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Advanced Methods for Analyzing Variation in Healthcare Data · LearnSpace
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Advanced Methods for Analyzing Variation in Healthcare Data

Курс от John Wiley & Sons
Средний≈ 8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides a deep dive into advanced methods for analyzing variation in healthcare data, with a focus on Shewhart charts and related statistical techniques. You’ll learn how to interpret both continuous and attribute data, and master advanced visualization tools such as Pareto and scatterplots, which are essential for understanding data variation. Through the course, learners will gain the skills needed to address common challenges in chart interpretation, apply adaptations of Shewhart-type charts, and use specialized techniques for analyzing complex data scenarios. Emphasis is placed on practical application, ensuring that you can translate statistical insights into quality improvement strategies for healthcare settings. What sets this course apart is its combination of theory and hands-on practice. The course covers key issues faced by professionals in real-world healthcare settings and provides tools for uncovering actionable insights from aggregate data to improve care. Healthcare professionals involved in data analysis and quality improvement will benefit from this course. A basic understanding of healthcare data and statistical methods is recommended but not required. This course is part two 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. Copyright © 2022 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.

Навыки, которые вы освоите

Pareto ChartTime Series Analysis and ForecastingExploratory Data AnalysisAnomaly DetectionDecision MakingStatistical SoftwareData VisualizationStatistical AnalysisContinuous Quality Improvement (CQI)Data-Driven Decision-MakingStatistical MethodsHealthcare Project ManagementData AnalysisStatistical VisualizationScatter Plots

Программа курса

6 модулей · 73 учебных материалов

01Understanding Variation Using Shewhart Charts16 материалов

Mastering Control Charts: From Data Types to Process Capability

OverviewВидеоIntroductionЧтениеSHEWHART CHARTS FOR CONTINUOUS DATAЧтениеExamples of Shewhart Charts for Individual MeasurementsЧтение

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Wiley Skills Network

Преподаватель курса

Advanced Methods for Analyzing Variation in Healthcare Data
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Обучение на Coursera

≈ 8 ч

6 модулей

Язык: Английский

Часть программы вашего университета
Example of I Chart for Deviations from a TargetЧтение
SHEWHART CHARTS FOR ATTRIBUTE DATAЧтение
THE P CHART FOR CLASSIFICATION DATAЧтение
Creation of Funnel Limits for a P ChartЧтение
C CHARTSЧтение
U CHARTЧтение
Creation of Funnel Limits for a U ChartЧтение
G Chart for Opportunities between Rare EventsЧтение
T Chart for Time between Rare EventsЧтение
PROCESS CAPABILITYЧтение
Capability of a Process from Attribute Control ChartsЧтение
Analyzing Process Variation with Statistical ChartsЗадание
02Additional Tools for Understanding Variation in Data13 материалов

Visualizing and Interpreting Data Variation with Advanced Graphical Tools

OverviewВидеоIntroductionЧтениеFREQUENCY PLOTS: Introduction to the Frequency PlotЧтениеFrequency Plots Used with Shewhart ChartsЧтениеFrequency Plots and StratificationЧтениеPARETO CHARTS: Introduction to the Pareto ChartЧтениеPareto Charts Used with Shewhart ChartsЧтениеPareto Chart and StratificationЧтениеSCATTERPLOTS: Introduction to ScatterplotsЧтениеScatterplots Used with Shewhart ChartsЧтениеScatterplots and StratificationЧтениеRADAR CHARTS: Introduction to the Radar ChartЧтениеExploring Data Variation and Visualization TechniquesЗадание
03Shewhart Chart Savvy: Dealing with Common Issues12 материалов

Mastering Shewhart Charts: Practical Solutions for Real-World Challenges

OverviewВидеоIntroductionЧтениеTip 3: Formatting ChartsЧтениеTip 4. Decisions for Recalculating limits, or Rephasing, on a Shewhart ChartЧтениеExtending Centerline and Limits BackwardЧтениеCharacteristics to Consider When Purchasing SPC SoftwareЧтениеANOTHER CAUTION WITH I CHARTS AND CHART SELECTIONЧтениеUse of Shewhart Charts in Research StudiesЧтениеShewhart Charts in PublicationsЧтениеSHEWHART'S THEORY VERSUS STATISTICAL INFERENCEЧтениеSUMMARYЧтениеMastering Shewhart Chart FundamentalsЗадание
04More Shewhart-Type Charts13 материалов

Mastering Advanced Control Charts for Healthcare Data Analysis

OverviewВидеоIntroductionЧтениеXbar Range (Xbar R) ChartЧтениеMedian ChartЧтениеPrime Charts (P' and U')ЧтениеNegative Binomial ChartЧтениеSOME ADAPTATIONS TO SHEWHART CHARTSЧтениеCUSUM ChartЧтениеExponentially Weighted Moving Average (EWMA) ChartЧтениеStandardized Shewhart ChartsЧтениеMultivariate Shewhart-Type ChartsЧтениеSUMMARYЧтениеControl Chart Fundamentals and ApplicationsЗадание
05Special Uses for Shewhart Charts9 материалов

Adapting Shewhart Charts for Complex Healthcare Data

OverviewВидеоIntroductionЧтениеShewhart Charts with Seasonal EffectsЧтениеAdjusting Shewhart Charts for ConfoundersЧтениеTransformation of Data with Shewhart ChartsЧтениеSHEWHART CHARTS FOR AUTOCORRELATED DATAЧтениеRisk-Adjusted or Case-Mix Adjusted Shewhart ChartsЧтениеComparison ChartsЧтениеSpecial Applications of Shewhart ChartsЗадание
06Drilling Down into Aggregate Data for Improvement II10 материалов

Mastering Data Disaggregation for Healthcare Improvement

OverviewВидеоIntroductionЧтениеINTRODUCTION TO THE DRILL DOWN PATHWAYЧтениеAN ILLUSTRATION OF THE DRILL DOWN PATHWAY: ADVERSE DRUG EVENTSЧтениеDrill Down Pathway Step ThreeЧтениеDrill Down Pathway Step Three, Part 1ЧтениеDrill Down Pathway Step Three, Part 2ЧтениеDrill Down Pathway Step FiveЧтениеDrill Down Pathway Step SixЧтениеExploring Data Analysis for System ImprovementЗадание