Market Risk Analysis
Drive Financial Performance
Data Reports
Statistical Models for Business Optimization
Big Data
Innovation
Building Relationships through Data Insights
Graphical Insights
Visual Analytics Framework 
Analytics Framework (VAF) is a structured approach used in the field of business analytics to enhance data visualization and
analysis ...Finance: Monitoring
market trends and
risk assessment through real-time data visualizations
...
Predictive Insights 
By understanding these patterns, businesses can make informed predictions about future events, customer behaviors, and
market trends
...Data Processing: Cleaning and organizing data to ensure accuracy and reliability for
analysis ...Finance
Risk assessment and fraud detection
...
Drive Financial Performance 
Competitive Advantage: Companies that effectively drive financial performance can outperform their competitors in the
market ...Risk Management: Understanding financial performance helps organizations identify risks and mitigate them proactively
...Resource Allocation: Effective financial performance
analysis aids in better resource allocation, ensuring that capital is invested in the most profitable areas
...
Data Reports 
These reports can be generated for various purposes, including performance tracking,
market analysis, and operational efficiency assessments
...Risk Management: By analyzing data, businesses can identify potential risks and develop mitigation strategies
...
Statistical Models for Business Optimization 
Common techniques include regression
analysis and time series analysis
...Application Area Description Statistical Techniques Used
Marketing Analyzing customer behavior and segmenting markets to tailor marketing strategies
...Regression Analysis, Cluster Analysis Finance
Risk assessment and portfolio optimization to maximize returns while minimizing risks
...
Big Data 
data analytics plays a crucial role in driving decision-making processes, enhancing customer experiences, and identifying new
market opportunities
...Value: The potential insights and benefits derived from data
analysis ...Increased sales and customer loyalty Finance Fraud detection and
risk management Reduced losses and improved compliance Healthcare Predictive analytics for patient care Improved
...
Innovation 
Prescriptive Analytics Suggests actions to achieve desired outcomes based on data
analysis ...Market Expansion: Innovation can open new markets and customer segments
...Risk Aversion: Organizations may be reluctant to take risks associated with new ideas
...
Building Relationships through Data Insights 
Personalized Engagement: By understanding customer needs, businesses can tailor their
marketing strategies and communications for more personalized engagement
...Improved Customer Retention: Data insights help identify at-
risk customers, enabling proactive measures to enhance retention rates
...Integration Issues: Difficulty in integrating data from various sources and systems can hinder
analysis ...
Graphical Insights 
Sales comparison,
market share
analysis ...Customer segmentation,
risk assessment
...
Data Processes 
data processes including their definition, types, significance, and the role they play in business analytics and statistical
analysis ...Organizations that effectively utilize data processes can gain insights that provide a competitive edge in the
market ...Risk Management Analyzing data can help identify potential risks and develop strategies to mitigate them
...
Selbstständig mit einem Selbstläufer 
Der Weg in die Selbständigkeit beginnt mit einer Geschäftsidee und nicht mit der Gründung eines Unternehmens. Ein gute Geschäftsidee mit innovationen und weiteren positiven Eigenschaften wird zum "Geschäftidee Selbstläufer" ...