SlideShare a Scribd company logo
1 of 5
How Data Science Solves Healthcare
Problems
Damian Mingle
Chief Data Scientist
11
Overview
The Importance of Data Science
• As healthcare begins to dream
about predictive modeling (the holy
grail of population health
management), data scientists will
become part of a comprehensive
data and analytics strategy for
health systems and payers as we
move to value-based care.
• Healthcare (especially advanced
research organizations) is getting
into the crowdsourcing game to
solve complex problems at an
affordable price point.
What do Data Scientists do for fun?
2
Answer: They solve incredible tough problems (not
your daily newspaper’s Sudoku puzzle).
• Data Scientists typically use a data puzzle to hone their skills, applying
what they know and testing what they do not.
• As part of the WPC Healthcare process, foundational steps are taken to
initiate descriptive and exploratory data analysis as a baseline with the
goal of normalizing the data and identifying the outliers. From there,
inferential analysis is used to create complete data sets.
• Not surprisingly, healthcare data are messy compared to other
industries due to its status as a comparative juvenile requiring a level of
sophistication to drive actionable insights. Addressing the
“missingness” of the data is critical in moving forward. Bridging gaps in
understanding is key to finding answers.
Summary
3
Moving Forward
• In order to create meaningful change and
improvement, predictive analytics must
move into something we call the
“mechanistic phase.” That’s the successful
implementation of what’s been discovered
so that when action is taking place, the
outcomes are expected.
• It is not enough to just solve problem; it is
important to have things be repeatable for
others to improve on as well.
So here’s the question:
• Do you think health care should open up more of its data, so others can assist
in problem solving?
• What sort of health care problem would you like to see solved next?
44
Questions? Connect Us!
Damian Mingle
@DamianMingle
LinkedIn: Damian R Mingle
www.DamianMingle.com
WPC Healthcare
@WPChealthcare
Linkedin: WPC Healthcare
www.WPCHealthcare.com

More Related Content

Viewers also liked

Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...
Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...
Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...SoftServe
 
Understanding pacemakers
Understanding pacemakersUnderstanding pacemakers
Understanding pacemakersdibufolio
 
New Ways for Predictive Analytics and Machine Learning to Advance Population ...
New Ways for Predictive Analytics and Machine Learning to Advance Population ...New Ways for Predictive Analytics and Machine Learning to Advance Population ...
New Ways for Predictive Analytics and Machine Learning to Advance Population ...Edifecs Inc
 
Medical Product Development cycle
Medical Product Development cycleMedical Product Development cycle
Medical Product Development cyclemax hanafi
 
Systems Engineering in Medical Devices
Systems Engineering in Medical DevicesSystems Engineering in Medical Devices
Systems Engineering in Medical Deviceschannylaux
 
Design and development of medical device
Design and development of medical deviceDesign and development of medical device
Design and development of medical deviceMalesh M
 
Follow up and management of pacemaker programming and
Follow up and management of pacemaker programming andFollow up and management of pacemaker programming and
Follow up and management of pacemaker programming anddrskd6
 
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community College
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community CollegeBiomanufacturing and Medical Device Manufacturing at Ivy Tech Community College
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community Collegebio-link
 
Will Artificial Intelligence Change Healthcare?
Will Artificial Intelligence Change Healthcare?Will Artificial Intelligence Change Healthcare?
Will Artificial Intelligence Change Healthcare?Eugene Borukhovich
 
Why You Should Care about Machine Learning And Artificial Intelligence Richar...
Why You Should Care about Machine Learning And Artificial Intelligence Richar...Why You Should Care about Machine Learning And Artificial Intelligence Richar...
Why You Should Care about Machine Learning And Artificial Intelligence Richar...Business of Software Conference
 
Learning to see (VSM)
Learning to see (VSM)Learning to see (VSM)
Learning to see (VSM)Mohamed Effat
 

Viewers also liked (14)

Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...
Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...
Health 2.0 WinterTech: Will Artificial Intelligence change healthcare? by Eug...
 
Grooming Steffi.
Grooming  Steffi.Grooming  Steffi.
Grooming Steffi.
 
Understanding pacemakers
Understanding pacemakersUnderstanding pacemakers
Understanding pacemakers
 
New Ways for Predictive Analytics and Machine Learning to Advance Population ...
New Ways for Predictive Analytics and Machine Learning to Advance Population ...New Ways for Predictive Analytics and Machine Learning to Advance Population ...
New Ways for Predictive Analytics and Machine Learning to Advance Population ...
 
Medical Product Development cycle
Medical Product Development cycleMedical Product Development cycle
Medical Product Development cycle
 
Systems Engineering in Medical Devices
Systems Engineering in Medical DevicesSystems Engineering in Medical Devices
Systems Engineering in Medical Devices
 
Design and development of medical device
Design and development of medical deviceDesign and development of medical device
Design and development of medical device
 
The Medical Device Milestone Map
The Medical Device Milestone MapThe Medical Device Milestone Map
The Medical Device Milestone Map
 
Follow up and management of pacemaker programming and
Follow up and management of pacemaker programming andFollow up and management of pacemaker programming and
Follow up and management of pacemaker programming and
 
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community College
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community CollegeBiomanufacturing and Medical Device Manufacturing at Ivy Tech Community College
Biomanufacturing and Medical Device Manufacturing at Ivy Tech Community College
 
Will Artificial Intelligence Change Healthcare?
Will Artificial Intelligence Change Healthcare?Will Artificial Intelligence Change Healthcare?
Will Artificial Intelligence Change Healthcare?
 
Why You Should Care about Machine Learning And Artificial Intelligence Richar...
Why You Should Care about Machine Learning And Artificial Intelligence Richar...Why You Should Care about Machine Learning And Artificial Intelligence Richar...
Why You Should Care about Machine Learning And Artificial Intelligence Richar...
 
The Glucometer
The GlucometerThe Glucometer
The Glucometer
 
Learning to see (VSM)
Learning to see (VSM)Learning to see (VSM)
Learning to see (VSM)
 

More from Damian R. Mingle, MBA

Classify Rice Disease Using Self-Optimizing Models and Edge Computing with A...
Classify Rice Disease Using Self-Optimizing Models and  Edge Computing with A...Classify Rice Disease Using Self-Optimizing Models and  Edge Computing with A...
Classify Rice Disease Using Self-Optimizing Models and Edge Computing with A...Damian R. Mingle, MBA
 
Predicting Diabetic Readmission Rates: Moving Beyond HbA1c
Predicting Diabetic Readmission Rates: Moving Beyond HbA1cPredicting Diabetic Readmission Rates: Moving Beyond HbA1c
Predicting Diabetic Readmission Rates: Moving Beyond HbA1cDamian R. Mingle, MBA
 
Greek Letters with LaTeX Cheat Sheet
Greek Letters with LaTeX Cheat SheetGreek Letters with LaTeX Cheat Sheet
Greek Letters with LaTeX Cheat SheetDamian R. Mingle, MBA
 
Scikit Learn: How to Deal with Missing Values
Scikit Learn: How to Deal with Missing ValuesScikit Learn: How to Deal with Missing Values
Scikit Learn: How to Deal with Missing ValuesDamian R. Mingle, MBA
 
SciKit Learn: How to Standardize Your Data
SciKit Learn: How to Standardize Your DataSciKit Learn: How to Standardize Your Data
SciKit Learn: How to Standardize Your DataDamian R. Mingle, MBA
 
Scikit Learn: Data Normalization Techniques That Work
Scikit Learn: Data Normalization Techniques That WorkScikit Learn: Data Normalization Techniques That Work
Scikit Learn: Data Normalization Techniques That WorkDamian R. Mingle, MBA
 
Controlling informative features for improved accuracy and faster predictions...
Controlling informative features for improved accuracy and faster predictions...Controlling informative features for improved accuracy and faster predictions...
Controlling informative features for improved accuracy and faster predictions...Damian R. Mingle, MBA
 
Data and the Changing Role of the Tech Savvy CFO
Data and the Changing Role of the Tech Savvy CFOData and the Changing Role of the Tech Savvy CFO
Data and the Changing Role of the Tech Savvy CFODamian R. Mingle, MBA
 
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...Damian R. Mingle, MBA
 
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...Damian R. Mingle, MBA
 
A Multi-Pronged Approach to Data Mining Post-Acute Care Episodes
A Multi-Pronged Approach to Data Mining Post-Acute Care EpisodesA Multi-Pronged Approach to Data Mining Post-Acute Care Episodes
A Multi-Pronged Approach to Data Mining Post-Acute Care EpisodesDamian R. Mingle, MBA
 

More from Damian R. Mingle, MBA (14)

Classify Rice Disease Using Self-Optimizing Models and Edge Computing with A...
Classify Rice Disease Using Self-Optimizing Models and  Edge Computing with A...Classify Rice Disease Using Self-Optimizing Models and  Edge Computing with A...
Classify Rice Disease Using Self-Optimizing Models and Edge Computing with A...
 
Predicting Diabetic Readmission Rates: Moving Beyond HbA1c
Predicting Diabetic Readmission Rates: Moving Beyond HbA1cPredicting Diabetic Readmission Rates: Moving Beyond HbA1c
Predicting Diabetic Readmission Rates: Moving Beyond HbA1c
 
Greek Letters with LaTeX Cheat Sheet
Greek Letters with LaTeX Cheat SheetGreek Letters with LaTeX Cheat Sheet
Greek Letters with LaTeX Cheat Sheet
 
Clustering: A Scikit Learn Tutorial
Clustering: A Scikit Learn TutorialClustering: A Scikit Learn Tutorial
Clustering: A Scikit Learn Tutorial
 
Scikit Learn: How to Deal with Missing Values
Scikit Learn: How to Deal with Missing ValuesScikit Learn: How to Deal with Missing Values
Scikit Learn: How to Deal with Missing Values
 
SciKit Learn: How to Standardize Your Data
SciKit Learn: How to Standardize Your DataSciKit Learn: How to Standardize Your Data
SciKit Learn: How to Standardize Your Data
 
Scikit Learn: Data Normalization Techniques That Work
Scikit Learn: Data Normalization Techniques That WorkScikit Learn: Data Normalization Techniques That Work
Scikit Learn: Data Normalization Techniques That Work
 
What is sepsis?
What is sepsis?What is sepsis?
What is sepsis?
 
Controlling informative features for improved accuracy and faster predictions...
Controlling informative features for improved accuracy and faster predictions...Controlling informative features for improved accuracy and faster predictions...
Controlling informative features for improved accuracy and faster predictions...
 
The evolving definition of sepsis
The evolving definition of sepsis The evolving definition of sepsis
The evolving definition of sepsis
 
Data and the Changing Role of the Tech Savvy CFO
Data and the Changing Role of the Tech Savvy CFOData and the Changing Role of the Tech Savvy CFO
Data and the Changing Role of the Tech Savvy CFO
 
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...
A discriminative-feature-space-for-detecting-and-recognizing-pathologies-of-t...
 
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...
Practical Data Science the WPC Healthcare Strategy for Delivering Meaningful ...
 
A Multi-Pronged Approach to Data Mining Post-Acute Care Episodes
A Multi-Pronged Approach to Data Mining Post-Acute Care EpisodesA Multi-Pronged Approach to Data Mining Post-Acute Care Episodes
A Multi-Pronged Approach to Data Mining Post-Acute Care Episodes
 

Recently uploaded

IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxdolaknnilon
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanMYRABACSAFRA2
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfSocial Samosa
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsVICTOR MAESTRE RAMIREZ
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPTBoston Institute of Analytics
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDRafezzaman
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfgstagge
 
MK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxMK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxUnduhUnggah1
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Sapana Sha
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 

Recently uploaded (20)

IMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptxIMA MSN - Medical Students Network (2).pptx
IMA MSN - Medical Students Network (2).pptx
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
Identifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population MeanIdentifying Appropriate Test Statistics Involving Population Mean
Identifying Appropriate Test Statistics Involving Population Mean
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
Advanced Machine Learning for Business Professionals
Advanced Machine Learning for Business ProfessionalsAdvanced Machine Learning for Business Professionals
Advanced Machine Learning for Business Professionals
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default  Presentation : Data Analysis Project PPTPredictive Analysis for Loan Default  Presentation : Data Analysis Project PPT
Predictive Analysis for Loan Default Presentation : Data Analysis Project PPT
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Call Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort ServiceCall Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort Service
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdf
 
MK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxMK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docx
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 

How Data Science Solves Healthcare Problems

  • 1. How Data Science Solves Healthcare Problems Damian Mingle Chief Data Scientist
  • 2. 11 Overview The Importance of Data Science • As healthcare begins to dream about predictive modeling (the holy grail of population health management), data scientists will become part of a comprehensive data and analytics strategy for health systems and payers as we move to value-based care. • Healthcare (especially advanced research organizations) is getting into the crowdsourcing game to solve complex problems at an affordable price point.
  • 3. What do Data Scientists do for fun? 2 Answer: They solve incredible tough problems (not your daily newspaper’s Sudoku puzzle). • Data Scientists typically use a data puzzle to hone their skills, applying what they know and testing what they do not. • As part of the WPC Healthcare process, foundational steps are taken to initiate descriptive and exploratory data analysis as a baseline with the goal of normalizing the data and identifying the outliers. From there, inferential analysis is used to create complete data sets. • Not surprisingly, healthcare data are messy compared to other industries due to its status as a comparative juvenile requiring a level of sophistication to drive actionable insights. Addressing the “missingness” of the data is critical in moving forward. Bridging gaps in understanding is key to finding answers.
  • 4. Summary 3 Moving Forward • In order to create meaningful change and improvement, predictive analytics must move into something we call the “mechanistic phase.” That’s the successful implementation of what’s been discovered so that when action is taking place, the outcomes are expected. • It is not enough to just solve problem; it is important to have things be repeatable for others to improve on as well. So here’s the question: • Do you think health care should open up more of its data, so others can assist in problem solving? • What sort of health care problem would you like to see solved next?
  • 5. 44 Questions? Connect Us! Damian Mingle @DamianMingle LinkedIn: Damian R Mingle www.DamianMingle.com WPC Healthcare @WPChealthcare Linkedin: WPC Healthcare www.WPCHealthcare.com