Inventory Management
Overview of Sales Data Analytics
Leveraging Data Science for Business Intelligence
Introduction to Machine Learning
Analyzing Historical Sales Data
Performance Improvement
Outcomes
Opportunities
Advanced Statistical Techniques for Decision-Making 
Regression analysis is widely used in various business applications, such as sales forecasting, risk
management, and marketing strategy development
...Seasonality Cyclical Patterns Irregular Variations Businesses utilize time series analysis to monitor sales trends,
inventory levels, and economic indicators
...
Overview of Sales Data Analytics 
This can help in demand planning and
inventory management ...
Leveraging Data Science for Business Intelligence 
Risk
management,
inventory optimization Big Data Technologies Tools and frameworks to handle large volumes of data
...
Introduction to Machine Learning 
Inventory Management Optimizing stock levels and supply chain processes using predictive models to forecast demand
...
Analyzing Historical Sales Data 
Forecasting: By examining past sales patterns, businesses can predict future sales, aiding in
inventory management and resource allocation
...
Performance Improvement 
Lean
Management A methodology that emphasizes waste reduction and value creation
...predictive analytics in performance improvement include: Forecasting Demand: Predicting customer demand to optimize
inventory and resource allocation
...
Outcomes 
Risk
Management: Outcomes can highlight potential risks and areas needing improvement
...1 Company A: Retail Sector Company A implemented a new
inventory management system powered by big data analytics
...
Opportunities 
Industry Opportunity Example Retail
Inventory Optimization Using sales data to forecast demand and manage stock levels
...Opportunities in Predictive Analytics Organizations can capitalize on predictive analytics in several ways: Risk
Management: By predicting potential risks, businesses can implement strategies to mitigate them
...
Predictive Strategies 
Below are some notable examples: Retail: Predicting customer purchasing behavior to optimize
inventory levels and marketing strategies
...Risk
Management: Anticipating potential issues enables proactive risk mitigation strategies
...
Visual Analytics Framework 
Supply Chain
Management: Optimizing logistics and
inventory management through data-driven insights
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.