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Foundations of Healthcare Data Analytics · LearnSpace
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Foundations of Healthcare Data Analytics

Курс от SkillUp
Средний≈ 11.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Healthcare generates vast amounts of data every day from electronic health records and lab systems to imaging, devices, and claims. If you’re looking to build analytics skills for healthcare, or eager to understand and work with healthcare data more effectively, this course is for you. In this course, you’ll explore the foundational landscape of healthcare data and understand what makes it distinct from other domains. You’ll learn how data flows through clinical and administrative systems, the formats and standards that shape it, and the challenges posed by fragmentation, interoperability issues, and data quality concerns. You’ll discover why privacy, security, and regulatory frameworks like HIPAA and GDPR are essential when handling patient information. You’ll also work through the core steps of the healthcare data analytics workflow, including identifying data sources, cleaning and validating datasets, exploring patterns, and preparing data for downstream analytical tasks. The key features of this course include hands-on labs using real-world healthcare datasets and interactive exercises that simulate common analytics scenarios. By the end of the course, you’ll have the foundational skills needed to interpret, prepare, and analyze healthcare data responsibly and effectively.

Навыки, которые вы освоите

Data IntegrationHealth Insurance Portability And Accountability Act (HIPAA) ComplianceDatabase DesignData PreprocessingData CompilationData ProcessingHealth PolicyData AnalysisHealth InformaticsHealth Information Management and Medical RecordsSpreadsheet SoftwareMedical Billing and CodingData WranglingDescriptive AnalyticsHealth Care Procedure and RegulationRelational Databases

Программа курса

4 модулей · 69 учебных материалов

01Foundations of Healthcare Data25 материалов

Welcome to the Course

Specialization OverviewВидеоKnow your SMEЧтениеCourse IntroductionВидеоCourse OverviewЧтение

Учитесь у экспертов

Ramesh Sannareddy

Data Engineering Subject Matter Expert

SkillUp

Преподаватель курса

Foundations of Healthcare Data Analytics
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11.3 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Meet Your InstructorВидео
How to Make the Most of This CourseЧтение

Understanding Healthcare Data Sources

Activity: Exploring Healthcare Data in ActionPLUGINWhere Healthcare Data Comes FromВидеоComparing Healthcare Data SourcesВидеоReading: Case Scenario: How Data Helps Reduce Hospital ReadmissionsPLUGINLab: Exploring Patient Visit Data in ExcelPLUGINPractice Quiz: Understanding Healthcare Data SourcesЗадание

Healthcare Data Structures and Standards

Reading: A Day in the Life of Healthcare DataPLUGINOverview of Healthcare Coding and Data StandardsВидеоConnecting the Dots in Healthcare DataDIALOGUELab: Exploring Healthcare Standards with Sample Data SetsPLUGINReflecting on Healthcare Data Structures, Standards, and Coding PracticesОбсуждениеPractice Quiz: Healthcare Data Structures and StandardsЗадание

Healthcare Data Flow and Integration

Understanding Healthcare Data Flow from Collection to AnalysisВидеоFollowing the Healthcare Data TrailDIALOGUEIntegration Technologies and Interoperability in Healthcare SystemsВидеоActivity: Role Play: Making Real Time Decisions in Healthcare Data Flow and IntegrationDIALOGUEPractice Quiz: Healthcare Data Flow and IntegrationЗадание

Module Summary and Assessment

Module Summary: Foundations of Healthcare Data ЧтениеGraded Quiz: Foundations of Healthcare DataЗадание
02Data Privacy and Security in Healthcare 18 материалов

Understanding Patient Data Privacy and Security

The Importance of Patient Data Privacy in Healthcare AnalyticsВидеоCore Security Principles: Confidentiality, Integrity, and AvailabilityВидеоReading: Notable Healthcare Data BreachesPLUGINThe Record That Shouldn't Have Been SeenDIALOGUEReflecting on Patient Data Privacy and Security PrinciplesОбсуждениеPractice Quiz: Understanding Patient Data Privacy and SecurityЗадание

Healthcare Data Protection Laws and Regulations

Understanding HIPAA and Global Data Protection FrameworksВидеоPatient Rights, Data Consent, and Compliance in PracticeВидеоActivity: Applying Data Protection and Patient Consent Principles in HealthcarePLUGINPractice Quiz: Healthcare Data Protection Laws and RegulationsЗаданиеSafeguarding Health Data: Understanding Global Privacy FrameworksDIALOGUE

Best Practices for Secure Data Handling and Compliance

Data Protection TechniquesВидеоImplementing Secure Access and Compliance in Healthcare SystemsВидеоActivity: Data Protection in PracticePLUGINThe Privacy Dilemma: Can Healthcare Innovation Exist Without Trust?DIALOGUEPractice Quiz: Best Practices for Secure Data Handling and ComplianceЗадание

Module Summary and Assessment

Module Summary: Data Privacy and Security in HealthcareЧтениеGraded Quiz: Data Privacy and Security in HealthcareЗадание
03Preparing Healthcare Data for Analysis18 материалов

Collecting and Importing Healthcare Data from Multiple Sources

Healthcare Data Collection MethodsВидеоReading: Overcoming Healthcare Data Collection ChallengesPLUGINImporting and Preparing Healthcare DataВидеоLab: Importing and Consolidating Multi-Source Healthcare DataPLUGINPractice Quiz: Collecting and Importing Healthcare Data from Multiple SourcesЗадание

Organizing Healthcare Data Using Relational Databases

Fundamentals of Relational Databases in HealthcareВидеоManaging and Querying Healthcare Databases with SQLВидеоActivity: Role-Play: Building a Simple Healthcare Database Using SQDIALOGUELab: Building and Querying a Relational Healthcare Database Using SQLЧтениеPractice Quiz: Organizing Healthcare Data Using Relational DatabasesЗадание

Ensuring Data Quality and Consistency for Analysis

Identifying and Cleaning Data Quality IssuesВидеоMaintaining Data Consistency and Validation Across SystemsВидеоReading: Data Quality Metrics and Standards in Healthcare AnalyticsPLUGINLab: Cleaning and Validating Healthcare Data Using PythonЧтениеFrom Healthcare Data to Real DecisionsDIALOGUEPractice Quiz: Ensuring Data Quality and Consistency for AnalysisЗадание

Module Summary and Assessment

Module Summary: Preparing Healthcare Data for AnalysisЧтениеGraded Quiz: Preparing Healthcare Data for Analysis Задание
04Final Project, Exam, and Wrap-Up8 материалов

Final Project

Reading: Final Project OverviewPLUGINProject: Healthcare Data Integration and AnalysisВзаимная проверкаComparing Your Work Обсуждение

Summary, Glossary, and Final Exam

Course SummaryВидеоCourse Glossary: Foundations of Healthcare Data AnalyticsPLUGINFinal Exam: Foundations of Healthcare Data AnalyticsЗадание

Course Wrap-Up

Congratulations and Next StepsЧтениеTeam and Acknowledgments Чтение