Big Data : From HindSight to Insight to ForesightBig Data : From HindSight to Insight to Foresight
Big Data : From HindSight to Insight to Foresight
 

Plus de Craig Milroy

Well Architected Framework - Data
Well Architected Framework - Data Well Architected Framework - Data
Well Architected Framework - Data Craig Milroy
 
AWS reInvent 2019 Trip Report
AWS reInvent 2019 Trip ReportAWS reInvent 2019 Trip Report
AWS reInvent 2019 Trip ReportCraig Milroy
 
AWS re:Invent 2019
AWS re:Invent 2019AWS re:Invent 2019
AWS re:Invent 2019Craig Milroy
 
#AI + #Cloud = #DigitalTransformation
#AI + #Cloud = #DigitalTransformation#AI + #Cloud = #DigitalTransformation
#AI + #Cloud = #DigitalTransformationCraig Milroy
 
Artificial Intelligence API Services Compared
Artificial Intelligence API Services ComparedArtificial Intelligence API Services Compared
Artificial Intelligence API Services ComparedCraig Milroy
 
How to ready your organization for Artificial Intelligence
How to ready your organization for Artificial IntelligenceHow to ready your organization for Artificial Intelligence
How to ready your organization for Artificial IntelligenceCraig Milroy
 
Data Science Capability Framework
Data Science Capability FrameworkData Science Capability Framework
Data Science Capability FrameworkCraig Milroy
 
Chief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data ScienceChief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data ScienceCraig Milroy
 
Chief Data Officer: Overcoming Data Silos for True Business Value
Chief Data Officer: Overcoming Data Silos for True Business ValueChief Data Officer: Overcoming Data Silos for True Business Value
Chief Data Officer: Overcoming Data Silos for True Business ValueCraig Milroy
 
Alignment: Office of the Chief Data Officer & BCBS 239
Alignment: Office of the Chief Data Officer & BCBS 239Alignment: Office of the Chief Data Officer & BCBS 239
Alignment: Office of the Chief Data Officer & BCBS 239Craig Milroy
 
Office of the Chief Data Officer. How is your office organized?
Office of the Chief Data Officer. How is your office organized?Office of the Chief Data Officer. How is your office organized?
Office of the Chief Data Officer. How is your office organized?Craig Milroy
 

Plus de Craig Milroy (11)

Well Architected Framework - Data
Well Architected Framework - Data Well Architected Framework - Data
Well Architected Framework - Data
 
AWS reInvent 2019 Trip Report
AWS reInvent 2019 Trip ReportAWS reInvent 2019 Trip Report
AWS reInvent 2019 Trip Report
 
AWS re:Invent 2019
AWS re:Invent 2019AWS re:Invent 2019
AWS re:Invent 2019
 
#AI + #Cloud = #DigitalTransformation
#AI + #Cloud = #DigitalTransformation#AI + #Cloud = #DigitalTransformation
#AI + #Cloud = #DigitalTransformation
 
Artificial Intelligence API Services Compared
Artificial Intelligence API Services ComparedArtificial Intelligence API Services Compared
Artificial Intelligence API Services Compared
 
How to ready your organization for Artificial Intelligence
How to ready your organization for Artificial IntelligenceHow to ready your organization for Artificial Intelligence
How to ready your organization for Artificial Intelligence
 
Data Science Capability Framework
Data Science Capability FrameworkData Science Capability Framework
Data Science Capability Framework
 
Chief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data ScienceChief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data Science
 
Chief Data Officer: Overcoming Data Silos for True Business Value
Chief Data Officer: Overcoming Data Silos for True Business ValueChief Data Officer: Overcoming Data Silos for True Business Value
Chief Data Officer: Overcoming Data Silos for True Business Value
 
Alignment: Office of the Chief Data Officer & BCBS 239
Alignment: Office of the Chief Data Officer & BCBS 239Alignment: Office of the Chief Data Officer & BCBS 239
Alignment: Office of the Chief Data Officer & BCBS 239
 
Office of the Chief Data Officer. How is your office organized?
Office of the Chief Data Officer. How is your office organized?Office of the Chief Data Officer. How is your office organized?
Office of the Chief Data Officer. How is your office organized?
 

Dernier

The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyEthan lee
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...Paul Menig
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfPaul Menig
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsApsara Of India
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth MarketingShawn Pang
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurSuhani Kapoor
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Lviv Startup Club
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Tina Ji
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒anilsa9823
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetDenis Gagné
 
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130  Available With RoomVIP Kolkata Call Girl Howrah 👉 8250192130  Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Roomdivyansh0kumar0
 
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...noida100girls
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...anilsa9823
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewasmakika9823
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxAndy Lambert
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...lizamodels9
 

Dernier (20)

The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...7.pdf This presentation captures many uses and the significance of the number...
7.pdf This presentation captures many uses and the significance of the number...
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
 
Grateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdfGrateful 7 speech thanking everyone that has helped.pdf
Grateful 7 speech thanking everyone that has helped.pdf
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
 
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service JamshedpurVIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
VIP Call Girl Jamshedpur Aashi 8250192130 Independent Escort Service Jamshedpur
 
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
Yaroslav Rozhankivskyy: Три складові і три передумови максимальної продуктивн...
 
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
Russian Faridabad Call Girls(Badarpur) : ☎ 8168257667, @4999
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
Best Practices for Implementing an External Recruiting Partnership
Best Practices for Implementing an External Recruiting PartnershipBest Practices for Implementing an External Recruiting Partnership
Best Practices for Implementing an External Recruiting Partnership
 
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒VIP Call Girls In Saharaganj ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment (COD) 👒
VIP Call Girls In Saharaganj ( Lucknow ) 🔝 8923113531 🔝 Cash Payment (COD) 👒
 
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature SetCreating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
Creating Low-Code Loan Applications using the Trisotech Mortgage Feature Set
 
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130  Available With RoomVIP Kolkata Call Girl Howrah 👉 8250192130  Available With Room
VIP Kolkata Call Girl Howrah 👉 8250192130 Available With Room
 
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...BEST ✨ Call Girls In  Indirapuram Ghaziabad  ✔️ 9871031762 ✔️ Escorts Service...
BEST ✨ Call Girls In Indirapuram Ghaziabad ✔️ 9871031762 ✔️ Escorts Service...
 
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
Lucknow 💋 Escorts in Lucknow - 450+ Call Girl Cash Payment 8923113531 Neha Th...
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptx
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 

Data strategy in a Big Data world

  • 1. Data Strategy in a Big Data World Craig C. Milroy, Chief Data Architect
  • 2. 2
  • 3. Increased data centricity Why? - The Problem: When did Data become so complicated? 3
  • 4. Why? - The Problem: Thank you for Cloud and Big Data Conversation… 4 Info. Lifecycle Management Data Security & Privacy Master Data Management Data Governance Database Management DB Data Integration Analytics & BI Metadata Management Reference Data Data Quality Data Services Big Info. Lifecycle Big Data Big Security & Big Master Data Big Data Big Database Big Data Big Analytics & BI Big Metadata Big Big Data Quality Big Data
  • 5. Consumers LOB Why? - The Problem: When did Data become so complicated… CIF ODS CIF LOB LOB LOB MDM 5
  • 6. 2008 2009 2010 2011 2012 2013 2014 #OPEN DATA #INTERNET OF THINGS #BIG DATA Why? - The Problem: And lets not forget about… 6 #CLOUD #SOCIAL #MOBILE
  • 7. … Data Driven Business Objectives are not currently possible to achieve When - The Problem: How do you know you need a data strategy? 7 Customer Growth Growth Speed Customer Innovation Operational Risk Reduction Financial Efficiency Risk Exposure Regulatory Controls Responsiveness
  • 8. Data market trends influence your business direction ? 0 10 20 30 40 50 60 70 80 90 100 Big Data Cloud Data Analytics Data Scientist Data growth trends within your organization is greater than Revenue and Profitability growth? 0 5 10 15 20 25 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 Data Storage PB Profit When - The Problem: How do you know you need a data strategy? 8
  • 9. … Strategy derived from perceived pain points When - The Problem: How do you know you need a data strategy? 9 Security & Privacy Info. Lifecycle Management Data Master Data Management Data Governance Database Management DB Data Integration Analytics & BI Metadata Management Reference Data Data Quality Data Services
  • 10. …STATUS QUO …TECHNOLOGY CENTRIC APPROACH …PAPER BASED EXERCISE …ABOUT DATA PLATFORM CURRENCY What? – The Proposal: What a Data Strategy is Not… 10
  • 11. …resolution of Data Ownership and Governance …achievement of Strategic Business Objectives …Key driver for CULTURAL and BEHAVIORAL change …Break down of Data Silos while Enabling SPEED, AGILITY & INNOVATION What is an asset? Project vs. Asset How to leverage untapped, undermanaged asset… What? – The Proposal: What a Data Strategy enables… 11
  • 12. Financial Networks Analytics Enhanced Customer Insight Information Security Risk & Compliance Management Data Exploration Operational Analysis Data Strategy What? – The Proposal: With a Data Strategy these may be within reach… 12
  • 13. The creation of an Enterprise DATA Strategy is HARD WORK. The Proposal: Mechanics for a Data Strategy Adoption… Enterprise Data Strategy Business Technology Line of Business Line of Business Line of Business Line of Business Enterprise Systems 13
  • 14. Customer Growth Operational Regulatory Capabilities Architecture Culture/ Behavior Data Governance Data Data Quality Data Economics Data Centricity Data Ownership Analytics Privacy/Security/ Legal Technology Process Organization The How: Data Strategy on a Page… 14 Business Objectives
  • 15. Data Collection & Verification Analysis & Opportunity Identification Planning & Discovery Define Scope Project Planning & Schedule Stakeholder/ Participants Business Framework Assessment Technology Framework Assessment Data Model Assessment Business/Technology Target State Actionable Transition Roadmap Change Management Organizational Change Cultural /Behavioral Change Technology Change Communications Business Value / Financial Model Alignment with Strategy Drivers Business Objectives Data Strategy … Focus on Long-Term; yet be pragmatic… How: Mechanics for a Data Strategy… 15
  • 16. Business Capabilities Business Challenges Business Outcome Market Drivers Global Economy Local Economy Regulations Customers Technology Innovation Regulatory Compliance Focus on Risk Management Strengthen the Balance Sheet Increase Revenue Business Model Optimization Speed to Market Actively Manage Risk Customer Insights Customer Experience Innovative Product/Services Business Value / Financial Model Customer Growth Operational Regulatory … alignment to business objectives, value and capabilities is essential How: Mechanics for a Data Strategy… Business Objectives 16
  • 17. … alignment to Technology objectives, value and capabilities is essential How: Mechanics for a Data Strategy… 17
  • 18. Organization Party Party Asset Product Agreement Location Event … future state must guide technology investment How: Mechanics for a Data Strategy 18
  • 19. … To ensure Technology support; a different view of the data strategy 19 How: Data Strategy Outputs Info. Lifecycle Management Data Data Integration Big Data Security and Privacy Master Data Management Database Management Data Governance Analytics & BI Organizational Data Model Technology Platform Enablement Strategic Business Assets DB Reference Data Metadata Management Data Services Data Strategy
  • 20. … Data is required to make your case Long-Term Business Value Enablement 20 How: Business Case Customer Growth Operational Regulatory Data Points Data Quality Delivery Infrastructure Business Metrics/KPI’S PMO Business Objectives Governance Organization Technology Enablement Change Financial Outcomes Business Outcomes
  • 21. Chief Information Officer VP Information Management Director Data Management Database Administrator Chief Data Officer Chief Analytics Officer Data Architect Data Scientist Chief Customer Officer Chief Marketing Officer Chief Risk Officer … a new Data Centric World is emerging…. Who: New Cast of Characters in the Data Space 21
  • 22. … Enforced, centrally establish enterprise data governance, balanced with guidance…. Who: The new organization… 22 Data Policies Data Compliance Data Quality Data Strategy Open Data Enterprise Architecture Line of Business Data Monetization Data Steward Communities Data Strategy Data Governance Office of the Chief Data Officer Risk Data Finance Data Customer Data LOB Data Technology Delivery
  • 23. … The effort is a journey 12 Months and Beyond 6 to 12 Months Initiation to 6 Months CDO Recruitment Develop Data strategy Data Governance Office of The CDO “Data Scientist” Enterprise Data Roadmap Data as a Business Asset Business Case Data Strategy Refresh Data Monetization Stakeholder Alignment … The Goal is enabling Data as a Strategic Business Asset 23 Data Transformation Journey
  • 24. 24
  • 25. Banking, Big Data, Business Analytics, Business Architecture, Business Capability, Business Intelligence, Business Leadership Business Process, Business Transformation, Chief Data Architect, Cloud, Customer Centricity, Customer Relationship Management , Data Architecture , Data Assessments, Data Exploration, Data Governance, Data Integration, Data Process Modeling, Data Quality, Data Strategy, Data Streams, Data Visualization, Data Warehouse, Design, Financial Services, Enterprise Architecture, FSLDM, Hadoop, Information Lifecycle Management, Investment, Master Data Management, Metadata Management, Mobile, Next Generation Data Platform, Open Data, Open Source, Reference Data Management, Roadmap, Risk Management, Startup, Technology Stack, Thought Leadership 25