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SCM and Logistics Analytics Table of Content


Table of Content
 


Analytics Introduction

  • Evolution and Scope
  • Data Management and Types
  • Decision Models
  • Problem Solving and Decision Making

Using Spreadsheets for Analytics

  • Excel Formulas
  • Excel Functions
  • Spreadsheet Add-Ins
  • What is Spreadsheet Modeling

Visualizing Data in Spreadsheets

  • Excel Data Visualization Tools
  • Data Queries in Excel
  • Data Summarization in Excel
  • PivotTables and Pivot Charts

Descriptive Statistical Measures

  • Statistical Notation
  • Measures of Location
  • Measures of Dispersion
  • Measures of Shape
  • Measures of Association
  • Frequency Distributions
  • Excel Descriptive Statistics Tools

Probability Distributions

  • Probability Basics
  • Discrete Probability Distributions
  • Continuous Probability Distributions
  • Distribution Fitting

Sampling and Estimation

  • Sampling Methods
  • Statistical Sampling
  • Sampling Distributions
  • Estimation
  • Interval Estimates
  • Confidence Intervals
  • Prediction Intervals

Statistical Inference

  • Hypothesis Testing
  • One-Sample Hypothesis Tests
  • Two-Sample Hypothesis Tests
  • ANOVA

Regression Analysis

  • Simple Linear Regression
  • Residual Analysis and Regression Assumptions
  • Multiple Linear Regression
  • Regression with Categorical Independent Variables
  • Regression Models with Nonlinear Terms

Introduction to Logistics

  • Concepts of Logistics
  • Logistics Processes
  • Logistics Intermediaries
  • Integrated Logistics

Supply Chain Management

  • Supply Chain Basics
  • The Bullwhip Effect
  • Global Supply Chain Management
  • SCOR Model

Logistics and SCM Theories 

  • Systems Approach
  • Resource-Based View Theory
  • Knowledge-based view (KBV)
  • Strategic Choice theory (SCT)
  • Principle Agency theory (PAT)
  • Systems theory (ST)
  • Transaction Cost Economics
  • Game Theory
  • Available-to-promise (ATP)
  • Theory of Constraints

Supply Chain Modeling

  • Deterministic Analytical Models
  • Stochastic Analytical Models
  • Economic Models
  • Simulation Models

Supply Chain Strategic Management

  • Strategic Management Processes
  • Supply Chain Strategy
  • Environmental Analysis
  • Pestle Analysis
  • SWOT Analysis
  • Value Chain Analysis
  • Competitor Analysis

Supply Chain Design

  • Supply Chain Decision Phases
  • Supply Chain Process View
  • Achieving Strategic Fit
  • Supply Chain Segmentation
  • Aggregate Planning
  • Planning Strategies

Logistics Network Planning

  • What is Logistics Network Design
  • Design Issue and Data
  • Distribution Centres and Warehouses
  • Modeling Techniques
  • Logistics Network Design Process

Demand Management

  • Introduction
  • Demand Forecasting

Distribution and Freight Management

  • Central Place Theory
  • Unit Load Concept
  • Reducing Freight Costs
  • Freight Costing
  • Freight Routing and Scheduling

Logistics and SCM Costing

  • What is Cost
  • Fixed and Variable Costs
  • Cost Analysis
  • SCM Costing
  • What are Logistics Costs
  • Logistics Costs Types
  • Logistics Cost Analysis and Approaches
  • Activity-based costing (ABC)
  • Target Costing
  • Logistics Cost Analysis Formulas

Logistics and SCM Optimization

  • What is optimization
  • Business Process Optimization
  • Modeling and Optimization
  • Logistics Problems
  • Logistics Optimization
  • Supply Chain Optimization
  • Time Compression

Advanced Analytics

  • Capacity Analysis
  • Order Management
  • Spend Analysis
  • Prescriptive Analytics
  • Cognitive Analytics


Apply for certification

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