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 5 modules in this course
Prescriptive Analytics Project Ideation is about the art of transforming data into actionable optimal strategies. This course begins with an overview of prescriptive analytics, exploring key methods like optimization and simulations. You'll then delve into real-world applications across various industries, with applications in investing and staffing optimization. The course also includes a comprehensive sprint phase for problem identification and solutions mapping, culminating in a final project plan review and insights from industry experts.
Learning objectives:
- Examine how prescriptive analytics methods are used by businesses to make optimal decisions.
- Formulate optimization models to solve portfolio investment and staffing decisions
- Analyze business needs and define a prescriptive analytics project plan
What's included
3 videos
Show info about module content
3 videos•Total 23 minutes
Introduction to Analytics Project Ideation Specialization Overview•11 minutes
Personal Introduction•8 minutes
Course Overview•4 minutes
Module 1: Overview of Prescriptive Analytics
Module 2•3 hours to complete
Module details
This module introduces prescriptive analytics, covering key methods like optimization and simulations, and the essential features of optimization problems. It also explores practical applications of prescriptive analytics across various industries, including manufacturing, supply chain, marketing, finance, transportation, and logistics.
What's included
8 videos2 assignments
Show info about module content
8 videos•Total 50 minutes
Course 4 Module 1 Overview Video•2 minutes
Introduction to Prescriptive Analytics Journey•7 minutes
Prescriptive Analytics Example Prescriptive Analytics Pillar: “What is the Best Way to Respond?”•8 minutes
Example Applications of Optimization – Manufacturing & Supply Chain•8 minutes
Example Applications of Optimization – Marketing & Finance•6 minutes
Example Applications of Optimization – Transportation & Logistics•7 minutes
2 assignments•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 minutes
Module 2: Optimization and Simulations
Module 3•3 hours to complete
Module details
This module delves into optimization and simulations, starting with investment optimization through SCQ analysis and solution overview. It then covers staffing level optimization, including problem analysis and solutions. The module concludes with an introduction to discrete event simulations.
Queuing Systems Simulation – SCQ Analysis•10 minutes
2 assignments•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 minutes
Module 3: Prescriptive Analytics Sprint Phase 1: Problem Identification
Module 4•3 hours to complete
Module details
This module focuses on high-level needs identification, starting with understanding process maps, identifying business needs, and prioritizing them using PICK charts. It then moves to SCQ analysis for airline operations, introducing the situation, challenges, and key questions. Finally, it addresses breaking down problems into subproblems, identifying common themes, and constructing an issue tree.
This module begins with results mapping, focusing on aligning methods with key questions. It then moves to outcome sketches, where goals and constraints are identified. The module concludes with a final project plan review and insights from an industry expert on optimization in the airline industry.
What's included
6 videos2 assignments
Show info about module content
6 videos•Total 45 minutes
Course 4 Module 4 Overview Video•3 minutes
Mapping Methods to Question – Part 1•8 minutes
Identifying Goals and Constraints – Part 1•6 minutes
Identifying Goals and Constraints – Part 2•10 minutes
Final Project Plan Review•5 minutes
Industry Expert - Optimization in Airline Industry•12 minutes
2 assignments•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 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.
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.
When will I have access to the lectures and assignments?
To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. 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.
What will I get if I subscribe to this Specialization?
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.
Is financial aid available?
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.