Descriptive Models
Insights from Sales Analysis
Statistical Analysis for Effective Marketing
Performance Insights
Patterns
Assessing the Impact of Data Analysis
Discovery
Drive Innovation with Data Analytics
Trend Analysis 
Overfitting: In complex
models, there is a risk of overfitting, where the model becomes too tailored to historical data and fails to predict future trends accurately
...Conclusion Trend analysis is an invaluable tool in the realm of
descriptive analytics that empowers businesses to make informed decisions based on historical data
...
Insights from Sales Analysis 
Methodology Description Use Cases
Descriptive Analytics Analyzes historical data to understand past sales performance
...Root cause analysis, customer feedback Predictive Analytics Uses statistical
models to forecast future sales trends
...
Statistical Analysis for Effective Marketing 
Predictive Analytics: Statistical
models can forecast future consumer behaviors, allowing businesses to anticipate market changes
...Technique Description Application
Descriptive Statistics Summarizes and describes the features of a dataset
...
Performance Insights 
Methods of Analyzing Performance Insights Several methods are employed to analyze performance insights, including:
Descriptive Analytics: Focuses on summarizing historical data to understand what has happened in the past
...Predictive Analytics: Uses statistical
models to forecast future performance based on historical data
...
Patterns 
Types of Patterns Patterns can be broadly classified into several types, each serving different analytical purposes:
Descriptive Patterns: These patterns describe the characteristics of data
...Stock price prediction, economic forecasting Neural Networks Computational
models inspired by human brain networks used for pattern recognition
...
Assessing the Impact of Data Analysis 
1
Descriptive Analysis Descriptive analysis involves summarizing past data to identify trends and patterns
...3 Predictive Analysis Predictive analysis uses statistical
models and machine learning techniques to forecast future outcomes
...
Discovery 
of Discovery Discovery can be categorized into several types, each focusing on different aspects of data analysis:
Descriptive Discovery: Involves summarizing historical data to understand past behaviors and outcomes
...Predictive Discovery: Utilizes statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Drive Innovation with Data Analytics 
The primary types of data analytics include:
Descriptive Analytics: Focuses on summarizing historical data to understand what has happened in the past
...Predictive Analytics: Uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
...
Strategic Decisions 
It goes beyond
descriptive analytics (which explains what has happened) and predictive analytics (which forecasts what might happen) by providing actionable insights to optimize decision-making
...Key components of prescriptive analytics include: Optimization: Utilizing mathematical
models to find the best course of action among various alternatives
...
Statistical Analysis of Consumer Behavior 
Predictive Analytics: Statistical
models can predict future consumer behavior based on historical data, allowing businesses to anticipate changes in the market
...Descriptive Statistics Descriptive statistics summarize and describe the features of a dataset
...
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 ...