Market Assessment
Strategic Planning
Analyzing Data Patterns for Predictive Analytics
Scenarios
Predictive Analytics
Predictive Models in Data Mining
Exploring Predictive Trends
Data Patterns
Business Performance Review 
It involves the
assessment of various metrics and key performance indicators (KPIs) to gauge how well a business is achieving its objectives
...Market Position: Analyzing market share, customer satisfaction, and competitive landscape
...
Strategic Planning 
process is crucial for aligning resources, managing change, and ensuring that an organization remains competitive in a dynamic
market ...SWOT Analysis: An
assessment of the organization's strengths, weaknesses, opportunities, and threats
...
Analyzing Data Patterns for Predictive Analytics 
Sales forecasting, risk
assessment ...Stock
market analysis, economic forecasting
...
Scenarios 
Market trend analysis, customer behavior forecasting Normative Scenarios These scenarios outline what should happen based on certain goals or objectives
...Risk
assessment, innovation strategy Prescriptive Scenarios These scenarios recommend actions based on predicted outcomes
...
Predictive Analytics 
Businesses leverage predictive analytics to gain insights into customer behavior,
market trends, and operational performance
...Industry Application Healthcare Patient risk
assessment and disease prediction
...
Predictive Models in Data Mining 
Some of the most notable applications include:
Marketing: Predicting customer behavior, segmenting customers, and optimizing marketing campaigns
...Finance: Credit scoring, risk
assessment, and fraud detection
...
Exploring Predictive Trends 
Analytics Data Collection: Gathering relevant data from various sources such as customer transactions, social media, and
market research
...Finance Credit Scoring Enhanced risk
assessment and reduced default rates
...
Data Patterns 
Customer Insights: Understanding customer behavior patterns aids in tailoring
marketing strategies and improving customer experience
...Risk
assessment through historical data analysis
...
Data Analysis and Corporate Strategy 
Identifying
Market Trends: Through data analysis, companies can identify emerging trends and adapt their strategies accordingly
...Sales forecasting, risk
assessment ...
Data Mining for Business Decisions 
Key Concepts Data Collection: Gathering data from various sources such as sales records, customer feedback, and
market research
...Increased sales through personalized promotions Finance Fraud detection and risk
assessment Minimized losses and improved security Healthcare Predictive analytics for patient outcomes
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.