Suche senden
Hochladen
Artifacts to Enable Data Goverance
•
10 gefällt mir
•
6,200 views
DATAVERSITY
Folgen
Technologie
Melden
Teilen
Melden
Teilen
1 von 30
Jetzt herunterladen
Downloaden Sie, um offline zu lesen
Empfohlen
Introduction to Data Governance
Introduction to Data Governance
John Bao Vuu
How to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
DATAVERSITY
Data Governance Best Practices
Data Governance Best Practices
Boris Otto
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
DATAVERSITY
Real-World Data Governance: Data Governance Roles & Responsibilities
Real-World Data Governance: Data Governance Roles & Responsibilities
DATAVERSITY
Why data governance is the new buzz?
Why data governance is the new buzz?
Aachen Data & AI Meetup
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
DATAVERSITY
Data governance
Data governance
MD Redaan
Empfohlen
Introduction to Data Governance
Introduction to Data Governance
John Bao Vuu
How to Implement Data Governance Best Practice
How to Implement Data Governance Best Practice
DATAVERSITY
Data Governance Best Practices
Data Governance Best Practices
Boris Otto
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
DATAVERSITY
Real-World Data Governance: Data Governance Roles & Responsibilities
Real-World Data Governance: Data Governance Roles & Responsibilities
DATAVERSITY
Why data governance is the new buzz?
Why data governance is the new buzz?
Aachen Data & AI Meetup
Data Governance Best Practices, Assessments, and Roadmaps
Data Governance Best Practices, Assessments, and Roadmaps
DATAVERSITY
Data governance
Data governance
MD Redaan
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
DATUM LLC
Data Management is Data Governance
Data Management is Data Governance
DATAVERSITY
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
DATAVERSITY
RWDG Slides: What is a Data Steward to do?
RWDG Slides: What is a Data Steward to do?
DATAVERSITY
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
DATAVERSITY
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
DATAVERSITY
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
DATAVERSITY
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
DATAVERSITY
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
DATAVERSITY
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
DATAVERSITY
Data Governance — Aligning Technical and Business Approaches
Data Governance — Aligning Technical and Business Approaches
DATAVERSITY
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
DATAVERSITY
8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy
Silicon Valley Data Science
Top 10 Artifacts Needed For Data Governance
Top 10 Artifacts Needed For Data Governance
First San Francisco Partners
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
DATAVERSITY
Data Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
DATAVERSITY
Data Governance
Data Governance
Rob Lux
Data Quality Best Practices
Data Quality Best Practices
DATAVERSITY
Data Governance Best Practices
Data Governance Best Practices
DATAVERSITY
Implementing Effective Data Governance
Implementing Effective Data Governance
Christopher Bradley
Ibm data governance framework
Ibm data governance framework
kaiyun7631
Weitere ähnliche Inhalte
Was ist angesagt?
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
DATUM LLC
Data Management is Data Governance
Data Management is Data Governance
DATAVERSITY
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
DATAVERSITY
RWDG Slides: What is a Data Steward to do?
RWDG Slides: What is a Data Steward to do?
DATAVERSITY
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
DATAVERSITY
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
DATAVERSITY
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
DATAVERSITY
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
DATAVERSITY
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
DATAVERSITY
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
DATAVERSITY
Data Governance — Aligning Technical and Business Approaches
Data Governance — Aligning Technical and Business Approaches
DATAVERSITY
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
DATAVERSITY
8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy
Silicon Valley Data Science
Top 10 Artifacts Needed For Data Governance
Top 10 Artifacts Needed For Data Governance
First San Francisco Partners
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
DATAVERSITY
Data Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
DATAVERSITY
Data Governance
Data Governance
Rob Lux
Data Quality Best Practices
Data Quality Best Practices
DATAVERSITY
Data Governance Best Practices
Data Governance Best Practices
DATAVERSITY
Was ist angesagt?
(20)
How to Build & Sustain a Data Governance Operating Model
How to Build & Sustain a Data Governance Operating Model
Data Management is Data Governance
Data Management is Data Governance
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
RWDG Slides: What is a Data Steward to do?
RWDG Slides: What is a Data Steward to do?
Real-World Data Governance: Data Governance Expectations
Real-World Data Governance: Data Governance Expectations
Data Governance Roles as the Backbone of Your Program
Data Governance Roles as the Backbone of Your Program
RWDG Slides: Data Governance Roles and Responsibilities
RWDG Slides: Data Governance Roles and Responsibilities
Improving Data Literacy Around Data Architecture
Improving Data Literacy Around Data Architecture
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data-Ed Slides: Best Practices in Data Stewardship (Technical)
Data Governance — Aligning Technical and Business Approaches
Data Governance — Aligning Technical and Business Approaches
Master Data Management – Aligning Data, Process, and Governance
Master Data Management – Aligning Data, Process, and Governance
8 Steps to Creating a Data Strategy
8 Steps to Creating a Data Strategy
Top 10 Artifacts Needed For Data Governance
Top 10 Artifacts Needed For Data Governance
Do-It-Yourself (DIY) Data Governance Framework
Do-It-Yourself (DIY) Data Governance Framework
Data Strategy Best Practices
Data Strategy Best Practices
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
Data Governance
Data Governance
Data Quality Best Practices
Data Quality Best Practices
Data Governance Best Practices
Data Governance Best Practices
Andere mochten auch
Implementing Effective Data Governance
Implementing Effective Data Governance
Christopher Bradley
Ibm data governance framework
Ibm data governance framework
kaiyun7631
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
DATAVERSITY
Domain-Driven Data
Domain-Driven Data
DATAVERSITY
Data Governance
Data Governance
SambaSoup
Data Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management Initiatives
Alan McSweeney
Data Architecture for Data Governance
Data Architecture for Data Governance
DATAVERSITY
Real-World Data Governance: The Role of Meta-Data in Data Governance
Real-World Data Governance: The Role of Meta-Data in Data Governance
DATAVERSITY
Enterprise Data Webinar World Series: Leading the Data Asset Management Team ...
Enterprise Data Webinar World Series: Leading the Data Asset Management Team ...
DATAVERSITY
Five steps to launch your data governance office
Five steps to launch your data governance office
DATAVERSITY
Data Modeling is Data Governance
Data Modeling is Data Governance
DATAVERSITY
Role of Analytics in Delivering Health Information to help fight Cancer in Au...
Role of Analytics in Delivering Health Information to help fight Cancer in Au...
Deanna Kosaraju
Mike2.0 Information Governance Overview
Mike2.0 Information Governance Overview
sean.mcclowry
Real-World Data Governance: Build Your Own Data Governance Tools
Real-World Data Governance: Build Your Own Data Governance Tools
DATAVERSITY
Program Management Artifacts
Program Management Artifacts
rtbyrnes
Real-World Data Governance - Tools of Data Governance - Purchased and Develop...
Real-World Data Governance - Tools of Data Governance - Purchased and Develop...
DATAVERSITY
CDO Ignite
CDO Ignite
Holmes70
Getting Started with Knowledge Graphs
Getting Started with Knowledge Graphs
Peter Haase
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
DATAVERSITY
Introduction to Software Quality & its' Challenges
Introduction to Software Quality & its' Challenges
International Turneky Systems
Andere mochten auch
(20)
Implementing Effective Data Governance
Implementing Effective Data Governance
Ibm data governance framework
Ibm data governance framework
Real-World DG Webinar: A Data Governance Framework for Success
Real-World DG Webinar: A Data Governance Framework for Success
Domain-Driven Data
Domain-Driven Data
Data Governance
Data Governance
Data Governance: Keystone of Information Management Initiatives
Data Governance: Keystone of Information Management Initiatives
Data Architecture for Data Governance
Data Architecture for Data Governance
Real-World Data Governance: The Role of Meta-Data in Data Governance
Real-World Data Governance: The Role of Meta-Data in Data Governance
Enterprise Data Webinar World Series: Leading the Data Asset Management Team ...
Enterprise Data Webinar World Series: Leading the Data Asset Management Team ...
Five steps to launch your data governance office
Five steps to launch your data governance office
Data Modeling is Data Governance
Data Modeling is Data Governance
Role of Analytics in Delivering Health Information to help fight Cancer in Au...
Role of Analytics in Delivering Health Information to help fight Cancer in Au...
Mike2.0 Information Governance Overview
Mike2.0 Information Governance Overview
Real-World Data Governance: Build Your Own Data Governance Tools
Real-World Data Governance: Build Your Own Data Governance Tools
Program Management Artifacts
Program Management Artifacts
Real-World Data Governance - Tools of Data Governance - Purchased and Develop...
Real-World Data Governance - Tools of Data Governance - Purchased and Develop...
CDO Ignite
CDO Ignite
Getting Started with Knowledge Graphs
Getting Started with Knowledge Graphs
RWDG Webinar: Mastering and Master Data Governance
RWDG Webinar: Mastering and Master Data Governance
Introduction to Software Quality & its' Challenges
Introduction to Software Quality & its' Challenges
Ähnlich wie Artifacts to Enable Data Goverance
Real-World Data Governance: Tools of Data Governance – Purchased and Develope...
Real-World Data Governance: Tools of Data Governance – Purchased and Develope...
DATAVERSITY
Real-World Data Governance Webinar: Data Governance, Big Data, and the Cloud
Real-World Data Governance Webinar: Data Governance, Big Data, and the Cloud
DATAVERSITY
Data Governance And Technology Enablement First San Francisco Partners 2009
Data Governance And Technology Enablement First San Francisco Partners 2009
First San Francisco Partners
Real-World Data Governance: Business Glossaries and Data Governance
Real-World Data Governance: Business Glossaries and Data Governance
DATAVERSITY
Real-World Data Governance: Non-Invasive Data Governance - The Practical Appr...
Real-World Data Governance: Non-Invasive Data Governance - The Practical Appr...
DATAVERSITY
Real World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured Data
DATAVERSITY
What is an information professional?
What is an information professional?
John Mancini
20100430 introduction to business objects data services
20100430 introduction to business objects data services
Junhyun Song
Real-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data Governance
DATAVERSITY
Data-Ed: Unlock Business Value through Data Governance
Data-Ed: Unlock Business Value through Data Governance
Data Blueprint
DataEd Online: Unlock Business Value through Data Governance
DataEd Online: Unlock Business Value through Data Governance
DATAVERSITY
Data Governance for the Executive
Data Governance for the Executive
DATAVERSITY
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
DATAVERSITY
Information builders gartner mdm - barcelona 2-7-2013
Information builders gartner mdm - barcelona 2-7-2013
Information Builders International
Award Winning Data Governance 2012
Award Winning Data Governance 2012
DATAVERSITY
Why Should Consultants and Systems Integrators Become Certified Information P...
Why Should Consultants and Systems Integrators Become Certified Information P...
John Mancini
Financial Management For It Services Brochure
Financial Management For It Services Brochure
Ashley Rowe
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data Quality
DATAVERSITY
Expert Webinar Series: SharePoint Governance - Managing Content Sprawl
Expert Webinar Series: SharePoint Governance - Managing Content Sprawl
martingarland
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance Program
DATAVERSITY
Ähnlich wie Artifacts to Enable Data Goverance
(20)
Real-World Data Governance: Tools of Data Governance – Purchased and Develope...
Real-World Data Governance: Tools of Data Governance – Purchased and Develope...
Real-World Data Governance Webinar: Data Governance, Big Data, and the Cloud
Real-World Data Governance Webinar: Data Governance, Big Data, and the Cloud
Data Governance And Technology Enablement First San Francisco Partners 2009
Data Governance And Technology Enablement First San Francisco Partners 2009
Real-World Data Governance: Business Glossaries and Data Governance
Real-World Data Governance: Business Glossaries and Data Governance
Real-World Data Governance: Non-Invasive Data Governance - The Practical Appr...
Real-World Data Governance: Non-Invasive Data Governance - The Practical Appr...
Real World Data Governance Governing Unstructured Data
Real World Data Governance Governing Unstructured Data
What is an information professional?
What is an information professional?
20100430 introduction to business objects data services
20100430 introduction to business objects data services
Real-World Data Governance: Master Data Management & Data Governance
Real-World Data Governance: Master Data Management & Data Governance
Data-Ed: Unlock Business Value through Data Governance
Data-Ed: Unlock Business Value through Data Governance
DataEd Online: Unlock Business Value through Data Governance
DataEd Online: Unlock Business Value through Data Governance
Data Governance for the Executive
Data Governance for the Executive
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Real-World Data Governance: Managing Data & Information as an Asset - Governa...
Information builders gartner mdm - barcelona 2-7-2013
Information builders gartner mdm - barcelona 2-7-2013
Award Winning Data Governance 2012
Award Winning Data Governance 2012
Why Should Consultants and Systems Integrators Become Certified Information P...
Why Should Consultants and Systems Integrators Become Certified Information P...
Financial Management For It Services Brochure
Financial Management For It Services Brochure
Data Governance and Data Science to Improve Data Quality
Data Governance and Data Science to Improve Data Quality
Expert Webinar Series: SharePoint Governance - Managing Content Sprawl
Expert Webinar Series: SharePoint Governance - Managing Content Sprawl
The Role of Metadata in a Data Governance Program
The Role of Metadata in a Data Governance Program
Mehr von DATAVERSITY
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
DATAVERSITY
Exploring Levels of Data Literacy
Exploring Levels of Data Literacy
DATAVERSITY
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
DATAVERSITY
Make Data Work for You
Make Data Work for You
DATAVERSITY
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
DATAVERSITY
Data Modeling Fundamentals
Data Modeling Fundamentals
DATAVERSITY
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
DATAVERSITY
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
DATAVERSITY
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
DATAVERSITY
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
DATAVERSITY
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
DATAVERSITY
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
DATAVERSITY
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
DATAVERSITY
Data Strategy Best Practices
Data Strategy Best Practices
DATAVERSITY
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
DATAVERSITY
Data Management Best Practices
Data Management Best Practices
DATAVERSITY
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
DATAVERSITY
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
DATAVERSITY
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business Intelligence
DATAVERSITY
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
DATAVERSITY
Mehr von DATAVERSITY
(20)
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Exploring Levels of Data Literacy
Exploring Levels of Data Literacy
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Make Data Work for You
Make Data Work for You
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
Data Modeling Fundamentals
Data Modeling Fundamentals
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
Data Strategy Best Practices
Data Strategy Best Practices
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
Data Management Best Practices
Data Management Best Practices
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Keeping the Pulse of Your Data – Why You Need Data Observability to Improve D...
Empowering the Data Driven Business with Modern Business Intelligence
Empowering the Data Driven Business with Modern Business Intelligence
Enterprise Architecture vs. Data Architecture
Enterprise Architecture vs. Data Architecture
Kürzlich hochgeladen
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
Delhi Call girls
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Miguel Araújo
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
giselly40
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
hans926745
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
HampshireHUG
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
wesley chun
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Katpro Technologies
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘
RTylerCroy
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
Paola De la Torre
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
Earley Information Science
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
Delhi Call girls
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Enterprise Knowledge
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
Radu Cotescu
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
Delhi Call girls
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
The Digital Insurer
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
Allon Mureinik
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
The Digital Insurer
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
Safe Software
Kürzlich hochgeladen
(20)
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
🐬 The future of MySQL is Postgres 🐘
🐬 The future of MySQL is Postgres 🐘
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
Artifacts to Enable Data Goverance
1.
Real World Data
Governance Webinar 1: Artifacts to Enable Data Governance Monthly Webinar Series Hosted by Dataversity Robert S. Seiner – KIK Consulting / TDAN.com January 19, 2012 – 2:00 p.m. EST Robert S. Seiner KIK Consulting & Educational Services, LLC - KIKconsulting.com The Data Administration Newsletter, LLC - TDAN.com 1 1 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
2.
Real-World Data Governance
Artifacts to Enable Data Governance – Abstract • Successful Data Governance Programs often result in the delivery of “artifacts”, internally delivered by-products from program implementation, that become the focus and face of the program. Bob Seiner has been delivering successful programs to his clients for many years and along the way he has collected and built a series of artifacts that play this exact role. • Join Bob Seiner and DATAVERSITY as they kick off their new monthly webinar series titled “Real World Data Governance” with a valuable hour introducing and demonstrating value of several artifacts, developed internally, that will add significant value to your Data Governance Program. • The artifacts that will be discussed focus on common data, governance activities, communications and process accountability and samples of these artifacts will be described in detail. This could be the most valuable hour of data governance content ever. Join us for “Real World Data Governance”. 2 2 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
3.
Real-World Data Governance
Artifacts to Enable Data Governance – Abstract • What Artifacts will be covered? Artifacts associated with … – Formalizing Roles & Responsibilities (Operating Model) – Formalizing Accountability for Data (Common Data Matrix) – Formalizing Processes (Work Flow & Issue Resolution Templates) – Formalizing Awareness (Communications Matrix) • You Are Going to Have to Address Roles, Accountability, Process and Awareness You May as Well Find a Way to Formally Record the Meta-Data About Those Things! • Quite Possibly the Most Valuable Hour of Data Governance Content Ever! Maybe? 3 3 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
4.
Real-World Data Governance
Artifacts to Enable Data Governance – Operating Model • Operating Model Artifact: – Definition of Roles, Basis for the Program – Used to Formalize Roles & Responsibilities, Engage, Communicate – Data Governance (on some level) is Already Taking Place! – Be Non-Invasive in Your Approach to Identifying People into Roles – Covers Executive, Strategic, Tactical, Operational & Support – Pyramid Structure Has Meaning – Arrows Have Meaning 4 4 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
5.
Real-World Data Governance
Artifacts to Enable Data Governance – Operating Model KIK Consulting & Educational Services, LLC “Non-Invasive Data Governance”™ Operating Model of Roles & Responsibilities Data Governance Program Team Executive Level EXISTS Data Governance Team Manager Data Steering Committee NEW Responsible for Administering the Program, Senior-most level knowledge of the program. facilitating use of the Data Governance Council, Leverage existing business structure as possible. communicating program components and value to the Organization. If no structure exists, utilize an IT Steering Committee Executive Advisory assistance from other levels. or an executive founded board or council. LEVERAGE IT Subject Resource Experts Strategic Level System/Data Resource Experts Data Governance Council EXISTS IT Staff including Application Data Governance Sponsors Group Development, Data Design, or Group of similar participation. One person, plus Security, and other Data alternate, for each Business Unit represented & IT. Strategic - Resource Management. Consider financial services & human resources. Enterprise Tactical Level T) Data Domain Stewards GP (D Per assigned Subject Areas NEW ts m Data Steward Coordinators r pe a Te Ex One per Business Unit m e ra rc og ou Pr es Tactical Level - Cross Business Unit ce tR an ec Operational Level rn bj ve Su Operational Data Stewards (existing) Go IT EXISTS Es Data Definers, Producers, Users ta c Da ala These people are presently defining, tio Co producing and using data as part of their n m jobs. Recording of the Operational Data /A m un pp Stewards will be an important enabler of ica ro improved communications, coordination va tio lP and cooperation among stewards. n at h Operational Level - Business Unit Specific Copyright © 2009 - Robert S. Seiner - KIK Consulting & Educational Services, LLC - All Rights Reserved 5 5 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
6.
Real-World Data Governance
Artifacts to Enable Data Governance – Operating Model • What Should Be Included in the Operating Model: – Details: Who Will Participate / How Many People / What Will They Do / How Much Time – Activities during Launch of Data Governance – Activities during Steady State of Data Governance 6 6 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
7.
Real-World Data Governance
Artifacts to Enable Data Governance – Operating Model 7 7 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
8.
Real-World Data Governance
Artifacts to Enable Data Governance – Operating Model 8 8 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
9.
Real-World Data Governance
Artifacts to Enable Data Governance – Common Data Matrix • Common Data Matrix Artifact: – Assists in Inventory of Data, Data Stores, Systems, System of Record, … – Assists in Formalizing Accountability for Data and Information – Record Cross Reference of Domains (Subject Areas) and Potential Stakeholders – Formally Manage Master Data Categories into Domains & Sub-Domains – Identify Strategic, Tactical and Operational Stakeholders – Formally Identify and Engage the Knowledgeable IT Resources 9 9 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
10.
Real-World Data Governance
Artifacts to Enable Data Governance – Common Data Matrix 10 10 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
11.
Real-World Data Governance
Artifacts to Enable Data Governance – Common Data Matrix 11 11 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
12.
Real-World Data Governance
Artifacts to Enable Data Governance – Common Data Matrix 12 12 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
13.
Real-World Data Governance
Artifacts to Enable Data Governance – Common Data Matrix 13 13 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
14.
Real-World Data Governance
Artifacts to Enable Data Governance – Work Flow Templates • Work Flow Templates Artifacts: – Assists in Formalizing Processes and Workflows – Record Cross Reference of Process Steps and Governance Roles – Formally Identify Accountability for Steps of the Process – Specify RASCI – Responsible, Accountable, Supportive, Consulted, Informed – Cross Reference for Methodology, Project, Risk Management, Requests – Specify Outcomes, Deliverables, Milestones, Timelines, … 14 14 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
15.
Real-World Data Governance
Artifacts to Enable Data Governance – Work Flow Templates DATA GOVERNANCE ACTIVITY MATRIX© MASTER DATA IT DATA DOMAIN / LOB/FUNCTIONAL AREA DEVELOPMENT OPERATIONAL DATA STEWARDS LIFE CYCLE DATA DOMAIN DATA STEWARD SYSTEM SMEs DATA SMEs (MDDLC) STEWARD COORDINATOR DATA DATA DEFINER DATA USER (or designee) PRODUCER Coordinate and manage all Coordinate and manage all Activity initiated re: this domain, Activity initiated re: this domain, Participate in data Participate in data Participate in data INFORMATION technical aspects of system technical aspects of data Data Domain Steward is involved Steward Coordinator is involved in definition information production usage information GATHERING information gathering with Data information gathering with Data in identifying and recording info identifying Operational Stewards gathering as needed. information gathering gathering as needed. Domain Stewards and Steward Domain Stewards and Steward related Domains, Systems, in this LOB/FA that should as needed. (DOMAIN, SYSTEM, Coordinators. Assure appropriate Coordinators. Assure appropriate Stewards per issue or task. participate in this work flow. STEWARDS) technical meta-data is recorded. technical meta-data is recorded. Assure appropriate business meta-data is recorded. Coordinate and manage all Coordinate and manage all Coordinate activities of Provide definition Produce user technical aspects of system technical aspects of data Operational Stewards including requirements & requirements. Use ASSESSMENT & assessment & requirements assessment & requirements project timelines, status reporting, gathering document. data needed to gathering with Data Domain gathering with Data Domain tactical decision making. Assure Define data needed to operate business & REQUIREMENTS Stewards and Steward Stewards and Steward appropriate business meta-data is operate business & report results. Coordinators. Coordinators. recorded. report results. Coordinate and manage all Coordinate and manage all Coordinate tasks associated Provide data Provide data usage technical aspects of system technical aspects of data planning conducting planning and analysis definition guidance to guidance to build the PLANNING & planning and analysis with Data and analysis with Data Domain steps. build the appropriate appropriate solution. Domain Stewards and Steward Stewards and Steward solution. ANALYSIS Coordinators. Coordinators. Coordinate system design with Coordinate data design with Data Coordinate tasks associated Propose alternatives Propose alternatives Propose alternatives Data Domain Stewards and Domain Stewards and Steward conducting planning and analysis for data definition for data production for data usage Steward Coordinators. Coordinators. steps. Accept or Resolve solution solution that best fits that best fits with the solution that best fits SOLUTION DESIGN from the Steward Coordinator. with defined data definition with defined requirements. solution and defined requirements. requirements. Coordinate and manage all Coordinate and manage all Coordinate activities of all Provide input to the technical aspects of system technical aspects of data solution individuals related to development development of the SOLUTION solution development. Assure development. Assure that work including timelines, status, data production that appropriate technical meta- appropriate technical meta-data is tactical decision making. solution. DEVELOPMENT data is recorded. recorded. Perform EIS system testing. Perform EIS data testing. Assure Coordinate business tasks Coordinate activities of the Test data solution Test data solution Test data solution Assure that appropriate technical that appropriate technical meta- associated with solution testing Operational Stewards related to from a definition from a production from a usage meta-data is recorded. data is recorded. steps. testing work including timelines, perspective. Assure perspective. Assure perspective. Assure SOLUTION TESTING status, tactical decision making. that appropriate that appropriate that appropriate business meta-data is business meta-data is business meta-data is recorded. recorded. recorded. Coordinate and manage all Coordinate and manage all Coordinate business tasks Coordinate activities of the technical aspects of system technical aspects of data solution associated with solution Operational Stewards related to SOLUTION solution implementation. implementation. implementation. solution implementation including timelines, status, tactical decision IMPLEMENTATION making. Coordinate and manage all Coordinate and manage all Coordinate business tasks Coordinate activities of the As part of daily job, As part of daily job, As part of daily job, technical aspects of system technical aspects of data solution associated with solution Operational Stewards related to identify operation identify operation identify operation SOLUTION solution monitoring & monitoring & maintenance. monitoring & maintenance. solution monitoring & data issues pertaining data issues pertaining data issues pertaining MONITORING & maintenance. maintenance including timelines, to their domain of to their domain of to their domain of MAINTENANCE status, tactical decision making. data. data. data. 15 15 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
16.
Real-World Data Governance
Artifacts to Enable Data Governance – Work Flow Templates 16 16 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
17.
Real-World Data Governance
Artifacts to Enable Data Governance – Work Flow Templates 17 17 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
18.
Real-World Data Governance
Artifacts to Enable Data Governance – Issue Resolution Templates • Issue Resolution Templates Artifacts: – Assists in Formalizing Processes and Workflows – Record Cross Reference of Issue Resolution Steps and Governance Roles – Formally Identify Accountability for Steps of the Process – Specify RASCI – Responsible, Accountable, Supportive, Consulted, Informed – Cross Reference for Specific Activities to Resolve Data Issues – Specify Outcomes, Deliverables, Milestones, Timelines, to Resolve Issue 18 18 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
19.
Real-World Data Governance
Artifacts to Enable Data Governance – Issue Resolution Templates • Data Quality Methodology – Qualify & Prioritize Data Issue – Identify Affected Data Domain – Identify Affected Data Stewards – Conduct Data Systems & Data Resource Discovery – Conduct Root Cause Analysis – Conduct Cost-Benefit Analysis – Analyze & Recommend Resolution – Gain Approval, Funding, Resources – Resolve Data Issue • Cross Reference DQ Methodology & Resources – Who does What and When? 19 19 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
20.
Real-World Data Governance
Artifacts to Enable Data Governance – Issue Resolution Templates 20 20 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
21.
Real-World Data Governance
Artifacts to Enable Data Governance – Issue Resolution Templates 21 21 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
22.
Real-World Data Governance
Artifacts to Enable Data Governance – Issue Resolution Templates Subject Manager Manager Business Information Program Manager Project Manager Data Producer Data Definer Meta-Data Action Plan Data User Modeling Mapped to Roles Process Step Outcome / Deliverables 1. Develop Conceptual Model / X X X X X Conceptual Model Data Taxonomy of Taxonomy 2. Further Develop Logical Model Attributed Logical Model of Including Attribution of Entities X X X X X Taxonomy 3. Specify Which Taxonomy Attributes Will Be X X X X X Data List Per Included in the Repository Business Requirements 4. Conduct Data Analysis of Attributes Using Data Analysis for Data Listed in Data Analysis Template X X X X X Step 3 5. Map Sources of Source Data to X X X X X Mapping of Source Data to Repository Data Structures Data Change Control, Versioning & 6. Assess Change Control, Versioning, Security X X X X X Security Requirements 7. Selection of the “Best” Source X X X X X X Documentation Validating for the Data “Best” Source 8. Design and Develop the Data Movement, User Interface Data “Engine” and User Interface X X X X X & Functional Development 9. Validate and Test Data X X X X X X Sign Off of Data Validation in the Repository Legend: Gray Block w/Bold X = Active Participant, Block w/Dull X = Optional Participant, * See Appendix for Template 22 22 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
23.
Real-World Data Governance
Artifacts to Enable Data Governance – Communications Matrix • Communications Matrix Artifact: – Assists in Formalizing Communications & Awareness Required Content – Record Cross Reference of Content and Governance Roles – Formally Identify Communications & Awareness Checklist – Identify Audience, Content, Message, Media, Timing, … – Message and Delivery May / Will be Different Depending on Audience – Specify When / If Refreshes are Necessary 23 23 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
24.
Real-World Data Governance
Artifacts to Enable Data Governance – Communications Matrix 24 24 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
25.
Real-World Data Governance
Artifacts to Enable Data Governance – Communications Matrix Florida Department of Education Information Governance Communications Plan Matrix FLDOE OTIS & ARM DEPARTMENT & POLICY DIVISIONS COMMISSIONER, PROGRAM DIRECTORS, POLICY STEWARDS INFORMATION TECHNOLOGY CHANCELLORS & AUTHORATATIVE CORE DATA DIRECTORS, DATA STEWARDS GOVERNANCE TEAM GOVERNANCE COMMITTEE DEPUTY COMMISSIONERS GROUP STEWARD COORDINATORS SYSTEM STEWARDS (SUPPORT LEVEL) (SUPPORT LEVEL) (EXECUTIVE LEVEL) (STRATEGIC LEVEL) (TACTICAL LEVEL) (OPERATIONAL LEVEL) INFORMATION GOVERNANCE INTRODUCTION INFORMATION GOVERNANCE POLICY DATA GOVERNANCE INTRODUCTION & VALUE ADD AUTHORITATIVE CORE GROUP INFORMATION DATA GOVERNANCE ROLE-BASED ACTIVITY TRAINING DATA GOVERNANCE ALERTS & TRIGGERED EVENTS DATA GOVERNANCE METRICS & MEASUREMENTS INFORMATION GOVERNANCE DOCUMENTATION TOOLS Developed by KIK Consulting for internal use only at FLDOE. Last Updated 02-12-2010 25 25 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
26.
Real-World Data Governance
Artifacts to Enable Data Governance – Communications Matrix 26 26 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
27.
Real-World Data Governance
Artifacts to Enable Data Governance – Communications Matrix 27 27 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
28.
Real-World Data Governance
Artifacts to Enable Data Governance – Review • Artifacts Can Be Internally Developed – Formalize Roles & Responsibilities – Formalize Accountability for Data and Information – Formalize Processes Associated with Governing Data – Formalize Awareness of Data Governance Activities – Use Artifacts as a Component of a Successful Governance Program – Artifacts Become the “Face” of Your Data Governance Program – Formalize How This Meta-Data is Recorded and Made Available 28 28 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
29.
Wrap Up
& Discussion • Final Summary – Real-World Data Governance – Artifacts to Enable Data Governance – Thank You for Attending this Webinar • Real-World Data Governance – Scheduled Webinars – February 16: The Role of Meta-Data in Data Governance – March 15: Non-Invasive Data Governance – The Practical Approach – Visit Dataversity.Com for More Information 29 29 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
30.
Wrap Up
& Discussion • Robert S. Seiner KIK Consulting & Educational Services – KIKconsulting.com The Data Administration Newsletter - TDAN.com Post Office Box 112571, Pittsburgh, Pennsylvania 15241 412.220.9643, 412.220.9644 (Fax) rseiner@kikconsulting.com, rseiner@tdan.com 30 30 Copyright © 2012 – Robert S. Seiner – KIK Consulting & Educational Services / TDAN.com
Jetzt herunterladen