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University of California, Irvine

Leverage Data Science for a More Agile Supply Chain

University of California, Irvine via Coursera Specialization

Overview

Over the past two decades, the supply chain has become more complex. While advancing technology has allowed companies to capture this complexity within stores of ever accumulating data, companies have not kept up with how to analyze and derive insights from that data. This specialization uses hands-on activities to show how data science techniques can turn raw data into decision-makers for a more agile supply chain. Foundational techniques such as demand forecasting, inventory management with demand variability, and using the newsvendor model are covered, in addition to more advanced techniques such as how to optimize for capacity and resources as well as mitigate risks with the Monte Carlo simulation. By the end of this specialization, you will be able to: Describe how demand planning, supply planning, and constrained forecast are associated with one another. Use Excel to analyze historical data to quantify future needs. Analyze historical data to determine inventory levels in steady and uncertain demand situations using Excel. Manage inventory in an uncertain environment. Quantify the inventory needs for single-period items using the newsvendor model. Identify the components of capacity optimization, resource optimization, and Monte Carlo simulation. Set up and solve optimization problems in Excel. Build a demand and inventory snapshot and run a Monte Carlo simulation to solve for a more agile supply chain.

Syllabus

Course 1: Supply Chain Planning
- Offered by University of California, Irvine. Supply chain planning is an important activity in any supply chain. This is where organizations ... Enroll for free.

Course 2: Inventory Management
- Offered by University of California, Irvine. Inventory is a strategic asset for organizations. The effective management of inventory can ... Enroll for free.

Course 3: Supply Chain Optimization
- Offered by University of California, Irvine. Optimization is an important piece of an agile supply chain. In this course, we will explore ... Enroll for free.

Courses

Taught by

Paul Jan

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