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Supply chain segmentation Analytics with Python
Rating: 4.4 out of 5(3 ratings)
21 students

Supply chain segmentation Analytics with Python

Learn to implement ABC and XYZ segmentation in python with real life data with more than 3,000 skus.
Last updated 8/2022
English

What you'll learn

  • Learn ABC and XYZ Segmentation for Supply Chain Optimization
  • Implement ABC and XYZ Segmentation Analysis in Python
  • Learn to visualize the segmentation results in python
  • Build reusable python functions to implement the segmentation analysis for multiple stores

Course content

3 sections10 lectures1h 11m total length
  • Introduction to ABC Segmentation2:33
  • Data to download0:14
  • Perform ABC segmentation analysis with python12:39
  • Visualize the results of ABC segmentation3:45
  • Perform store level ABC segmentation analysis5:48

Requirements

  • Basic knowledge of supply chain problems
  • Curiosity to learn and optimize supply chain with advanced analytics
  • Basic understanding of how to start coding with python

Description

Supply chain problems are complex due to large number of SKU's, Customers and Suppliers, as a first step in any supply chain analytics project we need to reduce the complexity of the problem. Supply chain segmentation is a fundamental first step that enables us to reduce the supply chain complexity. Once we perform the supply chain segmentation, we can easily start choosing the proper demand forecasting model, can optimize the inventory, or can implement any kind of strategy based on the segments.

In this course we learn the most commonly used ABC and XYZ segmentation analysis, as well as we combine the both. The key advantage of learning this course is at the end of the lesson you will have a complete code to perform ABC, XYZ analysis on real life use cases with multiple stores and more than 3000 skus.

In addition to building the segmentation algorithms we will implement interactive visualizations in python, so you can present and explain your analysis in a user friendly manner to your manager or to your client.

This course will serve as a first building block for your supply chain analytics project. If you are a supply chain professional, after learning in this course you can use your company data to implement the ABC, XYZ segmentation analysis to derive insights for your organization. If you are a supply chain student you can use this knowledge to understand much deeper topics as well as can build your portfolio of supply chain analytics projects.

Who this course is for:

  • Supply chain analysts
  • Supply chain students
  • Supply chain planners
  • Store managers
  • Warehouse managers
  • Demand and Supply Planners
  • Supply chain consultants