Diagnostic Models
Observations
Data Analysis and Corporate Strategy
Insights through Analysis
Data-Driven Strategies
Enhance Strategic Insights
Adapting to Change Through Data Analysis
The Role of Data in Business Growth
Data Analysis 
mean, median, mode) Reporting tools
Diagnostic Analysis: This analysis seeks to determine why something happened by examining the relationships between variables
...Correlation analysis Regression analysis Data mining Predictive Analysis: This type uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Observations 
It answers the question, "What has happened?"
Diagnostic Analytics: This approach seeks to understand the reasons behind past outcomes
...It answers the question, "Why did it happen?" Predictive Analytics: Predictive analytics uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Data Analysis and Corporate Strategy 
Diagnostic Analysis Examines past performance to determine why something happened
...Predictive Analysis Uses statistical
models to forecast future outcomes based on historical data
...
Insights through Analysis 
Diagnostic Analysis: Examines data to understand why something happened
...Predictive Analysis: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Data-Driven Strategies 
Predictive Analytics Uses statistical
models and machine learning techniques to forecast future outcomes
...Diagnostic Analytics Explains reasons behind past outcomes by analyzing data
...
Enhance Strategic Insights 
Diagnostic Analytics: Investigating why certain trends occurred
...Predictive Analytics: Using statistical
models to forecast future outcomes based on historical data
...
Adapting to Change Through Data Analysis 
Technological Advancements Rapid developments in technology can disrupt existing business
models ...Diagnostic Analytics: Investigating data to understand the reasons behind past outcomes
...
The Role of Data in Business Growth 
Predictive Analytics: Uses statistical
models to forecast future outcomes based on historical data
...Diagnostic Analytics: Investigates past performance to determine why certain results occurred
...
Data Review 
Diagnostic Analytics: Investigating data to understand the reasons behind certain outcomes
...Predictive Analytics: Using statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Requirements 
Diagnostic Analysis: Investigates the causes of past outcomes by analyzing data
...Predictive Analysis: Uses statistical
models and machine learning techniques to forecast future outcomes
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.