Improving Health Care Quality : Case Studies with JMP.
Material type:
- text
- computer
- online resource
- 9781119604648
- RA418 .S554 2020
Cover -- Title Page -- Copyright -- Contents -- Foreword -- Preface -- Acknowledgments -- Acronyms and Synonyms -- About the Companion Website -- Chapter 1 Introduction -- 1.1 Key Concepts -- 1.2 Quality Improvement in Healthcare -- 1.3 Understanding Variability: The Key to QI -- 1.4 Quality Improvement Frameworks -- 1.4.1 Define-Measure-Analyze-Improve-Control (DMAIC) -- 1.4.2 Plan-Do-Check-Act (PDCA) -- 1.4.3 Choosing a Framework -- 1.5 Statistical Tools for Quality Improvement -- 1.5.1 Data Visualization -- 1.5.2 Subgrouping Data -- 1.5.3 Control Charts -- 1.5.4 The Importance of Assumptions -- 1.6 Using this Casebook -- 1.7 Summary -- 1.7.1 Exercises -- 1.7.2 Discussion Questions -- References -- Chapter 2 Improving Patient Satisfaction -- 2.1 Key Concepts -- 2.2 DMAIC -- 2.3 PDCA -- 2.4 Background -- 2.5 The Task -- 2.6 The Data: ComplaintData.xlsx and PatientFeedback.jmp -- 2.7 Data Management -- 2.8 Analysis -- 2.8.1 Complaint Data -- 2.8.2 Patient Satisfaction Data -- 2.9 Summary -- 2.9.1 Statistical Insights -- 2.9.2 Implications and Next Steps -- 2.9.3 Summary of Tools and JMP Features -- 2.9.4 Exercises -- 2.9.5 Discussion Questions -- Reference -- Chapter 3 Length of Stay and Readmission for Hospitalized Diabetes Patients -- 3.1 Key Concepts -- 3.2 DMAIC -- 3.3 PDCA -- 3.4 Background -- 3.5 The Task -- 3.6 The Data: HospitalReadmission.jmp -- 3.7 Data Management -- 3.8 Analysis -- 3.9 Summary -- 3.9.1 Statistical Insights -- 3.9.2 Implications and Next Steps -- 3.9.3 Summary of Tools and JMP Features -- 3.9.4 Exercises -- 3.9.5 Discussion Questions -- Chapter 4 Identify and Communicate Opportunities for Reducing Hospital Length of Stay Using JMP® Dashboards -- 4.1 Key Concepts -- 4.2 DMAIC -- 4.3 PDCA -- 4.4 Background -- 4.5 The Task -- 4.6 The Data: HospitalReadmission.jmp -- 4.7 Data Management -- 4.8 Analysis.
4.8.1 Creating Dashboards with Combine Windows -- 4.8.2 Creating Dashboards with Dashboard Builder -- 4.8.3 Saving and Sharing JMP Dashboards -- 4.9 Summary -- 4.9.1 Statistical Insights -- 4.9.2 Implications and Next Steps -- 4.9.3 Summary of Tools and JMP Features -- 4.9.4 Exercises -- 4.9.5 Discussion Questions -- References -- Chapter 5 Variability in the Cost of Hip Replacement -- 5.1 Key Concepts -- 5.2 DMAIC -- 5.3 PDCA -- 5.4 Background -- 5.5 The Task -- 5.6 The Data: SouthernTier_HipReplacement.csv -- 5.7 Data Management -- 5.7.1 Initial Data Review -- 5.7.2 Adjusting JMP Column Properties -- 5.7.3 Deleting Unneeded Columns -- 5.7.4 Shortening Character Columns -- 5.8 Analysis -- 5.8.1 Descriptive Analysis -- 5.8.2 Assessing Variability -- 5.9 Summary -- 5.9.1 Statistical Insights -- 5.9.2 Implications and Next Steps -- 5.9.3 Summary of Tools and JMP Features -- 5.9.4 Exercises -- 5.9.5 Discussion Questions -- References -- Chapter 6 Benchmarking the Cost of Hip Replacement -- 6.1 Key Concepts -- 6.2 DMAIC -- 6.3 PDCA -- 6.4 Background -- 6.5 The Task -- 6.6 The Data: HipNYSPARCS_SouthernTier.jmp -- 6.7 Data Management -- 6.8 Analysis -- 6.8.1 Descriptive Analysis -- 6.8.2 Statistical Test of Hypothesis -- 6.8.3 Confidence Interval for Mean Total Cost -- 6.9 Summary -- 6.9.1 Statistical Insights -- 6.9.2 Implications and Next Steps -- 6.9.3 Summary of Tools and JMP Features -- 6.9.4 Exercises -- 6.9.5 Discussion Questions -- References -- Chapter 7 Nursing Survey -- 7.1 Key Concepts -- 7.2 DMAIC -- 7.3 PDCA -- 7.4 Background -- 7.5 The Task -- 7.6 The Data: NursingResearch_Survey_Responses.jmp -- 7.7 Data Management -- 7.7.1 Initial Data Review -- 7.7.2 Recoding the Primary Role Column -- 7.8 Analysis -- 7.8.1 Descriptive Analysis -- 7.8.2 One‐Sample Test of Proportion -- 7.8.3 Test for Difference of Two Proportions -- 7.9 Summary.
7.9.1 Statistical Insights -- 7.9.2 Implications and Next Steps -- 7.9.3 Summary of Tools and JMP Features -- 7.9.4 Exercises -- 7.9.5 Discussion Questions -- References -- Chapter 8 Determining the Sample Size for a Nursing Research Study -- 8.1 Key Concepts -- 8.2 DMAIC -- 8.3 PDCA -- 8.4 Background -- 8.5 The Task -- 8.6 The Data -- 8.7 Study Design and Data Collection Methodology -- 8.8 Analysis -- 8.8.1 Analysis Plan -- 8.8.2 The Basics of Sample Size Determination -- 8.8.3 Sample Size Determination for the Bee Sting Study -- 8.9 Summary -- 8.9.1 Statistical Insights -- 8.9.2 Implications and Next Steps -- 8.9.3 Summary of Tools and JMP Features -- 8.9.4 Exercises -- 8.9.5 Discussion Questions -- References -- Chapter 9 Mapping California Ambulance Diversion -- 9.1 Key Concepts -- 9.2 DMAIC -- 9.3 PDCA -- 9.4 Background -- 9.5 The Task -- 9.6 The Data: ED_ambulance_diversion_trend.xlsx and CA_healthcare_facility_locations.xlsx -- 9.7 Data Management -- 9.7.1 Merging the Data Tables -- 9.7.2 Reviewing the Merged File -- 9.7.3 Extracting General Acute Care Hospital Data -- 9.8 Analysis -- 9.8.1 Descriptive Analysis -- 9.8.2 Geographic Distribution of Total Diversion Hours -- 9.9 Summary -- 9.9.1 Statistical Insights -- 9.9.2 Implications and Next Steps -- 9.9.3 Summary of Tools and JMP Features -- 9.9.4 Exercises -- 9.9.5 Discussion Questions -- References -- Chapter 10 Monitoring Ambulance Diversion Hours -- 10.1 Key Concepts -- 10.2 DMAIC -- 10.3 PDCA -- 10.4 Background -- 10.5 The Task -- 10.6 The Data: CedarsSinai_Diversion_Hours.jmp -- 10.7 Data Management -- 10.8 Analysis -- 10.8.1 Descriptive Analysis -- 10.8.2 Control Chart Basics -- 10.8.3 Ambulance Diversion Process -- 10.8.4 Setting the Control Limits -- 10.8.5 Monitoring Ambulance Diversion with IR Charts -- 10.9 Summary -- 10.9.1 Statistical Insights.
10.9.2 Implications and Next Steps -- 10.9.3 Summary of Tools and JMP Features -- 10.9.4 Exercises -- 10.9.5 Discussion Questions -- References -- Chapter 11 Ambulatory Surgery Start Times -- 11.1 Key Concepts -- 11.2 DMAIC -- 11.3 PDCA -- 11.4 Background -- 11.5 The Task -- 11.6 The Data: ASU.jmp -- 11.7 Data Management -- 11.8 Analysis -- 11.8.1 Case 1 Analysis -- 11.8.2 Case 2 Analysis -- 11.9 Summary -- 11.9.1 Statistical Insights -- 11.9.2 Implications and Next Steps -- 11.9.3 Summary of Tools and JMP Features -- 11.9.4 Exercises -- 11.9.5 Discussion Questions -- Reference -- Chapter 12 Pre‐Op TJR Process Improvement - Part 1 -- 12.1 Key Concepts -- 12.2 DMAIC -- 12.3 PDCA -- 12.4 Background -- 12.5 The Task -- 12.6 The Data: TJR.xlsx -- 12.7 Data Management -- 12.8 Analysis -- 12.9 Summary -- 12.9.1 Statistical Insights -- 12.9.2 Implications and Next Steps -- 12.9.3 Summary of Tools and JMP Features -- 12.9.4 Exercises -- 12.9.5 Discussion Questions -- Reference -- Chapter 13 Pre‐Op TJR Process Improvement - Part 2 -- 13.1 Key Concepts -- 13.2 DMAIC -- 13.3 PDCA -- 13.4 Background -- 13.5 The Task -- 13.6 The Data: TJR.jmp -- 13.7 Data Management -- 13.8 Analysis -- 13.9 Summary -- 13.9.1 Statistical Insights -- 13.9.2 Implications and Next Steps -- 13.9.3 Summary of Tools and JMP Features -- 13.9.4 Exercises -- 13.9.5 Discussion Questions -- References -- Chapter 14 Pre‐Op TJR Process Improvement - Part 3 -- 14.1 Key Concepts -- 14.2 DMAIC -- 14.3 PDCA -- 14.4 Background -- 14.5 The Task -- 14.6 The Data: TJR.jmp -- 14.7 Data Management -- 14.8 Analysis -- 14.9 Summary -- 14.9.1 Statistical Insights -- 14.9.2 Implications and Next Steps -- 14.9.3 Summary of Tools and JMP Features -- 14.9.4 Exercises -- 14.9.5 Discussion Questions -- References -- Index -- EULA.
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Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
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