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University of California, Davis - Analytical Solutions to Common Healthcare Problems 

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Analytical Solutions to Common Healthcare Problems
 at 
Coursera 
Overview

Duration

11 hours

Start from

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Total fee

Free

Mode of learning

Online

Difficulty level

Intermediate

Official Website

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Credential

Certificate

Analytical Solutions to Common Healthcare Problems
 at 
Coursera 
Highlights

  • Shareable Certificate Earn a Certificate upon completion
  • 100% online Start instantly and learn at your own schedule.
  • Course 4 of 4 in the Health Information Literacy for Data Analytics Specialization
  • Flexible deadlines Reset deadlines in accordance to your schedule.
  • Intermediate Level
  • Approx. 11 hours to complete
  • English Subtitles: French, Portuguese (European), Russian, English, Spanish
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Analytical Solutions to Common Healthcare Problems
 at 
Coursera 
Course details

More about this course
  • In this course, we?re going to go over analytical solutions to common healthcare problems. I will review these business problems and you?ll build out various data structures to organize your data. We?ll then explore ways to group data and categorize medical codes into analytical categories. You will then be able to extract, transform, and load data into data structures required for solving medical problems and be able to also harmonize data from multiple sources. Finally, you will create a data dictionary to communicate the source and value of data. Creating these artifacts of data processes is a key skill when working with healthcare data.

Analytical Solutions to Common Healthcare Problems
 at 
Coursera 
Curriculum

Solving the Business Problems

Course Introduction

Module 1 Introduction

Provider Profiling

How to Make Fairer Comparisons Using Risk Adjustment

How Risk Adjustment is Performed

Patient Safety: Measuring Adverse Events

Super-Utilizers of Health Resources

Fraud Detection

A Note From UC Davis

Module 1 Quiz

Algorithms and "Groupers"

Module 2 Introduction

Clinical Identification Algorithms (CIA)

HEDIS and AHRQ Quality Measures

Analytical Groupers

Open Source Groupers - Grouping Diagnoses and Procedures

Open Source Groupers - Comorbidity, Patient Risk, and Drugs

Commercial Groupers

Module 2 Quiz

ETL (Extract, Transform, and Load)

Module 3 Introduction

Analytical Processes and Planning

Data Mining and Predictive Modeling - Part 1

Data Mining and Predictive Modeling - Part 2

Extracting Data for Analysis

Transforming Data for Analytical Structures

Module 3 Quiz

From Data to Knowledge

Module 4 Introduction

Solving Analytical Problems with Risk Stratification

Risk Stratification: Variables, Groupers, Predictors

Risk Stratification: Model Creation/Evaluation and Deployment of Strata

Medicare Claims Data - Source and Documentation

Final Tips to Help Understand and Interpret Healthcare Data

Course Summary

Welcome to Peer Review Assignments!

Module 4 Quiz

Analytical Solutions to Common Healthcare Problems
 at 
Coursera 
Admission Process

    Important Dates

    May 25, 2024
    Course Commencement Date

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    Analytical Solutions to Common Healthcare Problems
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