Financial Analysis
Statistical Models for Business Applications
Data Sources
Predictive Models for Risk Assessment
Visual Patterns
Data Mining for Effective Risk Assessment
Strategic Insights
Data Comparisons
Strategic Insights 
Strategic insights refer to the actionable conclusions derived from data
analysis that guide decision-making processes within organizations
...Sales records, employee performance metrics,
financial reports External Data Data sourced from outside the organization
...
Statistical Models for Business Applications 
Sales forecasting, risk assessment, and
financial analysis ...
Data Sources 
They provide the raw information needed for
analysis, decision-making, and strategic planning
...Financial Reports: Company financial statements and reports provide insights into performance and market position
...
Predictive Models for Risk Assessment 
assessment typically consist of several key components: Data Collection: Gathering relevant historical data, including
financial records, market trends, and operational metrics
...Data Preparation: Cleaning and processing data to ensure accuracy and relevance for
analysis ...
Visual Patterns 
Customer segmentation
analysis Heat Maps Visuals that use color to represent data density or intensity
...Financial Reporting: Financial analysts utilize visual patterns to present complex financial data in an understandable manner
...
Data Mining for Effective Risk Assessment 
The risk assessment process typically includes the following steps: Risk Identification Risk
Analysis Risk Evaluation Risk Treatment Monitoring and Review Data Mining Techniques for Risk Assessment Several data mining techniques are particularly useful for risk assessment
...Fraud detection in
financial transactions
...
Strategic Insights 
Strategic Insights refer to the actionable intelligence derived from data
analysis that helps organizations make informed decisions and shape business strategies
...Finance In finance, strategic insights are used for risk assessment, investment analysis, and
financial forecasting
...
Data Comparisons 
Predictive Comparisons: These comparisons use historical data to predict future trends, employing techniques like regression
analysis ...Here are some notable examples:
Financial Analysis: Comparing financial metrics across time periods or against industry benchmarks to assess performance
...
Key Insights from Reports 
Data Processing: Cleaning and organizing the data for
analysis ...The following are some common types:
Financial Reports: Summarize an organization's financial performance, including profit and loss statements, balance sheets, and cash flow statements
...
Data Analytics 
Data Analytics refers to the systematic computational
analysis of data, particularly large sets of data, to uncover patterns, correlations, and insights that can support decision-making and strategic business initiatives
...performance analysis Healthcare Patient data analysis Finance
Financial reporting Predictive Analytics Predictive Analytics utilizes statistical algorithms and machine learning techniques to identify the likelihood of future outcomes
...
Selbstständig machen mit Ideen 
Der Weg in die Selbständigkeit beginnt nicht mit der Gründung eines Unternehmens, sondern davor - denn: kein Geschäft ohne Geschäftsidee. Eine gute Geschäftsidee fällt nicht immer vom Himmel und dem Gründer vor die auf den Schreibtisch ...