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2. 2
Content
Need for data governance
Why companies suffer with data governance
Manual vs automated data governance
Date governance framework
Data governance roles & responsibilities
Ways to establish data governance program
Data governance improvement roadmap
3. 3
Need for Data Governance
Ensures Data Consistency,
Reliability & Repeatability
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Guides Various
Analytical Activities
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Enables
Saving Money
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Solves Analysis &
Reporting Issues
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Provides Clarity on
Conflicting Data
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4. 4
WhyCompaniesSuffer
WithDataGovernance
Different groups within an organization are unable to effectively
communicate and coordinate with one another
Organizational Issues
Applications and data are unable to communicate to one another, and this
must be addressed up front and planned for in any integration initiative
Data Quality & Data Migration Integration
Applications and data are unable to communicate to one another, and this
must be addressed up front and planned for in any integration initiative
Accountability & Ownership of Data
Inability to handle the data leads to huge costs to the firm
Cost
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5. ManualVs Automated Data Governance5
A manual data governance process is shown below
CRM Manual Quality Checks
Manual Monitoring Manual Modifications
Data Warehouse
CRM ERP
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6. 6
ManualVs Automated Data Governance (Contd..)
Automated
An automated data governance process removes all manual efforts & is shown below
Business Intelligence Tool
Built - In Data Governance
Data
Collection
Hybrid
Data
Modeling
Intuitive
Semantic Layer
Warehouse
Data Integration
Data Hub
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7. Data Governance Framework
7
Data Definitions &
Taxonomies
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Master/ Reference
Data
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Standards
Data
Accessibility
Data
Availability
Data Definition
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Monitoring &
Measurement
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Policies & Processes
Data Quality
Data
Consistency
Roles &
Responsibilities
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Training
& Education
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Organization
Data Security
Data
Availability
Data Integration Infrastructure
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8. DataGovernanceRoles
&Responsibilities
8
C-level Managers
Executive
Data
Governance Council
Data Domain Stewards,
Data Steward Coordinators
Operational Data Stewards
(Includes Data Users)
Data Governance Partners
(Includes IT, Information Security,
Risk Management, and Compliance)
Strategic Operational SupportTactical
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9. WaystoEstablishData
GovernanceProgram(1/2)
9
• Determine who will develop, implement, & manage the data governance program
• Roles, responsibilities,& scope of authority
Decide
• Determine who will develop, implement, & manage the data governance program
• Roles, responsibilities,& scope of authority
Assign
• Identify requirements based on regulatory & legal mandates
• Establish business best practices, & organizational policies
Plan
• Put in place policies, procedures,& processes
• Text here
Implement
• Track the status of rule enforcement on an ongoing basis
• Text here
Monitor
• Evaluate the success of your data governance
• Make changes when neczessary to increase its effectiveness
Assess
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10. Ways to Establish Data Governance Program (2/2)10
Discover
Capture the current state of an
organization’s data lifecycle,
dependent business processes,
and supporting organizational
and technical capabilities
Define
Document data definitions and
business context associated with
business terminology, and
relationships, as well as the policies,
rules, standards and processes
Measure & Monitor
Capture and measure the effectiveness and value
generated from data governance and stewardship
efforts, track compliance with and exceptions to
defined policies and rules, and ensure that data assets
and their lifecycle are transparent and auditable
Apply
Aim to operationalize and ensure
compliance with all the data governance
policies, business rules, stewardship
processes, workflows, and cross-
functional roles and responsibilities
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11. Data Governance Improvement Roadmap11
Discovery
• Gain understanding of existing processes
• Gap analysis
• Roadmap execution creation
Documentation Gap Remediation Validation
• Document recommendations to best practices
• Perform impact simulation
Monitoring & Reporting
• Develop ongoing monitoring & quality reporting
• Develop & document protocols
Ongoing Audit & Maintenance
• Schedule ongoing audits & reports
• Monitor third party data providers
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14. 14
About us
Values Client
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Preferred by many
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Target Audience
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17. Magnifying Glass17
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Idea Bulb
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20. 20
Location
70%
Brazil
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Australia
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21. Our Goal21
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Achievement 1
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Mission
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Our Mission
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