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Fundamentals of Data Analytics in the Public Sector with R · LearnSpace
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Fundamentals of Data Analytics in the Public Sector with R

Курс от University of Michigan
Средний≈ 14.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Gain a foundational understanding of key terms and concepts in public administration and public policy while learning foundational programming techniques using the R programming language. You will learn how to execute functions to load, select, filter, mutate, and summarize data frames using the tidyverse libraries with an emphasis on the dplyr package. By the end of the course, you will create custom functions and apply them to population data which is commonly found in public sector analytics. Throughout the course, you will work with authentic public datasets, and all programming can be completed in RStudio on the Coursera platform without additional software. This is the first of four courses within the Data Analytics in the Public Sector with R Specialization. The series is ideal for current or early career professionals working in the public sector looking to gain skills in analyzing public data effectively. It is also ideal for current data analytics professionals or students looking to enter the public sector.

Навыки, которые вы освоите

Data AnalysisR ProgrammingPublic AdministrationSurveysR (Software)Public PoliciesPolicy AnalysisTidyverse (R Package)Statistical ProgrammingProgramming PrinciplesStatistical VisualizationData VisualizationAnalyticsDemographyData ManipulationData Transformation

Программа курса

5 модулей · 75 учебных материалов

01Week 1 | Introduction to Data Analytics in the Public Sector with R15 материалов

Welcome to the Data Analytics in the Public Sector Certificate

Welcome from the University of Michigan!ВидеоCertificate Road MapЧтениеCourse SyllabusЧтениеMeet Your Fellow LearnersОбсуждение

Учитесь у экспертов

Christopher Brooks

Associate Professor

Paula Lantz

Professor Emerita of Public Policy, Gerald R Ford School of Public Policy and Professor Emerita of Health Management and Policy, School Public Health

Fundamentals of Data Analytics in the Public Sector with R
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Обучение на Coursera

≈ 14.7 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Help Us Learn About YouЧтение

Let's Get our Terms Defined and Clear

What is the Public Sector & What are Public Goods/Services?ВидеоData Science and Data Analytics: An IntroductionВидеоWhat Does Public Administration & Public Policy Mean? ВидеоCourse Glossary of TermsЧтениеMeaning and Significance of Data Analytics for the Public SectorЧтение7 Reasons for Policy Professionals to Get into R ProgrammingЧтение

RStudio Lab Orientation

Introduction to RStudioВидеоRStudioЛабораторная

Week 1 Wrap-Up

Week 1 Quiz: Introduction to Data Analytics in the Public Sector with RЗаданиеWeek 1 Optional Readings & ResourcesЧтение
02Week 2 | Core Functions of Public Administration and R Basics19 материалов

Core Functions of Public Administration

General Organization of Government BureaucraciesВидеоExamples of Government BureaucraciesВидеоPublic Administration Functions: Point of ReflectionОбсуждениеPOSDCORB: Important 7 Steps, Functions, Strength, CriticismЧтениеCore Functions of Public Administration: Planning, Organizing, Staffing, & DirectingВидеоCore Functions of Public Administration: Coordinating, Reporting, & BudgetingВидеоApplications of Data Analytics to Public Administration FunctionsВидео

Skill Development in RStudio: Getting Started With R

Getting Started with R: The BasicsВидеоGetting started with R: The Basics of Vectorized LanguageВидеоRStudio Cheat SheetЧтениеGetting started with R: Attributes of DataВидеоExploring R Dataframes: Columns as VariablesВидеоGetting Started With R: Practice & Knowledge CheckЗадание

Week 2 Wrap-Up

Week 2 Quiz: Getting Started With RЗаданиеWeek 2 Optional Readings & ResourcesЧтениеOne More Thing for This Week!Видео
03Week 3 | Survey Data Analysis with the Tidyverse20 материалов

Analysis Skills for Survey Data

Survey Data Analytics: Importance, Types and Examples of Survey Data Analytics in the Public SectorВидеоWhat Analysts Need to Know About Survey Designs & TypesВидеоSurvey Data Analytics Knowledge CheckЗаданиеWhat Analysts Need to Know About Survey DeploymentВидеоWhat Analysts Need to Know in Understanding Survey Data | Part 1ВидеоWhat Analysts Need to Know in Understanding Survey Data | Part 2ВидеоExample: Reading a CodebookВидеоExample: DashboardsВидеоWhat Analysts Need to Know: Knowledge CheckЗадание

Skill Development in RStudio: Analysis Skills for Survey Data

Required Resources Needed AheadЧтениеExample of a Codebook: The Behavioral Risk Factor Surveillance SystemВидеоData Manipulation with dplyr: Tidyverse & Exploring the DataВидеоData Manipulation with dplyr: Pipe Operator & Adding VariablesВидеоData Manipulation with dplyr: Formulas in RВидеоData Manipulation: Practice & Knowledge CheckЗадание

Week 3 Wrap-Up

Week 3 Quiz: Analysis Skills for Survey DataЗаданиеWeek 3 Optional Readings & ResourcesЧтениеOne More Thing for This Week!Видео
04Week 4 | Population Data Analysis with Custom R functions13 материалов

Analysis Skills for Population Data

Importance of Population Data Analytics & the Three Main Demographic ProcessesВидеоPopulation Data Analytics: Key Population Data SourcesВидеоPopulation Data Analytics: The Answer to a Basic Population QuestionВидеоGenerating & Interpreting Population DataЗадание

Skill Development in RStudio: Analysis Skills for Population Data

Resources Needed for Week 4ЧтениеCreating Custom AnalyticsВидеоApplying Custom Analytics to GroupsВидеоCustom Analytics: Practice & Knowledge CheckЗаданиеWriting FunctionsВидеоAlternative Analytics for TDRВидеоRStudio Function for Data Analysis: Practice & Knowledge CheckЗадание

Week 4 Wrap-Up

Week 4 Quiz: Analysis Skills for Population DataЗаданиеWeek 4 Optional Readings & ResourcesЧтение
05Week 5 | Public Sector Data Analytics in Practice8 материалов

Stories from Experts in the Field

Day-to-Day Role of Public Health Data: Interview with Joneigh KhaldunВидеоPoint of Reflection: Day to Day Role of Public Health DataОбсуждениеInterview with Javed Ali (Part 1): National Security & Government BureaucracyВидеоInterview with Javed Ali (Part 2): The Role of Data in National Security as a Public GoodВидеоPoint of Reflection: National Security, Data & Government BureaucracyОбсуждение

Course Wrap-Up

Final QuizЗаданиеOne More Thing for This Week: Congratulations!ВидеоCourse SurveyЧтение
Using Vectors to Select and Analyze DataВидео
Exploring R Dataframes: Dealing with Missing Values Through Boolean MaskingВидео
Exploring R Dataframes: Creating Statistics from Cleaned DataframeВидео
Data Analysis: Grouping by VariableВидео
Data Analysis: Grouping by Multiple VariablesВидео