Market Risk Analysis
Connections
Data Patterns
Discovery
Critical Insights
Creating Value with Business Intelligence
Statistical Approaches for Decision Making
Statistical Analysis for Operational Effectiveness
Context 
business, context refers to the circumstances or background information that surround a particular situation, decision, or data
analysis ...Targeted
Marketing Strategies: Contextual information allows businesses to tailor their marketing strategies to specific audiences
...Risk Management: Understanding the context can help organizations identify potential risks and develop strategies to mitigate them
...
Data Mining Fundamentals 
Market Basket
Analysis: Identifying products that frequently co-occur in transactions
...Risk Management: Assessing risks and predicting potential losses
...
Connections 
Risk Management: Identifying connections between variables can help in assessing risks and developing mitigation strategies
...Techniques for Analyzing Connections Several techniques can be employed to analyze connections within datasets: Network
Analysis: A method that visualizes and analyzes relationships between entities in a network format
...Entity Recognition: Extract entities from text and analyze their relationships to understand
market trends
...
Data Patterns 
Predictive
Analysis: Patterns allow organizations to forecast future trends and behaviors based on historical data
...Customer Insights: Understanding customer behavior patterns aids in tailoring
marketing strategies and improving customer experience
...Risk assessment through historical data analysis
...
Discovery 
The insights gained during this phase can inform a variety of business strategies, including
marketing campaigns, product development, and operational improvements
...This step is essential for reliable
analysis ...Risk Management: Discovery helps in identifying potential risks and challenges, allowing businesses to mitigate them proactively
...
Critical Insights 
Critical insights refer to the valuable information derived from data
analysis that can significantly influence business decisions and strategies
...Market Trends: Understanding market trends through data analytics allows businesses to adapt their strategies to meet changing consumer demands
...Commonly used in sales forecasting and
risk management
...
Creating Value with Business Intelligence 
Business Intelligence (BI) refers to the technologies, applications, and practices for the collection, integration,
analysis, and presentation of business data
...Competitive Advantage Leveraging data insights to outperform competitors in the
market ...Risk Management Identifying potential risks and developing strategies to mitigate them
...
Statistical Approaches for Decision Making 
The primary goal is to minimize
risks and maximize returns based on empirical evidence
...a list of some of the most widely applied methods: Descriptive Statistics Inferential Statistics Regression
Analysis Time Series Analysis Probability Theory Hypothesis Testing Decision Trees Descriptive Statistics Descriptive statistics summarize and describe the main
...role in various business functions, including: Business Function Application
Marketing Market Research, Customer Segmentation Finance Risk Assessment, Portfolio Optimization Operations
...
Statistical Analysis for Operational Effectiveness 
Statistical
analysis for operational effectiveness is a critical component of business analytics aimed at enhancing decision-making processes and improving overall performance within organizations
...Marketing Analyzing customer behavior and preferences to tailor marketing strategies
...Risk Management: Predictive analytics aids in identifying potential risks and mitigating them proactively
...
Data Overview 
This article provides an overview of data in the context of business analytics and statistical
analysis ...Competitive Advantage: Organizations leveraging data analytics can gain insights that lead to better
market positioning
...Sales forecasting,
risk assessment
...
Eine Geschäftsidee ohne Eigenkaptial 
Wenn ohne Eigenkapital eine Geschäftsidee gestartet wird, ist die Planung besonders wichtig. Unter Eigenkapital zum Selbstständig machen versteht man die finanziellen Mittel zur Unternehmensgründung. Wie macht man sich selbstständig ohne den Einsatz von Eigenkapital? Der Schritt in die Selbstständigkeit sollte wohlüberlegt sein ...