Organizational Structure
Conditions
Data Governance Initiatives for Public Sector
Data Governance Strategy
Effective Data Analysis
Management
Data Governance Roles and Responsibilities
Data Management Governance
Conditions 
Key internal conditions include:
Organizational Structure: The hierarchy and communication flow within the company
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Data Governance Initiatives for Public Sector Data Architecture Defining the
structure and organization of data within the agency
...Change Resistance:
Organizational culture may resist changes to data management practices
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Data Governance Strategy Data Architecture The design and
structure of data systems and databases
...Develop Policies and Standards: Create data policies and standards that align with
organizational goals and regulatory requirements
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Effective Data Analysis Data Exploration: Use exploratory data analysis (EDA) techniques to understand the data's
structure and patterns
...Resistance to Change:
Organizational culture may resist data-driven decision-making
...
Management analytics and big data, management plays a crucial role in leveraging data-driven insights to inform decision-making and optimize
organizational performance
...It includes defining roles, responsibilities, and the
structure of the organization
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Data Governance Roles and Responsibilities Key Roles in Data Governance Data governance roles can vary depending on the organization's size,
structure, and specific needs
...importance of data continues to grow, establishing a robust data governance framework will become increasingly essential for
organizational success
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Data Management Governance Data Architecture: Defines the
structure of an organization's data assets and their relationships
...Develop Policies and Standards: Create comprehensive data policies and standards that align with
organizational objectives
...
Extraction Data Extraction Data extraction can be categorized into several types based on the source and method of extraction:
Structured Data Extraction: Involves retrieving data from structured databases such as SQL databases, where data is organized in tables and predefined schemas
...Semi-Structured Data Extraction: Involves extracting data from semi-structured sources such as XML and JSON files, which contain
organizational properties but do not conform to a rigid structure
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Data Governance Framework for Multinationals A well-
structured data governance framework helps organizations maintain data quality, security, and compliance while enabling informed decision-making
...Cultural Differences: Variations in
organizational culture and attitudes towards data management can hinder collaboration
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Roles in Governance Key Roles in Governance The governance
structure of an organization typically includes several key roles, each with distinct responsibilities
...Setting strategic direction Ensuring compliance with laws and regulations Monitoring
organizational performance Chief Executive Officer (CEO) The highest-ranking executive responsible
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