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Apprenez de nouveaux concepts auprès d'experts du secteur
Acquérez une compréhension de base d'un sujet ou d'un outil
Développez des compétences professionnelles avec des projets pratiques
Obtenez un certificat professionnel partageable
Il y a 5 modules dans ce cours
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
Inclus
3 vidéos
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3 vidéos•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 heures à terminer
Détails du module
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.
Inclus
8 vidéos2 devoirs
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8 vidéos•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 devoirs•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 minutes
Module 2: Optimization and Simulations
Module 3•3 heures à terminer
Détails du module
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.
Inclus
7 vidéos2 devoirs
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Queuing Systems Simulation – SCQ Analysis•10 minutes
2 devoirs•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 minutes
Module 3: Prescriptive Analytics Sprint Phase 1: Problem Identification
Module 4•3 heures à terminer
Détails du module
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.
Inclus
9 vidéos2 devoirs
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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.
Inclus
6 vidéos2 devoirs
Afficher les informations sur le contenu du module
6 vidéos•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 devoirs•Total 120 minutes
Practice Exam•60 minutes
Graded Exam•60 minutes
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