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Leverage Data Science for a More Agile Supply Chain

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Data Science Strategies in Supply Chain Management

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.

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From University of California, Irvine via Coursera
Hours 30
Instructor Paul Jan
Language English
Subjects Data Science Business

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Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

Supply Chain/ Logistics $64k

Supply Chain Analysis $68k

Supply Chain Analyst, Supply Chain Development Program $80k

Supply Chain Scheduler $87k

Supply Chain 1 $88k

Supply Chain Accountant $92k

Supply Chain Planner 4 $105k

Supply Chain Dev $105k

Supply Chain 3 $120k

Regional Supply Chain $121k

Supply Chain Advisory $129k

Supply Chain Specialist, Nuclear Supply Chain Manager $130k

Courses in this Specialization

Listed in the order in which they should be taken

Starts Course Information

Jul
3

Inventory Management

Inventory is a strategic asset for organizations. The effective management of inventory can minimize a company’s spending while dramatically increasing its profit. In this...

Coursera | University of California, Irvine

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Jul
3

Supply Chain Optimization

Optimization is an important piece of an agile supply chain. In this course, we will explore the components of optimization and how to set up an optimization problem in Excel. We...

Coursera | University of California, Irvine

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Coursera

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University of California, Irvine

From University of California, Irvine via Coursera
Hours 30
Instructor Paul Jan
Language English
Subjects Data Science Business

Careers

An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).

Supply Chain/ Logistics $64k

Supply Chain Analysis $68k

Supply Chain Analyst, Supply Chain Development Program $80k

Supply Chain Scheduler $87k

Supply Chain 1 $88k

Supply Chain Accountant $92k

Supply Chain Planner 4 $105k

Supply Chain Dev $105k

Supply Chain 3 $120k

Regional Supply Chain $121k

Supply Chain Advisory $129k

Supply Chain Specialist, Nuclear Supply Chain Manager $130k

Similar Courses

Sorted by relevance