Demand Forecasting
Algorithms
Analyzing Data Patterns with Data Mining
Business Administration
Machine Learning
Understanding Data Relationships through Visuals
Data Mining Techniques for Crisis Management
Data Mining Solutions
Predictive Analytics for Marketing Campaigns 
Better Campaign Performance
Forecasting the success of campaigns and adjusting strategies in real-time
...Real-Time Analytics: The
demand for real-time data analysis to make immediate marketing decisions
...
Algorithms 
Sales
Forecasting: Algorithms predict future sales trends based on historical data, assisting businesses in inventory management and resource allocation
...Explainable AI: There is a growing
demand for algorithms that provide transparent and interpretable results, making it easier for stakeholders to understand decision-making processes
...
Analyzing Data Patterns with Data Mining 
Supply Chain Management: Data mining is used to enhance inventory management and
demand forecasting, improving overall supply chain efficiency
...
Business Administration (K) 
Finance Involves managing the organization's financial resources, including budgeting,
forecasting, and financial reporting
...The field of business administration is continuously evolving, influenced by technological advancements and changing market
demands
...
Machine Learning 
Sales
Forecasting: ML models analyze historical sales data to predict future sales trends, enabling better inventory management
...Scalability: Machine learning systems can efficiently handle large volumes of data, adapting to increased business
demands
...
Understanding Data Relationships through Visuals 
Product price and
demand ...Challenge Solution Outcome Company A Poor sales
forecasting Implemented interactive dashboards for real-time data visualization
...
Data Mining Techniques for Crisis Management 
Forecasting the impact of a crisis on sales and revenue
...Real-time Analytics: The
demand for real-time data analysis will grow, allowing organizations to respond more quickly to crises
...
Data Mining Solutions 
It is widely used in
forecasting sales, financial modeling, and risk management
...Real-Time Data Mining: The
demand for real-time insights will drive the development of faster data mining techniques
...
Data Mining for Identifying Trends 
Sales
forecasting, risk assessment Association Rule Learning Discovering interesting relationships between variables in large datasets
...Real-Time Analytics: The
demand for real-time data analysis will increase, enabling businesses to respond quickly to emerging trends
...
Data Mining Applications in Real Estate 
Description Location The geographical area where the property is situated, impacting
demand and price
...Key aspects of market analysis include: Identifying emerging neighborhoods Understanding buyer preferences
Forecasting market trends Analyzing competitive landscapes 3
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.