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There are 4 modules in this course
Business analysts need to be able to prescribe optimal solution to problems. But analytics courses are often focused on training students in data analysis and visualization, not so much in helping them figure out how to take the available data and pair that with the right mathematical model to formulate a solution. This course is designed to connect data and models to real world decision-making scenarios in manufacturing, supply chain, finance, human resource management, etc. In particular, we understand how linear optimization - a prescriptive analytics method - can be used to formulate decision problems and provide data-based optimal solutions. Throughout this course we will work on applied problems in different industries, such as:
(a) Finance Decisions: How should an investment manager create an optimal portfolio that maximizes net returns while not taking too much risks across various investments?
(b) Production Decisions: Given projected demand, supply of raw materials, and transportation costs, what would be the optimal volume of products to manufacture at different plant locations?
(c) HR Decisions: How many workers need to be hired or terminated over a planning horizon to minimize cost while meeting operational needs of a company?
(c) Manufacturing: What would be the profit maximizing product mix that should be produced, given the raw material availability and customer demand?
We will learn how to formulate these problems as mathematical models and solve them using Excel spreadsheet.
In this module we will look at examples illustrating the application of linear optimization in finance. In particular, we will learn to formulate problems in investment portfolio optimization and multi-period cash flow management.
What's included
14 videos1 reading2 assignments
Show info about module content
14 videos•Total 111 minutes
"Analytics for Decision Making" Specialization Overview•8 minutes
Meet Your Instructor: Soumya Sen•9 minutes
"Advanced Optimization for Decision Making" Course Overview•10 minutes
Module 1 Overview: LPs for Financial Decisions•2 minutes
An Investment Decision Problem•6 minutes
Formulating an Investment Optimization Problem•10 minutes
Entering the Investment Optimization Problem in Excel•12 minutes
Finding the Optimal Investment Strategy•8 minutes
Understanding the Impact of Parameter Changes•12 minutes
A Multi-Period Cash Flow Decision Problem•5 minutes
Formulating a Cash Flow Optimization Problem Part 1•5 minutes
Formulating a Cash Flow Optimization Problem Part 2•9 minutes
Entering the Cash Flow Optimization Problem in Excel•10 minutes
Module 1 Practice Exercise: Banking Investments Decision•60 minutes
Module 2: LP for Supply Chain Decisions
Module 2•3 hours to complete
Module details
This module explores the use of linear optimization in supply chain decisions, particularly in the context of inventory transportation or logistics problems as well as in production and inventory management.
What's included
10 videos2 assignments
Show info about module content
10 videos•Total 53 minutes
Module 2 Overview: LP for Supply Chain Decisions•2 minutes
A Transportation Decision Problem•4 minutes
Formulating a Transportation Problem Part 1•8 minutes
Formulating a Transportation Problem Part 2•6 minutes
Entering the Transportation Problem in Excel•5 minutes
Solving the Transportation Problem•4 minutes
Model for Production and Inventory Decision Problem•5 minutes
Formulating an Inventory Planning Problem Part 1•8 minutes
Formulating an Inventory Planning Part 2•5 minutes
Entering the Inventory Planning in Excel •6 minutes
2 assignments•Total 120 minutes
Module 2 Graded Exercise: A Car Manufacturing Decision•60 minutes
Module 2 Practice Exercise: Army Transportation Decision•60 minutes
Module 3: LP for Staffing Decisions
Module 3•3 hours to complete
Module details
This module explores how human resource managers can use optimization as a prescriptive analytics tool to plan staff schedules, room allocation, and workforce size management.
What's included
11 videos1 reading2 assignments
Show info about module content
11 videos•Total 67 minutes
Module 3 Overview: LP for Staffing Decisions•2 minutes
The Model Setup for Staffing Decision Problem•2 minutes
Formulating a Staffing Decision Problem Part 1•5 minutes
Formulating a Staffing Decision Problem Part 2•8 minutes
Entering the Problem in Excel•6 minutes
Solving the Staffing Decision Problem in Excel•8 minutes
Solving the Inventory Planning Problem•10 minutes
The Model Setup for Office Assignment Decisions•4 minutes
Formulating the Office Assignment Decision Problem•10 minutes
Entering the Office Assignment Problem in Excel•6 minutes
Solving the Office Assignment Decision Problem•7 minutes
1 reading•Total 10 minutes
Why Prescriptive Analytics and Decision optimization are Crucial (IBM)•10 minutes
2 assignments•Total 120 minutes
Module 3 Graded Exercise: An Airline Pilot Staffing Decision•60 minutes
Module 3 Practice Exercise: An Amusement Park Staffing Decision•60 minutes
Module 4: LP for Production Decisions
Module 4•4 hours to complete
Module details
Linear optimization plays an important role in the decision making process in the manufacturing sector. This module explores how optimization can be used to prescribe product mix and blending decisions.
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Is financial aid available?
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