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Data Management Maturity Assessment
Dama knowledge system, Capability Maturity Assessment (CMA) is a capability improvement program based on the Capability Maturity Model (CMM) framework, which describes the process from the initial state of data management capabilities to optimization.
Edited at 2024-04-07 10:56:26- One Hundred Years of Solitude Character Relationship Chart
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
- One Hundred Years of Solitude Character Relationship Chart
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
- Project Management Process Template
Project management is the process of applying specialized knowledge, skills, tools, and methods to project activities so that the project can achieve or exceed the set needs and expectations within the constraints of limited resources. This diagram provides a comprehensive overview of the 8 components of the project management process and can be used as a generic template for direct application.
Data Management Maturity Assessment
- One Hundred Years of Solitude Character Relationship Chart
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
- One Hundred Years of Solitude Character Relationship Chart
One Hundred Years of Solitude is the masterpiece of Gabriel Garcia Marquez. Reading this book begins with making sense of the characters' relationships, which are centered on the Buendía family and tells the story of the family's prosperity and decline, internal relationships and political struggles, self-mixing and rebirth over the course of a hundred years.
- Project Management Process Template
Project management is the process of applying specialized knowledge, skills, tools, and methods to project activities so that the project can achieve or exceed the set needs and expectations within the constraints of limited resources. This diagram provides a comprehensive overview of the 8 components of the project management process and can be used as a generic template for direct application.
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- Outline
Data Management Maturity Assessment
introduction
concept
Capability Maturity Assessment (CMA) is a capability improvement program based on the Capability Maturity Model (CMM) framework, which describes the process from the initial state of data management capabilities to optimization.
maturity level
Level 0. Incompetent level.
Level 1. Initial or Provisional Level: Success depends on individual ability.
level 2. Repeatable level: The most basic process rules are formulated.
Level 3. Defined level: Standards have been established and used.
level 4. Managed: Capabilities can be quantified and controlled.
Level 5. Optimization level: The goal of capability improvement is quantifiable.
The Data Management Maturity Assessment (DMMA) can be used to assess data management comprehensively, or it can be used to focus on a single knowledge area or even a single process.
business drivers
1. Regulation. Regulation imposes minimum maturity levels for data management.
2. Data governance. For planning and compliance purposes, data governance requires a maturity assessment.
3. Organizational readiness for process improvement. Organizations recognize that improving their practices should begin with an assessment of their current status.
4. Organizational changes. Organizational changes, such as mergers, can create data management challenges.
5. New technology. Advances in technology provide new ways to manage and use data.
6. Data management issues.
Target
The primary goal of the data management capability assessment is to assess the current status of key data management activities in order to develop plans for improvements
1) Introduce data management concepts, principles and practices to stakeholders
2) Clarify the roles and responsibilities of stakeholders in relation to organizational data
3) Emphasize the need to manage data as a critical asset
4) Expand awareness of data management activities across the organization
5) Helps improve the collaboration needed for effective data governance
basic concept
Existing DMMA framework
1) CMMI Data Management Maturity Model (DMM)
2) EDM Committee DCAM
3) IBM Data Governance Council Maturity Model
4) Stanford Data Governance Maturity Model
5) Gartner’s Enterprise Information Management Maturity Model
Activity
Perform a maturity assessment
1. Collect information
2. Perform the assessment
Reassess maturity
1) Establish a baseline rating with the first assessment
2) Define reassessment parameters, including organization scope
3) Repeat DMM assessment on published schedule as needed
4) Track trends relative to initial baseline
5) Formulate recommendations based on re-evaluation results