Social Services
Big Data and AI Integration
Data Mining Techniques in Natural Language
Data Mining and Community Engagement
Text Mining Techniques for Effective Branding
Key Performance Indicators for Text Analytics
Introduction to Machine Learning
Outcomes
Improvement 
Continuous Improvement (Kaizen) An ongoing effort to improve products,
services, or processes incrementally over time
...Focus on Sustainability: Improvements will increasingly consider environmental and
social impacts
...
Big Data in Telecommunications 
telecommunications refers to the vast volumes of structured and unstructured data generated by telecommunication networks and
services ...Variety: Data comes in various formats, including call records,
social media interactions, and network logs
...
Big Data and AI Integration 
Improved Customer Experience Personalization of
services and products based on customer data leads to increased satisfaction and loyalty
...Sentiment Analysis: AI can analyze
social media and customer feedback to gauge public sentiment about a brand or product
...
Data Mining Techniques in Natural Language 
applications include: Customer Relationship Management (CRM): Analyzing customer feedback and reviews to improve products and
services ...Market Research: Understanding consumer sentiment and preferences through
social media analysis
...
Data Mining and Community Engagement 
Sentiment Analysis: Analyzing community feedback from
social media and surveys to gauge public sentiment and adjust strategies accordingly
...Public
Services Using data to enhance community policing strategies and improve public safety
...
Text Mining Techniques for Effective Branding 
language processing (NLP) and machine learning algorithms, businesses can extract valuable insights from customer feedback,
social media interactions, and online reviews
...Customer Feedback Analysis: Analyzing customer reviews helps identify strengths and weaknesses in products or
services ...
Key Performance Indicators for Text Analytics 
As organizations increasingly rely on text data from various sources such as
social media, customer feedback, and internal documents, it becomes essential to measure the effectiveness of text analytics initiatives
...of their text analytics efforts: Customer Satisfaction Score (CSAT): Measures customer satisfaction with products or
services based on feedback analysis
...
Introduction to Machine Learning 
Sentiment Analysis Analyzing customer feedback and
social media interactions to gauge public sentiment about products or brands
...Personalization: Tailoring products and
services to individual customer preferences enhances customer satisfaction and loyalty
...
Outcomes 
2 Company B: Financial
Services Company B utilized predictive analytics to assess customer outcomes
...Focus on Sustainability: Measuring outcomes related to environmental and
social governance (ESG) factors
...
Developing Strategic Partnerships Through Data 
Marketing Alliances: Companies work together to promote each other's products or
services ...Social Media Analytics: Monitoring online interactions and brand sentiments to identify potential collaborators
...
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 Gründung eines Unternehmens. Wie macht man sich selbstständig ohne den Einsatz von Eigenkapital? Der Schritt in die Selbstständigkeit sollte gut überlegt sein ...