Performance Reporting
Leveraging Data Science for Business Intelligence
Analytical Dashboard
Historical Data Review
Evaluating Operational Data
Financial Analysis
Using Data to Improve Business Processes
Data Auditing
Practical Data Analysis Approaches 
Applications of Descriptive Analysis Descriptive analysis is commonly used in: Sales
reporting Customer segmentation Market research 2
...Applications of Diagnostic Analysis Diagnostic analysis is utilized in:
Performance evaluation Quality control Customer feedback analysis 3
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Leveraging Data Science for Business Intelligence 
Key components of BI include: Data Mining
Reporting Online Analytical Processing (OLAP)
Performance Metrics and Benchmarking Data Visualization The Role of Data Science in Business Intelligence Data Science encompasses a range of techniques and tools that can significantly enhance
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Analytical Dashboard 
It is designed to help users monitor key
performance indicators (KPIs), track business metrics, and analyze trends in real-time
...Executive
reporting, long-term planning
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Historical Data Review 
Historical data review serves as the foundation for this analytical process, enabling businesses to leverage their past
performance to make informed decisions
...Basic data analysis and
reporting ...
Evaluating Operational Data 
This data can provide insights into
performance, efficiency, and areas for improvement
...Utilize Automation: Leverage automation tools to streamline data collection and
reporting processes
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Financial Analysis 
analysis is the process of evaluating businesses, projects, budgets, and other finance-related entities to determine their
performance and suitability
...Reporting: Present findings in a clear and concise manner for stakeholders
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Using Data to Improve Business Processes 
Performance Measurement: Data allows organizations to measure performance against established benchmarks and goals
...Data visualization, business intelligence
reporting ...
Data Auditing 
Enhanced Decision-Making: Provides reliable data for analytics and
reporting, enabling better business decisions
...Performance Auditing Evaluates the efficiency of data processing and management systems
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Framework 
Frameworks are essential for organizations to enhance their data-driven strategies, optimize
performance, and gain a competitive edge in the market
...Reporting Tools Software applications that generate reports and dashboards for stakeholders
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Intelligence 
methodologies and tools that aid organizations in understanding their market, optimizing operations, and enhancing overall
performance ...Reporting and Analysis Tools Software applications that enable users to generate reports, dashboards, and visualizations based on analyzed data
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