Behavior Assessment
Solution Design
Data Analytics for Predictions
Real-Time Data Processing in BI
Statistical Framework for Analysis
Key Statistics for Analysts
Using Data Analysis for Competitive Strategy
Advanced Analytics
Designing Machine Learning Experiments for Success 
Market trend analysis, customer
behavior Simulations Create a simulated environment to test hypotheses and models
...Risk
assessment, scenario planning 3
...
Solution Design 
Technology
Assessment Evaluates available technologies and tools that can be leveraged for the solution
...By analyzing historical sales data and customer
behavior, they developed predictive models that improved stock levels and reduced waste
...
Data Analytics for Predictions 
Finance Credit scoring and risk
assessment for loan approvals
...Marketing Targeted advertising based on customer
behavior analysis
...
Real-Time Data Processing in BI 
Cases Real-time data processing is applied in various industries for different use cases: Retail: Monitoring customer
behavior in real-time to optimize inventory and enhance customer experience
...Finance: Real-time fraud detection and risk
assessment to protect against financial losses
...
Statistical Framework for Analysis 
Domain Application Marketing Analyzing customer
behavior and segmentation to optimize marketing strategies
...Finance Risk
assessment and portfolio optimization using predictive modeling techniques
...
Key Statistics for Analysts 
Regression Analysis Modeling relationships between variables Predicting customer
behavior 3
...Definition Importance Net Profit Margin Profitability ratio Financial health
assessment Customer Acquisition Cost Cost to acquire a customer Marketing efficiency Customer Lifetime Value
...
Using Data Analysis for Competitive Strategy 
Organizations leverage data to gain insights into market trends, customer
behavior, and operational efficiencies, allowing them to make informed decisions that enhance their competitive advantage
...Sales forecasting, risk
assessment ...
Advanced Analytics 
Description Benefits Marketing Analyzing customer
behavior and preferences to optimize marketing strategies
...Finance Risk
assessment and management through predictive modeling
...
Compliance Audits 
Establish a Compliance Culture: Foster a culture of compliance throughout the organization, emphasizing the importance of ethical
behavior and adherence to regulations
...Engage External Experts: Consider engaging external auditors or compliance experts to provide an objective
assessment and valuable insights
...
Unlocking Value from Big Data 
Improved Customer Experience Understanding customer
behavior allows for personalized services
...Finance: Applying big data analytics for fraud detection and risk
assessment ...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.