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| Preface | |
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| Acknolwedgments | |
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| Toward Healthcare Improvement Using Analytics | |
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| Healthcare Transformation-Challenges and Opportunities | |
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| The Current State of Healthcare Costs and Quality | |
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| Fundamentals of Healthcare Analytics | |
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| How Analytics Can Improve Decision Making | |
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| Analytics, Quality, and Performance | |
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| Applications of Healthcare Analytics | |
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| Components of Healthcare Analytics | |
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| Developing an Analytics Strategy to Drive Change | |
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| Purpose of an Analytics Strategy | |
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| Analytics Strategy Framework, with a Focus on Quality/Performance Improvement | |
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| Developing an Analytics Strategy | |
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| Defining Healthcare Quality and Value | |
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| What Is Quality? | |
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| Overview of Healthcare QI | |
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| Common QI Frameworks in Healthcare | |
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| Working with QI Methodologies | |
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| Data Quality and Governance | |
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| The Need for Effective Data Management | |
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| Data Quality | |
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| Data Governance and Management | |
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| Enterprise-wide Visibility and Opportunity | |
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| Working with Data | |
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| Data: The Raw Material of Analytics | |
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| Preparing Data for Analytics | |
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| Getting Started with Analyzing Data | |
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| Summary | |
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| Developing and Using Effective Indicators | |
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| Measures, Metrics, and Indicators | |
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| Using Indicators to Guide Healthcare Improvement Activities | |
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| Leveraging Analytics in Quality Improvement Activities | |
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| Moving from Analytics Insight to Healthcare Improvement | |
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| Basic Statistical Methods and Control Chart Principles | |
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| Statistical Methods for Detecting Changes in Quality or Performance | |
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| Graphical Methods for Detecting Changes in Quality or Performance | |
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| Putting It Together | |
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| Usability and Presentation of Information | |
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| Presentation and Visualization of Information | |
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| Dashboards for Quality and Performance Improvement | |
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| Providing Accessibility to and Ensuring Usability of Analytics Systems | |
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| Advanced Analytics in Healthcare | |
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| Overview of Advanced Analytics | |
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| Applications of Advanced Analytics | |
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| Developing and Testing Advanced Analytics | |
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| Overview of Predictive Algorithms | |
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| Becoming an Analytical Healthcare Organization | |
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| Requirements to Become an Analytical Organization | |
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| Building Effective Analytical Teams | |
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| Summary | |
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| About the Author | |
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| About the Companion Web Site | |
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| Index | |