Non-parametric Models
Methods
Enhance Supply Chain Resilience with Analytics
Economic Analysis
Text Modeling
Strategic Planning through Data Analysis
Data Analysis Frameworks
Decision
Predictive Decisions 
Benefit Description Improved Accuracy Predictive
models can provide more accurate forecasts than traditional methods, leading to better decision-making
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Optimize Resource Management through Data 
Prescriptive Analytics Technique Description Application Optimization
Models Mathematical models that find the best solutions under given constraints
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Methods 
1 Techniques Regression Analysis:
Models the relationship between variables
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Enhance Supply Chain Resilience with Analytics 
Predictive Analytics: Uses statistical
models and machine learning techniques to forecast future events
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Economic Analysis 
Description Application Regression Analysis
Models the relationship between a dependent variable and one or more independent variables
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Text Modeling 
Contextual Understanding:
Models often struggle to understand the context in which words are used, leading to potential misinterpretations
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Strategic Planning through Data Analysis 
Predictive Analysis Uses statistical
models to forecast future outcomes based on historical data
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Data Analysis Frameworks 
Predictive Analysis Framework The predictive analysis framework uses statistical
models and machine learning techniques to forecast future outcomes based on historical data
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Decision 
Decision-Making
Models Various models exist to aid in the decision-making process: Rational Model: A logical, step-by-step approach to decision making
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Data Science 
Model Building Developing predictive
models using machine learning algorithms
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