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
涵盖的内容
3个视频
显示有关单元内容的信息
3个视频•总计23分钟
Introduction to Analytics Project Ideation Specialization Overview•11分钟
Personal Introduction•8分钟
Course Overview•4分钟
Module 1: Overview of Prescriptive Analytics
第 2 单元•小时 后完成
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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.
涵盖的内容
8个视频2个作业
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8个视频•总计50分钟
Course 4 Module 1 Overview Video•2分钟
Introduction to Prescriptive Analytics Journey•7分钟
Prescriptive Analytics Example Prescriptive Analytics Pillar: “What is the Best Way to Respond?”•8分钟
Key Methods Optimization, Simulations, Rules•7分钟
Key Features of Optimization Problems•4分钟
Example Applications of Optimization – Manufacturing & Supply Chain•8分钟
Example Applications of Optimization – Marketing & Finance•6分钟
Example Applications of Optimization – Transportation & Logistics•7分钟
2个作业•总计120分钟
Graded Exam•60分钟
Practice Exam•60分钟
Module 2: Optimization and Simulations
第 3 单元•小时 后完成
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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.
涵盖的内容
7个视频2个作业
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7个视频•总计58分钟
Course 4 Module 2 Overview Video•3分钟
SCQ Analysis - Investment Optimization •7分钟
Solution Overview•11分钟
SCQ Analysis - Staffing Level Optimization •4分钟
Problem Solution•8分钟
Basic Concepts in Simulations•16分钟
Queuing Systems Simulation – SCQ Analysis•10分钟
2个作业•总计120分钟
Graded Exam•60分钟
Practice Exam•60分钟
Module 3: Prescriptive Analytics Sprint Phase 1: Problem Identification
第 4 单元•小时 后完成
单元详情
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.
涵盖的内容
6个视频2个作业
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6个视频•总计45分钟
Course 4 Module 4 Overview Video•3分钟
Mapping Methods to Question – Part 1•8分钟
Identifying Goals and Constraints – Part 1•6分钟
Identifying Goals and Constraints – Part 2•10分钟
Final Project Plan Review•5分钟
Industry Expert - Optimization in Airline Industry•12分钟
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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.