Financial Forecasting
Data Analysis Insights
Visual Analytics
Statistical Analysis
Data Visualization Tools for Analysts
The Importance of Context in Visualization
Extraction
Predictive Analytics and Its Business Impact
Models 
Common applications include: Sales
forecasting Customer behavior prediction Risk assessment Descriptive Models Descriptive models summarize past data to provide insights into what has happened
...These models are often used in:
Financial modeling Operational efficiency analysis Market scenario planning Modeling Techniques Various techniques are employed to create and refine models in business analytics
...
Data Analysis Insights Finance: Assessing
financial performance and
forecasting future financial trends
...
Visual Analytics Support strategic planning through scenario analysis and
forecasting ...Finance Visualizing
financial performance indicators and risk assessments
...
Statistical Analysis (K)
Financial Analysis: Assists in
forecasting financial performance and risks
...
Data Visualization Tools for Analysts dashboards Use Cases: Sales performance tracking Market analysis
Financial reporting 2
...In-memory processing Use Cases: Supply chain management Financial
forecasting Customer relationship management Choosing the Right Tool When selecting a data visualization tool, analysts should consider the following factors:
...
The Importance of Context in Visualization Financial Forecasting Charts: Financial visualizations that include economic indicators and market trends give stakeholders a clearer picture of potential risks and opportunities
...
Extraction Financial Analysis: Extracting financial data from accounting systems for performance analysis and
forecasting ...
Predictive Analytics and Its Business Impact Financial Services: Risk assessment and fraud detection to protect assets and improve compliance
...Supply Chain Management: Optimizing inventory levels and
forecasting demand to reduce costs and improve service levels
...
Data Mining Applications Overview Applications include: Credit risk assessment in
financial institutions Operational risk management through anomaly detection Market risk analysis using historical data 2
...Key applications include: Demand
forecasting to manage inventory levels Supplier selection based on performance metrics Logistics optimization through route analysis 2
...
Realizing Potential Through Data Analysis Sales reports,
financial statements Diagnostic Analysis Investigates data to determine causes of trends and outcomes
...Sales
forecasting, risk assessment Prescriptive Analysis Recommends actions based on data analysis results
...
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