Financial Metrics
Data Analysis for Nonprofit Impact Assessment
Business Reporting Techniques
Data Analysis for Strategic Resource Allocation
Leveraging Big Data for Business Intelligence
Strategic Analysis
Insights
Understanding the Data Mining Process
Visual Analytics 
Finance Visualizing
financial performance indicators and risk assessments
...Human Resources Analyzing employee performance and retention
metrics ...
Data Analysis for Nonprofit Impact Assessment Surveys,
financial reports, program
metrics Qualitative Data Descriptive data that provides insights into experiences and perceptions
...
Business Reporting Techniques Dashboards A visual display of key performance indicators (KPIs) and
metrics ...Monthly
financial statements, sales reports
...
Data Analysis for Strategic Resource Allocation Data analysis plays a significant role in this process by providing insights into resource utilization, performance
metrics, and market trends
...information from various sources, including: Internal databases Surveys and questionnaires Market research reports
Financial statements 2
...
Leveraging Big Data for Business Intelligence components of business intelligence include: Data mining Data analysis Reporting and querying Performance
metrics and benchmarking How Big Data Enhances Business Intelligence Integrating big data into business intelligence systems can significantly enhance an organization's ability
...This is particularly useful for inventory management, marketing strategies, and
financial forecasting
...
Strategic Analysis brand reputation Poor customer service Skilled workforce Limited
financial resources Innovative products Outdated technology Opportunities
...Service Benchmarking Benchmarking is the process of comparing an organization's performance
metrics to industry bests or best practices from other companies
...
Insights Finance: Evaluating historical
financial performance to inform budgeting and forecasting
...Operations: Monitoring production
metrics to identify inefficiencies and improve processes
...
Understanding the Data Mining Process Evaluation
metrics may include: Accuracy Precision and Recall F1 Score ROC-AUC This stage ensures that the models are reliable and can effectively address the business problem
...Fraud Detection: Identifying suspicious activities in
financial transactions
...
Trends Analysis Techniques Applications Moving averages are commonly used in
financial analysis to identify trends in stock prices and to generate buy/sell signals
...Key
Metrics in Cohort Analysis Retention Rate: Measures how many users continue to engage with a product over time
...
Trends Analysis for Operational Improvement Benchmarking The process of comparing business processes and performance
metrics to industry bests or best practices
...Data Collection: Gather relevant data from various sources, including operational databases, customer feedback, and
financial reports
...
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