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Prescriptive Analytics Project Ideation · LearnSpace
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Prescriptive Analytics Project Ideation

Курс от University of Minnesota
Начальный≈ 11.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

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

Навыки, которые вы освоите

Simulation and Simulation SoftwareModel OptimizationAnalyticsProcess MappingAdvanced AnalyticsSimulationsGoal SettingBusiness PrioritiesBusiness AnalysisProject ScopingProject PlanningNeeds AssessmentIdeationProcess OptimizationOperations ResearchSolution DesignInvestment ManagementSprint Planning

Программа курса

5 модулей · 41 учебных материалов

01Specialization and Course Overview3 материалов
Introduction to Analytics Project Ideation Specialization OverviewВидеоPersonal IntroductionВидеоCourse OverviewВидео
02Module 1: Overview of Prescriptive Analytics10 материалов

Module 1 Part 1: What is Prescriptive Analytics?

Course 4 Module 1 Overview VideoВидео

Учитесь у экспертов

Soumya Sen

Associate Professor

Prescriptive Analytics Project Ideation
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Обучение на Coursera

≈ 11.8 ч

5 модулей

Язык: Английский

Субтитры: Казахский

Часть программы вашего университета
Introduction to Prescriptive Analytics JourneyВидео
Prescriptive Analytics Example Prescriptive Analytics Pillar: “What is the Best Way to Respond?”Видео
Key Methods Optimization, Simulations, RulesВидео
Key Features of Optimization ProblemsВидео

Module 1 Part 2: Application of Prescriptive Analytics

Example Applications of Optimization – Manufacturing & Supply ChainВидеоExample Applications of Optimization – Marketing & FinanceВидеоExample Applications of Optimization – Transportation & LogisticsВидео

Module 1 Wrap-up

Practice ExamЗаданиеGraded ExamЗадание
03Module 2: Optimization and Simulations9 материалов

Module 2 Part 1: Investment Optimization Formulation Example

Course 4 Module 2 Overview VideoВидеоSCQ Analysis - Investment Optimization ВидеоSolution OverviewВидео

Module 2 Part 2: Staffing Optimization Formulation Example

SCQ Analysis - Staffing Level Optimization ВидеоProblem SolutionВидео

Module 2 Part 3: Discrete Event Simulations

Basic Concepts in SimulationsВидеоQueuing Systems Simulation – SCQ AnalysisВидео

Module 2 Wrap-up

Practice ExamЗаданиеGraded ExamЗадание
04Module 3: Prescriptive Analytics Sprint Phase 1: Problem Identification11 материалов

Module 3 Part 1: High-level Needs Identification

Course 4 Module 3 Overview VideoВидеоUnderstanding the Process MapВидеоIdentifying Business NeedsВидеоPrioritizing Needs – PICK ChartsВидео

Module 3 Part 2: SCQ Analysis (Airline Operations)

Introduction to Situation ВидеоIntroduction to Challenges & QuestionВидео

Module 3 Part 3: Identifying Subproblems

Breaking Down into Subproblems – HMWsВидеоIdentifying Common ThemesВидеоConstruct An Issue TreeВидео

Module 3 Wrap-up

Practice ExamЗаданиеGraded ExamЗадание
05Module 4: Prescriptive Analytics Sprint Phase 2: Solutions Mapping8 материалов

Module 4 Part 1: Results Mapping

Course 4 Module 4 Overview VideoВидеоMapping Methods to Question – Part 1Видео

Module 4 Part 2: Outcome Sketches

Identifying Goals and Constraints – Part 1ВидеоIdentifying Goals and Constraints – Part 2Видео

Module 4 Part 3: Final Project Plan

Final Project Plan ReviewВидеоIndustry Expert - Optimization in Airline IndustryВидео

Module 4 Wrap-up

Practice ExamЗаданиеGraded ExamЗадание