• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Coursera
Log In
Join for Free
Coursera
University of Minnesota
Advanced Models for Decision Making
  • About
  • Outcomes
  • Modules
  • Recommendations
  • Testimonials
  • Reviews
  1. Browse
  2. Data Science
  3. Data Analysis
University of Minnesota

Advanced Models for Decision Making

This course is part of Analytics for Decision Making Specialization

Soumya Sen

Instructor: Soumya Sen

6,875 already enrolled

Included with Coursera Plus

•Learn more
4 modules
Gain insight into a topic and learn the fundamentals.
4.8

(53 reviews)

Beginner level

Recommended experience

Recommended experience

Beginner level

Familiarity with Excel spreadsheets

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

4 modules
Gain insight into a topic and learn the fundamentals.
4.8

(53 reviews)

Beginner level

Recommended experience

Recommended experience

Beginner level

Familiarity with Excel spreadsheets

1 week to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
  • About
  • Outcomes
  • Modules
  • Recommendations
  • Testimonials
  • Reviews

Skills you'll gain

  • Resource Allocation
  • Operations Management
  • Supply Chain
  • Operations Research
  • Mathematical Modeling
  • Analytics
  • Manufacturing Operations
  • Production Planning
  • Workforce Planning
  • Microsoft Excel
  • Business Analytics
  • Finance
  • Decision Making
  • Investment Management

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

8 assignments

Taught in English

See how employees at top companies are mastering in-demand skills

Learn more about Coursera for Business
 logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

Build your subject-matter expertise

This course is part of the Analytics for Decision Making Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
  • Learn new concepts from industry experts
  • Gain a foundational understanding of a subject or tool
  • Develop job-relevant skills with hands-on projects
  • Earn a shareable career certificate

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

14 videos•Total 110 minutes
  • "Analytics for Decision Making" Specialization Overview•8 minutes•Preview module
  • Meet Your Instructor: Soumya Sen•8 minutes
  • "Advanced Optimization for Decision Making" Course Overview•9 minutes
  • Module 1 Overview: LPs for Financial Decisions•1 minute
  • An Investment Decision Problem•5 minutes
  • Formulating an Investment Optimization Problem•9 minutes
  • Entering the Investment Optimization Problem in Excel•12 minutes
  • Finding the Optimal Investment Strategy•7 minutes
  • Understanding the Impact of Parameter Changes•11 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•8 minutes
  • Entering the Cash Flow Optimization Problem in Excel•10 minutes
  • Finding the Optimal Cash Flow•5 minutes
1 reading•Total 10 minutes
  • Applications of Linear Optimization•10 minutes
2 assignments•Total 120 minutes
  • Module 1 Graded Exercise: Banking Loan Decision•60 minutes
  • Module 1 Practice Exercise: Banking Investments Decision•60 minutes

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

10 videos•Total 52 minutes
  • Module 2 Overview: LP for Supply Chain Decisions•2 minutes•Preview module
  • A Transportation Decision Problem•3 minutes
  • Formulating a Transportation Problem Part 1•7 minutes
  • Formulating a Transportation Problem Part 2•5 minutes
  • Entering the Transportation Problem in Excel•5 minutes
  • Solving the Transportation Problem•3 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•4 minutes
  • Entering the Inventory Planning in Excel •5 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

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

11 videos•Total 67 minutes
  • Module 3 Overview: LP for Staffing Decisions•2 minutes•Preview module
  • The Model Setup for Staffing Decision Problem•1 minute
  • Formulating a Staffing Decision Problem Part 1•5 minutes
  • Formulating a Staffing Decision Problem Part 2•7 minutes
  • Entering the Problem in Excel•5 minutes
  • Solving the Staffing Decision Problem in Excel•7 minutes
  • Solving the Inventory Planning Problem•9 minutes
  • The Model Setup for Office Assignment Decisions•3 minutes
  • Formulating the Office Assignment Decision Problem•10 minutes
  • Entering the Office Assignment Problem in Excel•6 minutes
  • Solving the Office Assignment Decision Problem•6 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

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.

What's included

11 videos3 readings2 assignments1 discussion prompt

11 videos•Total 55 minutes
  • Module 4 Overview: LP for Production Decisions•1 minute•Preview module
  • The Model Setup for a Product Mix Problem•4 minutes
  • Formulating a Product Mix Optimization Problem•11 minutes
  • Setting up the Product Mix problem in Excel•6 minutes
  • Solving the Product Mix Optimization Problem•6 minutes
  • The Model Setup for a Blending Optimization Problem•4 minutes
  • Formulating a Blending Optimization Problem•7 minutes
  • Setting Up the Blending Decision Problem in Excel•4 minutes
  • Solving the Blending Optimization Problem•4 minutes
  • Congratulations on Finishing the "Advanced Models for Decision Making" Course•2 minutes
  • Carlson School of Management: Master of Science Program in Business Analytics (MSBA)•2 minutes
3 readings•Total 30 minutes
  • Analytics Trends 2021 and Beyond•10 minutes
  • Carlson School of Management: MSBA Program Website•10 minutes
  • Management Information Systems (MIS) Research Center•10 minutes
2 assignments•Total 120 minutes
  • Module 4 Graded Exercise: Electronics Product Mix Decisions•60 minutes
  • Module 4 Practice Exercise: A Pharmaceutical Company's Decision•60 minutes
1 discussion prompt•Total 10 minutes
  • Using Linear Optimization to Improve the Workplace•10 minutes

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Instructor ratings

Instructor ratings

We asked all learners to give feedback on our instructors based on the quality of their teaching style.

4.9 (10 ratings)
Soumya Sen
Soumya Sen
University of Minnesota
11 Courses•45,235 learners

Offered by

University of Minnesota

Offered by

University of Minnesota

The University of Minnesota is among the largest public research universities in the country, offering undergraduate, graduate, and professional students a multitude of opportunities for study and research. Located at the heart of one of the nation’s most vibrant, diverse metropolitan communities, students on the campuses in Minneapolis and St. Paul benefit from extensive partnerships with world-renowned health centers, international corporations, government agencies, and arts, nonprofit, and public service organizations.

Explore more from Data Analysis

  • Status: Free Trial
    Free Trial
    U

    University of Minnesota

    Optimization for Decision Making

    Course

  • Status: Free Trial
    Free Trial
    U

    University of Minnesota

    Simulation Models for Decision Making

    Course

  • T

    The Chinese University of Hong Kong

    Advanced Modeling for Discrete Optimization

    Course

  • Status: Preview
    Preview
    F

    Fundação Instituto de Administração

    Decision Making

    Course

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

Learner reviews

4.8

53 reviews

  • 5 stars

    81.13%

  • 4 stars

    18.86%

  • 3 stars

    0%

  • 2 stars

    0%

  • 1 star

    0%

Showing 3 of 53

J
JH
5

Reviewed on Jun 2, 2021

All of the courses in this series are very practical based and give a lot of practice in using the tools.

N
NR
5

Reviewed on Sep 18, 2021

The concepts are explained well. The lectures are very detail oriented. I just wish there were more examples to follow.

C
CL
5

Reviewed on May 18, 2021

Really enjoyed the lesson. Learned application of optimization analytics in various setting.

View more reviews
Coursera Plus

Open new doors with Coursera Plus

Unlimited access to 10,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Learn more

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Explore degrees

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Learn more

Frequently asked questions

Access to lectures and assignments depends on your type of enrollment. If you take a course in audit mode, you will be able to see most course materials for free. To access graded assignments and to earn a Certificate, you will need to purchase the Certificate experience, during or after your audit. If you don't see the audit option:

  • The course may not offer an audit option. You can try a Free Trial instead, or apply for Financial Aid.

  • The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

If you subscribed, you get a 7-day free trial during which you can cancel at no penalty. After that, we don’t give refunds, but you can cancel your subscription at any time. See our full refund policyOpens in a new tab.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

More questions

Visit the learner help center

Financial aid available,

Coursera Footer

Technical Skills

  • ChatGPT
  • Coding
  • Computer Science
  • Cybersecurity
  • DevOps
  • Ethical Hacking
  • Generative AI
  • Java Programming
  • Python
  • Web Development

Analytical Skills

  • Artificial Intelligence
  • Big Data
  • Business Analysis
  • Data Analytics
  • Data Science
  • Financial Modeling
  • Machine Learning
  • Microsoft Excel
  • Microsoft Power BI
  • SQL

Business Skills

  • Accounting
  • Digital Marketing
  • E-commerce
  • Finance
  • Google
  • Graphic Design
  • IBM
  • Marketing
  • Project Management
  • Social Media Marketing

Career Resources

  • Essential IT Certifications
  • High-Income Skills to Learn
  • How to Get a PMP Certification
  • How to Learn Artificial Intelligence
  • Popular Cybersecurity Certifications
  • Popular Data Analytics Certifications
  • What Does a Data Analyst Do?
  • Career Development Resources
  • Career Aptitude Test
  • Share your Coursera Learning Story

Coursera

  • About
  • What We Offer
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • MasterTrack® Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Social Impact
  • Free Courses
  • ECTS Credit Recommendations

Community

  • Learners
  • Partners
  • Beta Testers
  • Blog
  • The Coursera Podcast
  • Tech Blog

More

  • Press
  • Investors
  • Terms
  • Privacy
  • Help
  • Accessibility
  • Contact
  • Articles
  • Directory
  • Affiliates
  • Modern Slavery Statement
  • Do Not Sell/Share
Learn Anywhere
Download on the App Store
Get it on Google Play
Logo of Certified B Corporation
© 2025 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok
Coursera

Sign up

Learn on your own time from top universities and businesses.

​
​
Between 8 and 72 characters
Your password is hidden
​

or

Already on Coursera?


Having trouble logging in? Learner help center

This site is protected by reCAPTCHA Enterprise and the Google Privacy Policy and Terms of Service apply.