Statistical Models
Predictive Analytics and Its Business Impact
Analyzing Data Patterns
Evaluating Model Performance
Best Tools for Predictive Analytics
Improving Customer Retention with Predictions
Practical Data Analysis Approaches
Transforming Data into Predictive Insights
Data Analysis in Supply Chain Management 
Data Analysis Applying
statistical methods and analytical tools to extract meaningful insights from processed data
...Predictive Analytics: Utilizes statistical
models and machine learning algorithms to forecast future trends and behaviors
...
Predictive Analytics and Its Business Impact 
Predictive analytics is a branch of advanced analytics that uses historical data,
statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on historical data
...Modeling Applying statistical algorithms and machine learning techniques to build predictive
models ...
Analyzing Data Patterns 
By leveraging
statistical analysis techniques, businesses can make informed decisions, optimize operations, and enhance customer satisfaction
...Data Modeling: Apply statistical
models to identify patterns
...
Evaluating Model Performance 
To compare different
models and select the best one for a specific task
...Regression problems R-squared A
statistical measure that represents the proportion of variance for a dependent variable that's explained by an independent variable or variables
...
Best Tools for Predictive Analytics 
This process involves
statistical algorithms and machine learning techniques to identify trends and patterns
...no-code environment Google Cloud AI Machine Learning Pre-trained
models, AutoML, scalable infrastructure Companies looking for scalable AI solutions KNIME Data Mining
...
Improving Customer Retention with Predictions 
Predictive analytics, a branch of business analytics, utilizes historical data,
statistical algorithms, and machine learning techniques to identify the likelihood of future outcomes based on past behaviors
...Common
models used for customer retention include: Model Description Use Case Logistic Regression A statistical method for predicting binary outcomes
...
Practical Data Analysis Approaches 
It uses
statistical measures to provide insights into trends and patterns
...Predictive Analysis Predictive analysis uses statistical
models and machine learning techniques to forecast future events based on historical data
...
Transforming Data into Predictive Insights 
One of the most significant branches of business analytics is predictive analytics, which employs
statistical techniques and algorithms to forecast future outcomes based on historical data
...Model Development: Building predictive
models using machine learning algorithms
...
Measuring Impact of Predictive Insights 
Introduction Predictive analytics involves using
statistical techniques and machine learning algorithms to analyze historical data and make predictions about future outcomes
...The insights generated from predictive
models can significantly influence strategic decisions across various business functions, including marketing, finance, operations, and customer service
...
Analytics Framework 
Data Analysis: This phase involves applying
statistical methods and algorithms to extract patterns and insights from the data
...Predictive Analytics Uses statistical
models and machine learning techniques to forecast future outcomes
...
Nebenberuflich (nebenbei) selbstständig m. guten Ideen
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 ...