Prescriptive Analytics Project Ideation
Keep adding new skills with 10,000+ programs for $239 (usually $399). Save now.
Prescriptive Analytics Project Ideation
This course is part of Analytics Project Ideation Specialization
Instructor: Soumya Sen
Included with
Learn more
Ask Coursera
Recommended experience
Recommended experience
Skills you'll gain
Details to know
8 assignments
See how employees at top companies are mastering in-demand skills
Build your subject-matter expertise
- 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
3 videosβ’Total 23 minutes
- Introduction to Analytics Project Ideation Specialization Overviewβ’11 minutes
- Personal Introductionβ’8 minutes
- Course Overviewβ’4 minutes
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
8 videosβ’Total 50 minutes
- Course 4 Module 1 Overview Videoβ’2 minutes
- Introduction to Prescriptive Analytics Journeyβ’7 minutes
- Prescriptive Analytics Example Prescriptive Analytics Pillar: βWhat is the Best Way to Respond?ββ’8 minutes
- Key Methods Optimization, Simulations, Rulesβ’7 minutes
- Key Features of Optimization Problemsβ’4 minutes
- Example Applications of Optimization β Manufacturing & Supply Chainβ’8 minutes
- Example Applications of Optimization β Marketing & Financeβ’6 minutes
- Example Applications of Optimization β Transportation & Logisticsβ’7 minutes
2 assignmentsβ’Total 120 minutes
- Graded Examβ’60 minutes
- Practice Examβ’60 minutes
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.
What's included
7 videos2 assignments
7 videosβ’Total 58 minutes
- Course 4 Module 2 Overview Videoβ’3 minutes
- SCQ Analysis - Investment Optimization β’7 minutes
- Solution Overviewβ’11 minutes
- SCQ Analysis - Staffing Level Optimization β’4 minutes
- Problem Solutionβ’8 minutes
- Basic Concepts in Simulationsβ’16 minutes
- Queuing Systems Simulation β SCQ Analysisβ’10 minutes
2 assignmentsβ’Total 120 minutes
- Graded Examβ’60 minutes
- Practice Examβ’60 minutes
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.
What's included
9 videos2 assignments
9 videosβ’Total 54 minutes
- Course 4 Module 3 Overview Videoβ’2 minutes
- Understanding the Process Mapβ’10 minutes
- Identifying Business Needsβ’5 minutes
- Prioritizing Needs β PICK Chartsβ’11 minutes
- Introduction to Situation β’3 minutes
- Introduction to Challenges & Questionβ’3 minutes
- Breaking Down into Subproblems β HMWsβ’7 minutes
- Identifying Common Themesβ’6 minutes
- Construct An Issue Treeβ’6 minutes
2 assignmentsβ’Total 120 minutes
- Graded Examβ’60 minutes
- Practice Examβ’60 minutes
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
6 videosβ’Total 45 minutes
- Course 4 Module 4 Overview Videoβ’3 minutes
- Mapping Methods to Question β Part 1β’8 minutes
- Identifying Goals and Constraints β Part 1β’6 minutes
- Identifying Goals and Constraints β Part 2β’10 minutes
- Final Project Plan Reviewβ’5 minutes
- Industry Expert - Optimization in Airline Industryβ’12 minutes
2 assignmentsβ’Total 120 minutes
- Graded Examβ’60 minutes
- Practice Examβ’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.
Instructor
Offered by
Explore more from Leadership and Management
- Status: PreviewO
O.P. Jindal Global University
Course
- Status: Free TrialD
Dartmouth College
Course
- Status: Free TrialU
University of Minnesota
Specialization
- Status: Free TrialU
University of Minnesota
Course
Why people choose Coursera for their career
Frequently asked questions
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.
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.
Yes. In select learning programs, you can apply for financial aid or a scholarship if you canβt afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, youβll find a link to apply on the description page.
More questions
Financial aid available,
