Statistics for Health Data Science: An Organic Approach 1st Edition Ruth Etzioni 3030598896 9783030598891

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Product details:

• ISBN 10: 3030598896
• ISBN 13: 9783030598891
• Author: Ruth Etzioni

Students and researchers in the health sciences are faced with greater opportunity and challenge than ever before. The opportunity stems from the explosion in publicly available data that simultaneously informs and inspires new avenues of investigation. The challenge is that the analytic tools required go far beyond the standard methods and models of basic statistics. This textbook aims to equip health care researchers with the most important elements of a modern health analytics toolkit, drawing from the fields of statistics, health econometrics, and data science. This textbook is designed to overcome students’ anxiety about data and statistics and to help them to become confident users of appropriate analytic methods for health care research studies. Methods are presented organically, with new material building naturally on what has come before.

Table of contents:

1. Statistics and Health Data

2. Key Statistical Concepts

3. Regression Analysis

4. Binary and Categorical Outcomes

5. Count Outcomes

6. Health Care Costs

7. Bootstrap Methods

8. Causal Inference

9. Survey Data Analysis

10. Prediction

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