Social Services
Data-Driven Decision Making
Business Strategies
Best Practices for Collaboration
Transforming Raw Data into Insights using Machine Learning
Data Validation
Leveraging Predictive Analytics for Strategy
Understanding Consumer Behavior with Predictions
Leveraging Text Analytics for Operational Improvements 
several methodologies: Data Collection: Gathering unstructured data from various sources such as customer feedback,
social media, emails, and operational reports
...Improved Customer Experience: Understanding customer sentiment leads to tailored
services and products
...
Identifying Opportunities with Machine Learning 
Personalization: Businesses can tailor their products and
services to meet individual customer preferences
...This data can come from various sources, including: Customer transactions
Social media interactions Market research surveys Website analytics Once data is collected, it must be cleaned and preprocessed to ensure accuracy
...
Data-Driven Decision Making 
Enhanced Customer Insights: Understanding customer behavior through data helps in tailoring products and
services to meet their needs
...implementing DDDM: Data Collection: Gathering relevant data from various sources such as surveys, transactions, and
social media
...
Business Strategies 
PEST Analysis - Analyzes political, economic,
social, and technological factors
...Customer Satisfaction Assesses the degree to which customers are satisfied with products/
services ...
Best Practices for Collaboration 
Here are some tools that can enhance collaboration: Cloud Storage: Use cloud
services to share files and access projects from anywhere
...Social Interactions: Spend time together outside of work to build rapport and trust
...
Transforming Raw Data into Insights using Machine Learning 
to unprocessed information collected from various sources, which can include: Transactional data Sensor data
Social media interactions Customer feedback Market research Before raw data can be transformed into insights, it must undergo several stages of processing, including data
...Personalization: Machine learning enables businesses to tailor products and
services to individual customer preferences
...
Data Validation 
Customer Satisfaction: Accurate data supports better customer insights and tailored
services, leading to improved customer experiences
...unique identifiers like
Social Security Numbers)
...
Leveraging Predictive Analytics for Strategy 
Market segmentation,
social network analysis Applications of Predictive Analytics Predictive analytics can be applied across various industries, including: Retail: Enhancing inventory management and personalizing marketing efforts
...Enhanced Customer Insights: Understanding customer preferences and behaviors to tailor products and
services ...
Understanding Consumer Behavior with Predictions 
This includes the processes of searching for, purchasing, using, evaluating, and disposing of products and
services ...Online Behavior: Data from website interactions,
social media engagement, and online reviews
...
Using Machine Learning for Advanced Research 
Analyzes customer data to identify distinct groups, allowing for targeted marketing strategies and personalized
services ...Market Research Analyzes consumer feedback and
social media data to gauge public sentiment and preferences
...
Selbstständig machen z.B. nebenberuflich!
Der Trend bei der Selbständigkeit ist auf gute Ideen zu setzen und dabei vieleich auch noch nebenberuflich zu starten - am besten mit einem guten Konzept ...