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Using Predictive Analytics for Healthcare Safety & Quality · LearnSpace
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Using Predictive Analytics for Healthcare Safety & Quality

Курс от John Wiley & Sons
Средний≈ 4.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores how predictive analytics can transform healthcare by shifting from a reactive to a proactive approach in managing patient outcomes. Learners will dive into predictive tools and strategies, enhancing their ability to drive significant improvements in healthcare safety and quality. Through the course, students will learn how advanced caring theories, combined with predictive analytics, can lead to better healthcare processes, more insightful data-driven decisions, and improved patient care. The course offers practical techniques for leveraging data to optimize healthcare delivery. What makes this course unique is its practical approach that blends advanced theoretical frameworks with actionable real-world applications. You’ll gain the skills to apply predictive analytics to improve healthcare outcomes, reduce falls, and enhance patient safety. This course is ideal for healthcare professionals, data scientists, and organizational leaders seeking to use predictive analytics for improving patient safety and operational efficiency. A basic understanding of healthcare and data analytics is recommended. This course is part one of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization, called: Using Predictive Analytics to Improve Healthcare Outcomes. Copyright © 2021 John Wiley & Sons, Inc. All rights reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, except as permitted by law. Advice on how to obtain permission to reuse material from this title is available at http://www.wiley.com/go/permissions. The right of John W. Nelson, Jayne Felgen, and Mary Ann Hozak to be identified as the authors of the editorial material in this work has been asserted in accordance with law.

Навыки, которые вы освоите

Patient SafetyPredictive ModelingPredictive AnalyticsMachine LearningHealth Care AdministrationClinical LeadershipPatient-centered CareHealth CareApplied Machine LearningNursing and Patient CareSafety StandardsData StorytellingData AnalysisHealth TechnologyBusiness LeadershipCare ManagementData-Driven Decision-MakingHealthcare Industry KnowledgeNursing ManagementData Collection

Программа курса

6 модулей · 32 учебных материалов

01Using Predictive Analytics to Move from Reactive to Proactive Management of Outcomes6 материалов

Lesson 1

Using Predictive Analytics to Move from Reactive to Proactive Management of Outcomes - Overview VideoВидеоIntroductionЧтениеOrganize the Predictor Variables by Similarity to Form a Structural ModelЧтениеCollect Retrospective Data Right Away and Take ActionЧтение

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Wiley Skills Network

Преподаватель курса

Using Predictive Analytics for Healthcare Safety & Quality
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Обучение на Coursera

≈ 4.2 ч

6 модулей

Язык: Английский

Часть программы вашего университета
Repeat Steps 2-13 if Explained Variance DeclinesЧтение
Proactive Management Through Predictive InsightsЗадание
02Advancing a New Paradigm of Caring Theory5 материалов

Lesson 1

Advancing a New Paradigm of Caring Theory - Overview VideoВидеоIntroductionЧтениеTheoryЧтениеRBC's Four Decades of WisdomЧтениеExploring Caring Theories and Organizational PracticesЗадание
03Cultivating a Better Data Process for More Relevant Operational Insight4 материалов

Lesson 1

Cultivating a Better Data Process for More Relevant Operational Insight - Overview VideoВидеоIntroductionЧтениеThe Importance of Interdisciplinary Collaboration in Data AnalysisЧтениеEnhancing Operational Insights Through Data ProcessesЗадание
04Leadership for Improved Healthcare Outcomes5 материалов

Lesson 1

Leadership for Improved Healthcare Outcomes - Overview VideoВидеоIntroductionЧтениеUsing Data to Bring Objectivity to Sensitive TopicsЧтениеLeaders Using Data for Inspiration Story 2ЧтениеLeadership and Data in Healthcare ImprovementЗадание
05Using Predictive Analytics to Reduce Patient Falls5 материалов

Lesson 1

Using Predictive Analytics to Reduce Patient Falls - Overview VideoВидеоIntroductionЧтениеPredictors of Falls Specified in Model 1ЧтениеPatients Resist Assistance When They Underestimate Their Own Fall RisksЧтениеLeveraging Data to Prevent Patient FallsЗадание
06Using the Profile of Caring to Improve Safety Outcomes7 материалов

Lesson 1

Using the Profile of Caring to Improve Safety Outcomes - Overview VideoВидеоIntroductionЧтениеReinforcement ProblemsЧтениеReview of Predictive Analytics Studies Related to Heart FailureЧтениеPatient FallsЧтениеConstructing the Study for Our Machine Learning ProblemЧтениеEnhancing Patient Safety Through Data and ToolsЗадание