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Politics and Ethics of Data Analytics in the Public Sector · LearnSpace
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Politics and Ethics of Data Analytics in the Public Sector

Курс от University of Michigan
Средний≈ 14.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Deepen your understanding of the power and politics of data in the public sector, including how values — in addition to data and evidence — are always part of public sector decision-making. In this course, you will explore common ethical challenges associated with data, data analytics, and randomized controlled trials in the public sector. You will also navigate and understand the ethical issues related to data systems and data analysis by understanding frameworks, codes of ethics, and professional guidelines. Using two technical case studies, you will understand common ethical issues, including participation bias in populations and how slicing analysis is used to identify bias in predictive machine learning models. This course also serves as a capstone experience for the Data Analytics in the Public Sector with R Specialization, where you will conduct an applied policy options analysis using authentic data from a real-world case study. In this capstone exercise, you will review data as part of policy options analysis, create a visualization of the results, and make a recommendation. All coursework is completed in RStudio in Coursera without the need to install additional software. This is the fourth and final course 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 EthicsEthical Standards And ConductData AnalysisPolitical SciencesResponsible AIPublic AdministrationAnalyticsData GovernanceR ProgrammingData PresentationCase StudiesPolicy AnalysisInformed ConsentPublic PoliciesModel Evaluation

Программа курса

3 модулей · 44 учебных материалов

01Week 1: The Power and Politics of Data16 материалов

Welcome to The Politics of Data in the Public Sector

Introduction to Course 4: The Politics of Data in the Public SectorВидеоCourse SyllabusЧтениеCourse Glossary ЧтениеMeet 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

Politics and Ethics of Data Analytics in the Public Sector
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Обучение на Coursera

≈ 14.1 ч

3 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

Politics & Ethical Challenges in Data Analytics

Review of Politics/EthicsВидеоTerminology: Politics, Values, and EthicsВидеоRequired Reading: A Primer on Powerful NumbersЧтениеWhy Ethics for Data Analytics MatterВидеоExamples of Ethics Situations for Data AnalyticsВидеоEthical Situations for Data AnalyticsОбсуждениеThe Tenets of the United States Data Ethics FrameworkВидео

RStudio Lab

RStudio LabЛабораторная

Week 1 Wrap-Up

Week 1 Quiz: The Power and Politics of DataЗаданиеOptional Readings: The Power and Politics of DataЧтениеOne More Thing for this Week: 8 Principles of Open Government DataВидео
02Week 2: Professional Ethics for Data Analysts18 материалов

Ethical Challenges in the Profession

Measuring Population BiasВидеоMeasuring Population Bias: The StudyВидеоMeasuring Population Bias: The ResultsВидеоSocial Issues Impact on PopulationsОбсуждениеEthical issues in RCTsВидеоEthical issues in RCTs: Shadow InterventionsВидеоR Code and .rmd File for Videos AheadЛабораторнаяConsidering Model BiasВидеоMeasuring and Detecting Bias in Machine Learning AlgorithmsВидеоMeasuring Model Bias with SlicingВидеоSocial Issues Impact on PopulationsОбсуждениеCommon Ethical Issues in Policy AnalysisВидео

Responding to Ethical Challenges in the Profession

Professional Ethics: Responding to ChallengesВидеоProfessional Ethics: Example of a Responding to ChallengesВидеоCancer Staging System Wisconsin Case StudyВидеоReflecting on the Cancer Staging System Wisconsin Case StudyОбсуждение

Week 2 Wrap-Up

Week 2 Quiz: Professional Ethics for Data AnalystsЗаданиеWeek 2 Optional Readings & ResourcesЧтение
03Week 3: Bringing it All Together in a Case Study10 материалов

Capstone Project: Pensions for the Poor in Mexico

Mexico Case Study “Pensions for the Poor”ЧтениеCase Study: Providing Pensions for the Poor in Mexico (Part 1)ВидеоCase Study: Providing Pensions for the Poor in Mexico (Part 2)ВидеоCase Study: Providing Pensions for the Poor in Mexico (Part 3)ВидеоCapstone Assignment InstructionsЧтениеSubmit Data Visualization & Make a RecommendationВнешний инструментCapstone Assignment CheckЗаданиеPensions for the Poor in Mexico: Case Study DebriefЧтение

Series Wrap-Up

Congratulations on Earning the Data Analytics in the Public Sector CertificateВидеоPost Series SurveyЧтение