Transforming Healthcare Analytics
Реклама. ООО «ЛитРес», ИНН: 7719571260.
Оглавление
Michael N. Lewis. Transforming Healthcare Analytics
Table of Contents
List of Tables
List of Illustrations
Guide
Pages
Wiley and SAS Business Series
Transforming Healthcare Analytics. The Quest for Healthy Intelligence
About the Authors
Acknowledgments
DISCLAIMER
Foreword
NOTE
CHAPTER 1 Introduction
PURPOSE OF THIS BOOK
HEALTH DATA DEFINED
HEALTHCARE CHALLENGES AND FOCUS AREAS
AUDIENCE FOR THIS BOOK
HOW TO READ THIS BOOK
STATE OF HEALTHCARE
HEALTH TECHNOLOGY
HEALTH RESEARCH
MEDICAL PROCEDURES
GROWTH IN HEALTHCARE
HEALTHCARE DATA
MULTIFACETED AND SILOED DATA
UNSTRUCTURED DATA
STRICT REGULATIONS
VALUE OF ANALYTICS
NOTES
CHAPTER 2 People
THE ABILITY TO PRODUCE RESULTS
WHAT TYPES OF ROLES?
WHAT JOB ROLES DO YOU NEED?
What Capabilities Do You Need?
Quantitative Analytics
Leveraging Data
Visualization and Communication
Business Acumen
ORGANIZATIONAL STRUCTURES FOR YOUR COMPANY
ROLES TO EXECUTE YOUR DATA AND ANALYTICS STRATEGY
CHALLENGES TO GETTING THE RIGHT PEOPLE
THE ABILITY TO CONSUME RESULTS
Leadership Curriculum
THE “REAL ANALYTICAL EMPLOYEE COST” TO AN ORGANIZATION
BUILDING A RESOURCE LIBRARY
CONCLUSION
NOTES
CHAPTER 3 Process
WHAT IS CULTURE?
WHAT IS DESIGN THINKING?
WHAT IS LEAN?
WHAT IS AGILE?
DESIGN THINKING, LEAN, AND AGILE DEFINITIONS
CREATING A DATA MANAGEMENT AND ANALYTICS PROCESS FRAMEWORK
CHANGING THE ANALYTICS JOURNEY
WHAT IS THE CURRENT PROCESS?
NOTES
CHAPTER 4 Technology
STATUS QUO
IN-DATABASE PROCESSING
Cost of In-Database Processing
IN-MEMORY PROCESSING
Need for Speed
Benefits with In-Memory Processing
How to Get Started
Requirements
Cost of In-Memory Processing
OPEN SOURCE TECHNOLOGY
HADOOP
SPARK
Data Preparation and Integration
In-Stream Processing
Prescriptive Analytics
Interactive Insights
PYTHON
R
OPEN SOURCE BEST PRACTICES
NOTES
CHAPTER 5 Unifying People, Process, and Technology
PEOPLE USE CASE – DELIVERING PRIMARY CARE PREDICTIVE RISK MODEL
PROCESS USE CASE – RATE REALIZATION MODEL
TECHNOLOGY USE CASE – POPULATION HEALTH MANAGEMENT APPLICATION
INTEGRATING PEOPLE, PROCESS, AND TECHNOLOGY – ENHANCING CLEVELAND CLINIC WEEKLY OPERATIONAL MEETINGS/CORPORATE STATISTICS DASHBOARDS
CASE STUDY TAKEAWAYS
CONCLUSION
CHAPTER 6 The Future in Healthcare
CLOUD
Cloud Deployment Options
Cloud Computing Benefits
Disadvantages of Cloud Computing
SECURITY
New Targets for Heightened Risks
INTERNET OF THINGS
AI – ARTIFICIAL (AND AUGMENTED) INTELLIGENCE
AI Use Cases in Healthcare
Challenges with AI
3D PRINTING
VIRTUAL REALITY – TEACHING, EDUCATION, LAB
NOTES
CHAPTER 7 Final Thoughts
FINAL THOUGHTS
INDUSTRY TRANSFORMATION
JOURNEY TO VALUE-BASED CARE
INVESTMENT VS. RETURNS ON TECHNOLOGY AND INNOVATION
APPLYING AUGMENTED INTELLIGENCE TO SUPPORT CLINICAL, OPERATIONAL, AND FINANCIAL OUTCOMES
ENGAGEMENT ON THE HEALTHCARE DELIVERY MODEL TO UNDERSTAND EXPERIENCES AND VIEWPOINTS TO CREATE TRUST BETWEEN PROVIDERS AND PATIENTS
CONCLUSION
KEY TAKEAWAYS
Index
WILEY END USER LICENSE AGREEMENT
Отрывок из книги
The Wiley and SAS Business Series presents books that help senior-level managers with their critical management decisions.
Titles in the Wiley and SAS Business Series include:
.....
Statistical Thinking: Improving Business Performance (Second Edition) by Roger W. Hoerl and Ronald D. Snee
Strategies in Biomedical Data Science: Driving Force for Innovation by Jay Etchings
.....