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Inventory and Warehouse Analytics Table of Contents


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

Inventory Management

  • Inventory Basics
  • Inventory Management Basics
  • Types of Inventory
  • Classification of Inventory Systems
  • Inventory Management Models
  • Inventory Control and Replenishment Techniques
  • Inventory Accuracy and Cycle Counting
  • Demand Forecasting
  • Inventory Performance Measurement
  • Selective Inventory Management
  • Aggregate Inventory Planning
  • Exchange Curve
  • Deterministic Inventory Models
  • Probabilistic Inventory Models
  • Economic Order Quantity( EOQ)
  • ABC Inventory Planning
  • XYZ Analysis
  • Inventory Control of Slow Moving Items

Warehousing

  • Introduction
  • Benefits of Warehousing
  • Functions of Warehouses
  • Need for Holding Stock
  • Characteristics of Warehouses
  • Warehousing Efficiency and Effectiveness
  • Information Technology Requirements
  • Measuring Performance

Warehouse Processes

  • Introduction
  • Receiving
  • Pre-Receipt
  • In-handling
  • Preparation
  • Offloading
  • Checking
  • Cross Docking
  • Recording
  • Quality control
  • Put-away

Inventory Costing

  • Inventory Cost Types and Affecting Factors
  • Activity-Based Costing
  • Acceptance Sampling Plans
  • Accounting System
  • Advance Payment

Forecasting Demand

  • Methods of Forecasting
  • Judgmental Forecasts
  • Time Series
  • Casual Forecasting
  • Planning Forecasts

Distribution and Freight Management

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

Advanced Analytics

  • Lot Sizing
  • Picking Strategies
  • Reverse Logistics
  • Obsolescence Management
  • Predictive Analytics


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