Align With Strategy
Customer Loyalty
Understanding Organizational Analytics
Business Metrics Assessment
Building a BI Competency Center
Using Data for Business Improvement Strategies
Data Privacy Governance
Data-Driven Strategies
Data Quality Management in Governance Framework 
management Key Components of Data Quality Management The following components are integral to a robust Data Quality Management
strategy: Component Description Data Profiling The process of examining
...Implementing Data Quality Management To effectively implement DQM
within a governance framework, organizations should follow these steps: Define Data Quality Objectives: Establish clear objectives for data quality that
align with organizational goals
...organizations should follow these steps: Define Data Quality Objectives: Establish clear objectives for data quality that
align with organizational goals
...
Customer Loyalty 
It is a crucial aspect of business
strategy and is often considered a key driver of long-term profitability
...Loyalty Several factors contribute to building customer loyalty: Customer Satisfaction: High levels of satisfaction
with products or services can lead to increased loyalty
...Product Recommendations: Leveraging algorithms to suggest products that
align with customer interests, increasing the likelihood of repeat purchases
...
Understanding Organizational Analytics 
Organizational analytics refers to the systematic analysis of data
within an organization to enhance decision-making processes, optimize performance, and drive strategic initiatives
...Supply chain optimization, marketing
strategy development
...advantages, including: Improved Decision-Making: Data-driven insights enable leaders to make informed decisions that
align with organizational goals
...
Business Metrics Assessment 
This assessment plays a crucial role in business
strategy, allowing companies to make data-driven decisions and optimize their performance
...Goal
Alignment: Metrics help ensure that all departments are aligned
with the overall business goals
...
Building a BI Competency Center 
Intelligence (BI) Competency Center (BICC) is a centralized team that provides expertise, governance, and support for BI initiatives
within an organization
...A BICC serves as a strategic unit that
aligns BI initiatives with business objectives, ensures data quality, promotes best practices, and fosters a culture of data-driven decision-making
...Define Objectives Establish clear objectives for the BICC that align with the overall business
strategy ...
Using Data for Business Improvement Strategies 
Define Objectives Establish clear, measurable objectives that
align with the overall business goals
...Below are a few notable examples: Company
Strategy Implemented Outcome Amazon Personalized recommendations using customer purchase data Increased sales and customer loyalty
...
Data Privacy Governance 
It encompasses the legal, ethical, and operational aspects of data handling, ensuring compliance
with regulations and safeguarding individuals' privacy rights
...Stakeholder Engagement: Involve stakeholders in data privacy discussions to
align governance strategies with business objectives
...Below are a few notable examples: Organization Industry Governance
Strategy Apple Inc
...
Data-Driven Strategies 
By integrating data into business processes, organizations can make more informed choices that
align with their objectives and market demands
...Below are a few examples: Company
Strategy Implemented Outcome Amazon Personalized Recommendations Increased sales through targeted marketing based on customer behavior
...
Analyzing Key Performance Indicators 
Strategic
Alignment: KPIs help ensure that all departments and teams are aligned
with the overall business
strategy ...
Building a Visual Culture in Organizations 
Select Appropriate Tools: Choose data visualization tools that
align with the organization's needs and employee skill levels
...successfully built a visual culture, leading to improved performance: Organization
Strategy Outcome Company A Implemented company-wide training on data visualization tools
...
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