Regression Forecasting
Trend Analysis
Statistical Interpretations
Key Techniques in Machine Learning
Understanding Business Performance
Key Factors in Predictions
Approaches
Analytical Frameworks
Data Mining 
Market segmentation, social network analysis
Regression Predicts a continuous-valued attribute associated with an object
...Sales
forecasting, real estate valuation Association Rule Learning Discovers interesting relations between variables in large databases
...
Predictive Analysis 
analysis, including: Technique Description
Regression Analysis A statistical method for estimating the relationships among variables
...Manufacturing:
Forecasting equipment failures and optimizing supply chain management
...
Trend Analysis 
It is often used for
forecasting future values based on historical trends
...Regression Analysis: A statistical method used to determine the relationship between variables and how they change over time
...
Statistical Interpretations 
Regression Analysis Examines the relationship between variables to predict outcomes
...Sales
forecasting, financial modeling
...
Key Techniques in Machine Learning 
2 Common Algorithms Algorithm Description Use Cases Linear
Regression Models the relationship between a dependent variable and one or more independent variables
...Sales
forecasting, risk assessment Decision Trees A flowchart-like structure that makes decisions based on input features
...
Understanding Business Performance 
Techniques include: Root Cause Analysis Correlation Analysis
Regression Analysis Predictive Analytics: Uses historical data to predict future outcomes
...Techniques include: Time Series Analysis Machine Learning Models
Forecasting Methods Prescriptive Analytics: Provides recommendations for actions to achieve desired outcomes
...
Key Factors in Predictions 
types of predictive models include: Model Type Description Use Cases
Regression Analysis Models the relationship between a dependent variable and one or more independent variables
...Sales
forecasting, financial analysis Decision Trees A flowchart-like structure that uses branching methods to illustrate decisions and their possible consequences
...
Approaches 
Key Techniques
Regression Analysis: A statistical method used to determine the relationship between variables
...Manufacturing
Forecasting equipment failures and maintenance needs
...
Analytical Frameworks 
This framework is widely used for: Risk Management Customer Behavior Prediction Sales
Forecasting 4
...It includes various techniques such as: Statistical Technique Application
Regression Analysis Predicting a dependent variable based on one or more independent variables
...
Data 
Regression Analysis Examines the relationship between dependent and independent variables
...Used for
forecasting future values based on historical data
...
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