Statistical Knowledge
Data Science
Data Innovation
Common Pitfalls in Data Analysis Practices
Enhancing Communication Through Data Analysis
Data Mining Techniques in Natural Language
Engaging Stakeholders through Visual Data
Data Applications
Business Strategies 
Training and Development - Equipping employees with the necessary skills and
knowledge ...
Effective Visual Communication 
Statistical analysis, research findings
...When creating data visualizations, consider the following best practices: Know Your Audience: Tailor visuals to the
knowledge level and interests of your audience
...
Data Science 
Data Science is an interdisciplinary field that utilizes scientific methods, processes, algorithms, and systems to extract
knowledge and insights from structured and unstructured data
...Data Modeling: Applying
statistical models and machine learning algorithms to analyze data and make predictions
...
Data Innovation 
Data Analysis: Employing
statistical methods and algorithms to extract insights from data
...Data Mining The process of discovering patterns and
knowledge from large amounts of data
...
Common Pitfalls in Data Analysis Practices 
Solution: Utilize
statistical methods, such as regression analysis, to explore causal relationships and avoid making unfounded conclusions
...Implication: Difficulty in validating results and sharing
knowledge within teams
...
Enhancing Communication Through Data Analysis 
Predictive Analysis: Uses
statistical models to forecast future outcomes
...Organizations should tailor their data presentations to suit the
knowledge level and interests of different stakeholders, whether they are executives, team members, or external partners
...
Data Mining Techniques in Natural Language 
Overview of Data Mining in Natural Language Data mining in natural language involves the use of algorithms and
statistical methods to analyze and interpret large volumes of text data
...Data analysis,
knowledge discovery
...
Engaging Stakeholders through Visual Data 
Pie Chart A circular
statistical graphic divided into slices to illustrate numerical proportions
...Infographic A visual representation of information, data, or
knowledge intended to present complex information quickly and clearly
...
Data Applications 
Predictive Analytics Uses
statistical models and machine learning techniques to forecast future outcomes
...Data Mining The process of discovering patterns and
knowledge from large amounts of data
...
Visual Analytics 
Analytical Models: Algorithms and
statistical methods used to derive insights from data, often powered by machine learning
...Increased Efficiency: Interactive tools allow users to explore data without needing extensive technical
knowledge, reducing the time required for analysis
...
Nebenberuflich selbstständig 
Nebenberuflich selbständig ist, wer sich neben seinem Hauptjob im Anstellungsverhältnis eine selbständige Nebentigkeit begründet.