SlideShare uma empresa Scribd logo
1 de 16
Baixar para ler offline
Topic: Data Management Maturity Assessment (DMMA)
Making data based decisions makes instinctive sense, and evidence is mounting that it makes
strong commercial sense too. Whilst being aware of this kind of potential is undoubtedly
valuable, knowing it and doing something about it are two very different things.
So how do you go about becoming a data driven organization?
And how does the Data Management Maturity Assessment help in achieving your data
strategy goals?
Speaker: Firas Hamdan
Data Management and Analytics Professional with more than 15 years experience working in
the Technology and Information industry, providing technical, management and consulting
services, and building and leading innovative teams in challenging complex projects.
In Australia he has been working on big data projects with major organisations such as
Deloitte, Cloudera, Caltex, Channel 7, Optus, CBA, AusNet and NBN, where he has
demonstrated success at all functions as well as every aspect of data analytics and data
management.
Data Management Maturity
Assessment
DAMA Sydney - September 2019
Firas Hamdan
DAMA Sydney Firas Hamdan
A data strategy defines how an organization achieves specific business goals through the strategic use of
its data assets.
DAMA Sydney Firas Hamdan
DMMA
● Maturity models are defined in terms of a progression through
levels that describe process characteristics.
● When an organization gains an understanding of process
characteristics, it can:
○ evaluate its level of maturity and put in place a plan to
improve its capabilities.
○ measure improvement and compare itself to competitors or
partners, guided by the levels of the model.
DAMA Sydney Firas Hamdan
DMMA Levels
With each new level, process execution becomes more consistent, predictable, and
reliable. Processes improve as they take on characteristics of the levels. Progression
happens in a set order. No level can be skipped. Levels commonly include:
● Level 0: Absence of capability
● Level 1: Initial or Ad Hoc: Success depends on the competence of individuals
● Level 2: Repeatable: Minimum process discipline is in place
● Level 3: Defined: Standards are set and used
● Level 4: Managed: Processes are quantified and controlled
● Level 5: Optimized: Process improvement goals are quantified
DAMA Sydney Firas Hamdan
DMMA Goals
● The primary goal of a data management capability assessment is to evaluate
the current state of critical data management activities in order to plan for
improvement.
● Typically, Data Management programs develop in organizational silos. They
rarely begin with an enterprise view of the data. A DMMA can equip the
organization to develop a cohesive vision that supports overall organizational
strategy.
DAMA Sydney Firas Hamdan
DMMA Goals
Such an assessment helps identify what is working well, what is not working well,
and where an organization has gaps. Based on the findings, the organization can
develop a roadmap to target:
● High-value improvement opportunities related to processes, methods,
resources, and automation
● Capabilities that align with business strategy
● Governance processes for periodic evaluation of organizational progress
based on characteristics in the model
DAMA Sydney Firas Hamdan
Business Drivers
Organizations conduct capability maturity assessments for a number of reasons:
● Regulation
● Data Governance
● Organizational readiness for process improvement
● Organizational change
● New technology
● Data management issues
DAMA Sydney Firas Hamdan
Assessment Levels
DAMA Sydney Firas Hamdan
Assessment Criteria
● Each capability level will have specific assessment criteria related to the processes being
evaluated.
● At any level, assessment criteria will be evaluated along a scale.
DAMA Sydney Firas Hamdan
Assessment Criteria
When assessing using a model that can be mapped to a
DAMA-DMBOK Data Management Knowledge Area, criteria
could be formulated based on the categories in the Context
Diagram:
● Activity
● Tools
● Standards
● People and resources
DAMA Sydney Firas Hamdan
DMMA Assessment Chart
DAMA Sydney Firas Hamdan
DMMA Frameworks
A data management maturity assessment framework is segmented into discrete data management
topics. Framework focus and content vary depending on whether they have a general or
industry-specific focus.
● CMMI Data Management Maturity Model (DMM)
● EDM Council DCAM
● IBM Data Governance Council Maturity Model
● Stanford Data Governance Maturity Model
● Gartner’s Enterprise Information Management Maturity Model
DAMA Sydney Firas Hamdan
DMMA Frameworks
DAMA Sydney Firas Hamdan
DMMA Implementation
● The purpose of the evaluation is expose current strengths and opportunities for
improvement – not to solve problems.
● Evaluations are conducted by soliciting knowledge from business, data
management, and information technology participants.
DAMA Activities:
1. Plan Assessment Activities
2. Perform Maturity Assessment
3. Interpret Results
4. Create a Targeted Program for Improvements
5. Re-assess Maturity
DAMA Sydney Firas Hamdan
DAMA Sydney
https://www.dama.org.au/about/sydney/
Firas Hamdan
https://www.linkedin.com/in/fhamdan/
Thank You

Mais conteúdo relacionado

Mais procurados

The Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceThe Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceRoland Bullivant
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationDATAVERSITY
 
How to Realize Benefits from Data Management Maturity Models
How to Realize Benefits from Data Management Maturity ModelsHow to Realize Benefits from Data Management Maturity Models
How to Realize Benefits from Data Management Maturity ModelsKingland
 
DAS Slides: Data Governance and Data Architecture – Alignment and Synergies
DAS Slides: Data Governance and Data Architecture – Alignment and SynergiesDAS Slides: Data Governance and Data Architecture – Alignment and Synergies
DAS Slides: Data Governance and Data Architecture – Alignment and SynergiesDATAVERSITY
 
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...Christopher Bradley
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceDATAVERSITY
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Element22
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata ManagementDATAVERSITY
 
Data Governance
Data GovernanceData Governance
Data GovernanceRob Lux
 
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
 
A Data Management Maturity Model Case Study
A Data Management Maturity Model Case StudyA Data Management Maturity Model Case Study
A Data Management Maturity Model Case StudyDATAVERSITY
 
Adopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementAdopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementSoftware AG
 
Data Governance Program Powerpoint Presentation Slides
Data Governance Program Powerpoint Presentation SlidesData Governance Program Powerpoint Presentation Slides
Data Governance Program Powerpoint Presentation SlidesSlideTeam
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for Data GovernanceDATAVERSITY
 
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
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...DATAVERSITY
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?Precisely
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management DATAVERSITY
 

Mais procurados (20)

The Business Value of Metadata for Data Governance
The Business Value of Metadata for Data GovernanceThe Business Value of Metadata for Data Governance
The Business Value of Metadata for Data Governance
 
Data Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital TransformationData Architecture Strategies: Data Architecture for Digital Transformation
Data Architecture Strategies: Data Architecture for Digital Transformation
 
How to Realize Benefits from Data Management Maturity Models
How to Realize Benefits from Data Management Maturity ModelsHow to Realize Benefits from Data Management Maturity Models
How to Realize Benefits from Data Management Maturity Models
 
DAS Slides: Data Governance and Data Architecture – Alignment and Synergies
DAS Slides: Data Governance and Data Architecture – Alignment and SynergiesDAS Slides: Data Governance and Data Architecture – Alignment and Synergies
DAS Slides: Data Governance and Data Architecture – Alignment and Synergies
 
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
DMBOK 2.0 and other frameworks including TOGAF & COBIT - keynote from DAMA Au...
 
Glossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data GovernanceGlossaries, Dictionaries, and Catalogs Result in Data Governance
Glossaries, Dictionaries, and Catalogs Result in Data Governance
 
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
Introduction to DCAM, the Data Management Capability Assessment Model - Editi...
 
Best Practices in Metadata Management
Best Practices in Metadata ManagementBest Practices in Metadata Management
Best Practices in Metadata Management
 
Data Governance
Data GovernanceData Governance
Data Governance
 
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
 
A Data Management Maturity Model Case Study
A Data Management Maturity Model Case StudyA Data Management Maturity Model Case Study
A Data Management Maturity Model Case Study
 
Adopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data ManagementAdopting a Process-Driven Approach to Master Data Management
Adopting a Process-Driven Approach to Master Data Management
 
Why data governance is the new buzz?
Why data governance is the new buzz?Why data governance is the new buzz?
Why data governance is the new buzz?
 
Data Governance Program Powerpoint Presentation Slides
Data Governance Program Powerpoint Presentation SlidesData Governance Program Powerpoint Presentation Slides
Data Governance Program Powerpoint Presentation Slides
 
Data Architecture for Data Governance
Data Architecture for Data GovernanceData Architecture for Data Governance
Data Architecture for 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?
 
DMBOK and Data Governance
DMBOK and Data GovernanceDMBOK and Data Governance
DMBOK and Data Governance
 
DAS Slides: Data Governance - Combining Data Management with Organizational ...
DAS Slides: Data Governance -  Combining Data Management with Organizational ...DAS Slides: Data Governance -  Combining Data Management with Organizational ...
DAS Slides: Data Governance - Combining Data Management with Organizational ...
 
You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?You Need a Data Catalog. Do You Know Why?
You Need a Data Catalog. Do You Know Why?
 
Data Governance and Metadata Management
Data Governance and Metadata ManagementData Governance and Metadata Management
Data Governance and Metadata Management
 

Semelhante a Data Management Maturity Assessment

Corporate Overview - Information Management Consultancy
Corporate Overview - Information Management ConsultancyCorporate Overview - Information Management Consultancy
Corporate Overview - Information Management ConsultancyMichelle Pellettier
 
Data Governance with Profisee, Microsoft & CCG
Data Governance with Profisee, Microsoft & CCG Data Governance with Profisee, Microsoft & CCG
Data Governance with Profisee, Microsoft & CCG CCG
 
Data Governance and MDM | Profisse, Microsoft, and CCG
Data Governance and MDM | Profisse, Microsoft, and CCGData Governance and MDM | Profisse, Microsoft, and CCG
Data Governance and MDM | Profisse, Microsoft, and CCGCCG
 
Overcoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management JourneyOvercoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management JourneyJean-Michel Franco
 
Enterprise Data Management Framework Overview
Enterprise Data Management Framework OverviewEnterprise Data Management Framework Overview
Enterprise Data Management Framework OverviewJohn Bao Vuu
 
Introduction to Data Management Maturity Models
Introduction to Data Management Maturity ModelsIntroduction to Data Management Maturity Models
Introduction to Data Management Maturity ModelsKingland
 
Enterprise-Level Preparation for Master Data Management.pdf
Enterprise-Level Preparation for Master Data Management.pdfEnterprise-Level Preparation for Master Data Management.pdf
Enterprise-Level Preparation for Master Data Management.pdfAmeliaWong21
 
Implementing the Data Maturity Model (DMM)
Implementing the Data Maturity Model (DMM)Implementing the Data Maturity Model (DMM)
Implementing the Data Maturity Model (DMM)DATAVERSITY
 
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdfIsmailCassiem
 
Master Data Management's Place in the Data Governance Landscape
Master Data Management's Place in the Data Governance Landscape Master Data Management's Place in the Data Governance Landscape
Master Data Management's Place in the Data Governance Landscape CCG
 
Virtual Governance in a Time of Crisis Workshop
Virtual Governance in a Time of Crisis WorkshopVirtual Governance in a Time of Crisis Workshop
Virtual Governance in a Time of Crisis WorkshopCCG
 
InfoTrellis Consulting & Professional Services Overview
InfoTrellis Consulting & Professional Services OverviewInfoTrellis Consulting & Professional Services Overview
InfoTrellis Consulting & Professional Services OverviewMichael Harris
 
Increasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityIncreasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityDATAVERSITY
 
The Key Reason Why Your DG Program is Failing
The Key Reason Why Your DG Program is FailingThe Key Reason Why Your DG Program is Failing
The Key Reason Why Your DG Program is FailingCCG
 
Sovling data and governance august 2019
Sovling data and governance august 2019Sovling data and governance august 2019
Sovling data and governance august 2019tjabali
 
Data Governance Workshop
Data Governance WorkshopData Governance Workshop
Data Governance WorkshopCCG
 
Increasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityIncreasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityMario Faria
 
Data-Ed Webinar: Best Practices with the DMM
Data-Ed Webinar: Best Practices with the DMMData-Ed Webinar: Best Practices with the DMM
Data-Ed Webinar: Best Practices with the DMMDATAVERSITY
 
Data Ed: Best Practices with the DMM
Data Ed: Best Practices with the DMMData Ed: Best Practices with the DMM
Data Ed: Best Practices with the DMMData Blueprint
 

Semelhante a Data Management Maturity Assessment (20)

Corporate Overview - Information Management Consultancy
Corporate Overview - Information Management ConsultancyCorporate Overview - Information Management Consultancy
Corporate Overview - Information Management Consultancy
 
Data Governance with Profisee, Microsoft & CCG
Data Governance with Profisee, Microsoft & CCG Data Governance with Profisee, Microsoft & CCG
Data Governance with Profisee, Microsoft & CCG
 
Data Governance and MDM | Profisse, Microsoft, and CCG
Data Governance and MDM | Profisse, Microsoft, and CCGData Governance and MDM | Profisse, Microsoft, and CCG
Data Governance and MDM | Profisse, Microsoft, and CCG
 
Overcoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management JourneyOvercoming the Challenges of your Master Data Management Journey
Overcoming the Challenges of your Master Data Management Journey
 
Enterprise Data Management Framework Overview
Enterprise Data Management Framework OverviewEnterprise Data Management Framework Overview
Enterprise Data Management Framework Overview
 
Introduction to Data Management Maturity Models
Introduction to Data Management Maturity ModelsIntroduction to Data Management Maturity Models
Introduction to Data Management Maturity Models
 
Enterprise-Level Preparation for Master Data Management.pdf
Enterprise-Level Preparation for Master Data Management.pdfEnterprise-Level Preparation for Master Data Management.pdf
Enterprise-Level Preparation for Master Data Management.pdf
 
Implementing the Data Maturity Model (DMM)
Implementing the Data Maturity Model (DMM)Implementing the Data Maturity Model (DMM)
Implementing the Data Maturity Model (DMM)
 
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf
413451520-8-Steps-Successful-Enterprise-Data-Manag.pdf
 
Master Data Management's Place in the Data Governance Landscape
Master Data Management's Place in the Data Governance Landscape Master Data Management's Place in the Data Governance Landscape
Master Data Management's Place in the Data Governance Landscape
 
Virtual Governance in a Time of Crisis Workshop
Virtual Governance in a Time of Crisis WorkshopVirtual Governance in a Time of Crisis Workshop
Virtual Governance in a Time of Crisis Workshop
 
InfoTrellis Consulting & Professional Services Overview
InfoTrellis Consulting & Professional Services OverviewInfoTrellis Consulting & Professional Services Overview
InfoTrellis Consulting & Professional Services Overview
 
Datpro Oy
Datpro OyDatpro Oy
Datpro Oy
 
Increasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics MaturityIncreasing Your Business Data and Analytics Maturity
Increasing Your Business Data and Analytics Maturity
 
The Key Reason Why Your DG Program is Failing
The Key Reason Why Your DG Program is FailingThe Key Reason Why Your DG Program is Failing
The Key Reason Why Your DG Program is Failing
 
Sovling data and governance august 2019
Sovling data and governance august 2019Sovling data and governance august 2019
Sovling data and governance august 2019
 
Data Governance Workshop
Data Governance WorkshopData Governance Workshop
Data Governance Workshop
 
Increasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics MaturityIncreasing Your Business Data & Analytics Maturity
Increasing Your Business Data & Analytics Maturity
 
Data-Ed Webinar: Best Practices with the DMM
Data-Ed Webinar: Best Practices with the DMMData-Ed Webinar: Best Practices with the DMM
Data-Ed Webinar: Best Practices with the DMM
 
Data Ed: Best Practices with the DMM
Data Ed: Best Practices with the DMMData Ed: Best Practices with the DMM
Data Ed: Best Practices with the DMM
 

Último

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Principled Technologies
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...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
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 

Último (20)

Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 

Data Management Maturity Assessment

  • 1. Topic: Data Management Maturity Assessment (DMMA) Making data based decisions makes instinctive sense, and evidence is mounting that it makes strong commercial sense too. Whilst being aware of this kind of potential is undoubtedly valuable, knowing it and doing something about it are two very different things. So how do you go about becoming a data driven organization? And how does the Data Management Maturity Assessment help in achieving your data strategy goals? Speaker: Firas Hamdan Data Management and Analytics Professional with more than 15 years experience working in the Technology and Information industry, providing technical, management and consulting services, and building and leading innovative teams in challenging complex projects. In Australia he has been working on big data projects with major organisations such as Deloitte, Cloudera, Caltex, Channel 7, Optus, CBA, AusNet and NBN, where he has demonstrated success at all functions as well as every aspect of data analytics and data management.
  • 2. Data Management Maturity Assessment DAMA Sydney - September 2019 Firas Hamdan
  • 3. DAMA Sydney Firas Hamdan A data strategy defines how an organization achieves specific business goals through the strategic use of its data assets.
  • 4. DAMA Sydney Firas Hamdan DMMA ● Maturity models are defined in terms of a progression through levels that describe process characteristics. ● When an organization gains an understanding of process characteristics, it can: ○ evaluate its level of maturity and put in place a plan to improve its capabilities. ○ measure improvement and compare itself to competitors or partners, guided by the levels of the model.
  • 5. DAMA Sydney Firas Hamdan DMMA Levels With each new level, process execution becomes more consistent, predictable, and reliable. Processes improve as they take on characteristics of the levels. Progression happens in a set order. No level can be skipped. Levels commonly include: ● Level 0: Absence of capability ● Level 1: Initial or Ad Hoc: Success depends on the competence of individuals ● Level 2: Repeatable: Minimum process discipline is in place ● Level 3: Defined: Standards are set and used ● Level 4: Managed: Processes are quantified and controlled ● Level 5: Optimized: Process improvement goals are quantified
  • 6. DAMA Sydney Firas Hamdan DMMA Goals ● The primary goal of a data management capability assessment is to evaluate the current state of critical data management activities in order to plan for improvement. ● Typically, Data Management programs develop in organizational silos. They rarely begin with an enterprise view of the data. A DMMA can equip the organization to develop a cohesive vision that supports overall organizational strategy.
  • 7. DAMA Sydney Firas Hamdan DMMA Goals Such an assessment helps identify what is working well, what is not working well, and where an organization has gaps. Based on the findings, the organization can develop a roadmap to target: ● High-value improvement opportunities related to processes, methods, resources, and automation ● Capabilities that align with business strategy ● Governance processes for periodic evaluation of organizational progress based on characteristics in the model
  • 8. DAMA Sydney Firas Hamdan Business Drivers Organizations conduct capability maturity assessments for a number of reasons: ● Regulation ● Data Governance ● Organizational readiness for process improvement ● Organizational change ● New technology ● Data management issues
  • 9. DAMA Sydney Firas Hamdan Assessment Levels
  • 10. DAMA Sydney Firas Hamdan Assessment Criteria ● Each capability level will have specific assessment criteria related to the processes being evaluated. ● At any level, assessment criteria will be evaluated along a scale.
  • 11. DAMA Sydney Firas Hamdan Assessment Criteria When assessing using a model that can be mapped to a DAMA-DMBOK Data Management Knowledge Area, criteria could be formulated based on the categories in the Context Diagram: ● Activity ● Tools ● Standards ● People and resources
  • 12. DAMA Sydney Firas Hamdan DMMA Assessment Chart
  • 13. DAMA Sydney Firas Hamdan DMMA Frameworks A data management maturity assessment framework is segmented into discrete data management topics. Framework focus and content vary depending on whether they have a general or industry-specific focus. ● CMMI Data Management Maturity Model (DMM) ● EDM Council DCAM ● IBM Data Governance Council Maturity Model ● Stanford Data Governance Maturity Model ● Gartner’s Enterprise Information Management Maturity Model
  • 14. DAMA Sydney Firas Hamdan DMMA Frameworks
  • 15. DAMA Sydney Firas Hamdan DMMA Implementation ● The purpose of the evaluation is expose current strengths and opportunities for improvement – not to solve problems. ● Evaluations are conducted by soliciting knowledge from business, data management, and information technology participants. DAMA Activities: 1. Plan Assessment Activities 2. Perform Maturity Assessment 3. Interpret Results 4. Create a Targeted Program for Improvements 5. Re-assess Maturity
  • 16. DAMA Sydney Firas Hamdan DAMA Sydney https://www.dama.org.au/about/sydney/ Firas Hamdan https://www.linkedin.com/in/fhamdan/ Thank You