课程信息
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中级

完成时间大约为11 小时

建议:5 hours/week...

英语(English)

字幕:英语(English)

您将学到的内容有

  • Check

    Determine the factors involved in decision support that can improve business performance across the provider/payer ecosystem

  • Check

    Identify opportunities for business applications in healthcare by applying journey mapping and pain point analysis in a real world context

  • Check

    Identify differences in methods and techniques in order to appropriately apply to pain points using case studies

  • Check

    Critically assess the opportunities to leverage decision support in adapting to trends in the industry

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为11 小时

建议:5 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 3 小时

Decision Support and Use Cases

Rapid changes in technology are impacting every facet of modern society, and the healthcare industry is no exception. Navigating these changes is crucial, whether you are currently working in the industry, hoping to step into a new role, or are simply interested in how technology is being used in healthcare. No doubt you have heard the terms, “machine learning” and “artificial intelligence” more frequently in the last few years - but what does this mean for you, or the healthcare industry in general? Keeping up with the changing trends, examining the potential use of decision support, and identifying some of the pain points that can be addressed, are some of the topics we’ll be discussing in this Module.

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15 个视频 (总计 106 分钟), 4 个阅读材料, 6 个测验
15 个视频
Operationalizing Consumerism Using ML and AI1分钟
Interview with Caitlyn19分钟
Operationalizing a New Supply Chain1分钟
Interview with Peter Dunphy15分钟
Machine Learning, Artificial Intelligence, and Decision Support6分钟
Journey Mapping and Pain Points6分钟
Patient Monitoring4分钟
Interview with Cait Larson from Dynamicare19分钟
Differential Diagnosis6分钟
Care Management4分钟
Preventive Screening6分钟
Avoidable Readmissions6分钟
4 个阅读材料
Healthcare Ecosystem Readings10分钟
Healthcare Consumer Journey Mapping10分钟
TED Talk on an innovation in Remote Patient Monitoring10分钟
Innovations and Results in Patient Outreach10分钟
6 个练习
Check Your Knowledge3分钟
Check Your Knowledge1分钟
Check Your Knowledge6分钟
Check Your Knowledge3分钟
Check Your Knowledge4分钟
Module 1 (Graded)30分钟
2
完成时间为 3 小时

Predictive Modeling Basics

Let’s navigate through what it takes to predict health outcomes and cost. What if we could use machine learning in your organization to reduce the cost of care for both the organization and the members receiving that care? Have you thought about what data you need to collect? How you might need to enrich that data to gain more insight in to what is driving those outcomes and cost? Or what types of machine learning algorithms you might utilize in order to most effectively target patients who are likely to be high cost? We are going to look at not only the tech behind the predictions, but also examine the business and data relationships within the healthcare industry that ultimately impact your ability to deliver an effective solution.

...
9 个视频 (总计 47 分钟), 2 个阅读材料, 6 个测验
9 个视频
Disease Burden as a Predictor of Cost5分钟
Machine Learning6分钟
Data Sourcing5分钟
Data Enrichment5分钟
Provider Taxonomies and Relationships5分钟
Predictive Modeling Process6分钟
2 个阅读材料
Linear Regression Explained5分钟
Using AI to Diagnose Disease5分钟
5 个练习
Check Your Knowledge2分钟
Check Your Knowledge2分钟
Check Your Knowledge8分钟
Check Your Knowledge6分钟
Check Your Knowledge6分钟
3
完成时间为 2 小时

Consumerism and Operationalization

Now that we have discussed various types of predictive models, let’s take a look at which models are appropriate for the business case we are trying to address and how we can evaluate their performance. For example, is using the same performance metric appropriate to use when making predictions about individual vs. population health? In this module we'll discuss how layering appropriate decision support methods on top of predictive analytics and machine learning can lay the groundwork for significant improvements in overall outreach and productivity, as well as decrease costs. Finally, we will discuss the key to blending decision support into the existing ecosystem of your business workflow and technology infrastructure.

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9 个视频 (总计 53 分钟), 1 个阅读材料, 6 个测验
9 个视频
Predicting Addressable Opportunity8分钟
Measuring Predictive Accuracy9分钟
Making Recommendations5分钟
Voices from the Industry with George "Russ" Moran7分钟
Integration and Orchestration4分钟
Operational Engagement Framework6分钟
1 个阅读材料
The Future of Predictive Analytics in Healthcare15分钟
6 个练习
Check Your Knowledge4分钟
Check Your Knowledge4分钟
Check Your Knowledge4分钟
Check Your Knowledge4分钟
Check Your Knowledge4分钟
Module 3 (Graded)30分钟
4
完成时间为 4 小时

Advanced Topics in Operationalization

Now that we know the importance of decision support and predictive modeling, we are going to take that one step further. Not only do we need to predict, but more importantly, we need to prescribe. It is not enough to just implement alerts and reminders - we need to offer guidance and recommendations for healthcare professionals. Let’s take a look at how analytics can improve the patient experience and their overall health status.

...
9 个视频 (总计 65 分钟), 2 个阅读材料, 5 个测验
9 个视频
Targeting High Value Member Patients Using Consumer Data5分钟
Recommending a Program for Care Management7分钟
Recommending a Channel for Member Engagement6分钟
Interview with Peter Dunphy from Perfect Health15分钟
Embedding Decision Support with your Existing Technology Footprint6分钟
Deploying Decision Support Beyond the Enterprise to the Consumer6分钟
2 个阅读材料
Utilizing Consumer Data10分钟
Misconceptions in the Industry10分钟
4 个练习
Check Your Knowledge6分钟
Check Your Knowledge4分钟
Check Your Knowledge6分钟
Check Your Knowledge2分钟

讲师

Avatar

Craig Johnson

Part-time Lecturer, Chief Science Officer at Decision Point Health Solutions
College of Computer and Information Science

关于 Northeastern University

Founded in 1898, Northeastern is a global research university with a distinctive, experience-driven approach to education and discovery. The university is a leader in experiential learning, powered by the world’s most far-reaching cooperative education program. The spirit of collaboration guides a use-inspired research enterprise focused on solving global challenges in health, security, and sustainability....

关于 Healthcare Trends for Business Professionals 专项课程

This Specialization will provide learners with the knowledge and skills to recognize key shifts in the industry and to have an agile perspective on how these shifts might impact their organizations. Learners will be exposed to the key drivers in the global healthcare industry today so they might apply what they have learned to help their organizations....
Healthcare Trends for Business Professionals

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