| Preface |
|
ix | |
| Acknolwedgments |
|
xiii | |
|
Chapter 1 Toward Healthcare Improvement Using Analytics |
|
|
1 | (14) |
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Healthcare Transformation---Challenges and Opportunities |
|
|
1 | (2) |
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The Current State of Healthcare Costs and Quality |
|
|
3 | (12) |
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Chapter 2 Fundamentals of Healthcare Analytics |
|
|
15 | (14) |
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How Analytics Can Improve Decision Making |
|
|
15 | (2) |
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Analytics, Quality, and Performance |
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|
17 | (2) |
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Applications of Healthcare Analytics |
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|
19 | (2) |
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Components of Healthcare Analytics |
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|
21 | (8) |
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Chapter 3 Developing an Analytics Strategy to Drive Change |
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|
29 | (22) |
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Purpose of an Analytics Strategy |
|
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29 | (3) |
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Analytics Strategy Framework, with a Focus on Quality/Performance Improvement |
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32 | (15) |
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Developing an Analytics Strategy |
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|
47 | (4) |
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Chapter 4 Defining Healthcare Quality and Value |
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51 | (24) |
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|
|
51 | (8) |
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Overview of Healthcare QI |
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|
59 | (2) |
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Common QI Frameworks in Healthcare |
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|
61 | (12) |
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Working with QI Methodologies |
|
|
73 | (2) |
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Chapter 5 Data Quality and Governance |
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|
75 | (16) |
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The Need for Effective Data Management |
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|
76 | (2) |
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|
|
78 | (6) |
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Data Governance and Management |
|
|
84 | (4) |
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Enterprise-wide Visiblilty and Opportunity |
|
|
88 | (3) |
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Chapter 6 Working with Data |
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|
91 | (24) |
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Data: The Raw Material of Analytics |
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|
92 | (1) |
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Preparing Data for Analytics |
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|
92 | (8) |
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Getting Started with Analyzing Data |
|
|
100 | (12) |
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|
|
112 | (3) |
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Chapter 7 Developing and Using Effective Indicators |
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115 | (14) |
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Measures, Metrics, and Indicators |
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115 | (8) |
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Using Indicators to Guide Healthcare Improvement Activities |
|
|
123 | (6) |
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Chapter 8 Leveraging Analytics in Quality Improvement Activities |
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129 | (16) |
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Moving from Analytics Insight to Healthcare Improvement |
|
|
129 | (16) |
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Chapter 9 Basic Statistical Methods and Control Chart Principles |
|
|
145 | (20) |
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Statistical Methods for Detecting Changes in Quality or Performance |
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|
145 | (8) |
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Graphical Methods for Detecting Changes in Quality or Performance |
|
|
153 | (7) |
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|
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160 | (5) |
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Chapter 10 Usability and Presentation of Information |
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165 | (18) |
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Presentation and Visualization of Information |
|
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165 | (8) |
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Dashboards for Quality and Performance Improvement |
|
|
173 | (7) |
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Providing Accessibility to and Ensuring Usability of Analytics Systems |
|
|
180 | (3) |
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Chapter 11 Advanced Analytics in Healthcare |
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183 | (22) |
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Overview of Advanced Analytics |
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183 | (3) |
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Applications of Advanced Analytics |
|
|
186 | (4) |
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Developing and Testing Advanced Analytics |
|
|
190 | (7) |
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Overview of Predictive Algorithms |
|
|
197 | (8) |
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Chapter 12 Becoming an Analytical Healthcare Organization |
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|
205 | (12) |
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Requirements to Become an Analytical Organization |
|
|
207 | (6) |
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Building Effective Analytical Teams |
|
|
213 | (2) |
|
|
|
215 | (2) |
| About the Author |
|
217 | (2) |
| About the Companion Web Site |
|
219 | (2) |
| Index |
|
221 | |
Lisainfo e-raamatute kohta