SlideShare a Scribd company logo
1 of 12
Predictive Health
Population Analytics
Veera S Raghavan
Executive Director & Global Practice Head
Healthcare and Life Sciences
Dell Services
October 2015
Veeraraghavan@dell
Dell - Internal Use - Confidential
2
Modifiable health
Adapted by DrNick from 2009 Continua Health Alliance -Brigitte Piniewski, MD
0 25 65
IllnessPre-IllnessWellness
Unpredictable Health
Predictable (Rules-based) Health
Age
Death
60-80% Lifestyle
Dell - Internal Use - Confidential
3
To put it another way….
Adapted by DrNick from 2009 Continua Health Alliance -Brigitte Piniewski, MD
0 25 65 Age
IllnessPre-IllnessWellness
Death
Fun
No Fun
Dell - Internal Use - Confidential
4
Challenges: US example
$840B Annual healthcare spending with little or
no effect on outcomes
$17B Annual avoidable readmission costs for
Medicare patients
200-400K Annual deaths as a result of
“preventable harm” in hospitals
>3,300 Annual deaths due to asthma. Many of
which are avoidable.
Dell - Internal Use - Confidential
5
Analytics can make a difference: US example
UPMC Health Plan
reduced
readmission rates
37%
by identifying at-risk patients and
providing personalized transition care
and follow-up
58%
reduction in surgical site infections at
University of Iowa Hospitals and
Clinics by providing real-time
analytics during surgery
asthma care with email notifications
to emergency rooms, case managers
and asthma patients forecasting events
likely to exacerbate symptoms
Optimize
tests and overnight stays for ER patients
by using analytics and historic data to more
accurately predict test outcomes and
likelihood of impending cardiac events
reduceER doctors
were able to
Dell - Internal Use - Confidential
6
Evolution of IT in healthcare delivery
As healthcare delivery evolves towards collaborative care models, the ability to share
data and use it to improve decision making will be a key transformative milestone
Manage patient health
Capture and digitize records
Electronic medical record
Patient health management
EMR
Information
driven
decision
making
Lab/eRx
Hospital
Physician
Payer
EMR
Interoperability
BI & analytics
Phase 1 Phase 2 Phase 3
Move and exchange data
Analyze and manage data
Population
health records
EMR
EMR
Dell - Internal Use - Confidential
7
What can you do with your big data?
From reporting to search, discovery and prediction
RetrospectiveDataReporting
Real-time
Unstructured
Multiple
sources
Volume
Population Analytics
Personalized Medicine
Performance Mgmt
Outcome Improvement
Clinical Decision Support
Disease Mgmt/Patient Compliance
Patient Profiling
Cohort Analysis
Fraud Detection
Health Economics & Outcome Research
Performance-based pricing Drug Discovery
R&D Resource Allocation
Clinical Trial Design
Personalized Medicine
Consumer Segmentation
Infectious Disease and Outbreak Detection
Patient Satisfaction & Behavior Analytics
Readmissions
Operation Mgmt
Payment/Pricing
R&D
Public Health
CRM
Marketing Promotion/Health Campaigns
Comparative Effectiveness Research
Population
health records
Dell - Internal Use - Confidential
8
Information-driven healthcare
Seamlessly integrate big data and analytics into your workflow
• Operational
reports
• Adhoc reports
• Basic quality
reports
• Emergency
dashboard
• Readmission
rates
• HAI trends
• Gaps in care
• Physician
scorecards and
benchmarking
• Labor
forecasting
• Population risk
stratification
• Disease based
risk models
• Readmission
prediction
• Prescriptive
analytics
• Patient flow
optimization
• Network
leakage and
design
Reporting
Visualization
Inferences/
exceptions
Predictive
analytics
Optimization
Hindsight
Insight
Foresight
Data Integration and Management
Enterprise Data Warehouse
Master Data Management/ Governance
Model Development
Change
Mgmt.
Dell - Internal Use - Confidential
9
Delivery – highly unorganized in diff formatsDelivery – highly unorganized in diff formats
Focus on India
60%
40
20
0
58
45
34
31
13
11
7
World average: 18
India Indo
nesia
China Brazil Norway US South
Africa
Out of Pocket Health Expenditure (as a % of total expenditure on health)
Dell - Internal Use - Confidential
10
Where & how do we start?
Collect targeted operational data – wait times, time &
motion studies, inventory to focus on operational
analytics to drive bottom-line improvements
Collect targeted patient experience and satisfaction
data through surveys, correlate with healthcare services
and physicians, monitor trends over time to drive traffic
CSAT and predictive customer (patient & referring
physician) behavior for top-line improvements
Implement a light weight EMR to collect key clinical
data points smartly. Drive outcomes research and
clinical quality improvements. De-identify data to
enable clinical trials, open new opportunities
Role of
Government,
Health Ministry,
Industry
associations in
defining and
enforcing data
standards
Regulate
Industry
through data
Dell - Internal Use - Confidential
11
Hospital-IT-in-a-Box solution
Core 4-stack solution
Secure orchestrated Public cloud
Business Intelligence – Clinical Research, Executives & Operations
EMR (clinical functions)
• Medical record
• Diagnosis
• Treatment plans
• Prescription
• Discharge
summary
• CPOE
ERP functions
• Finance & accounting
• HCM & payroll
• Supply chain management
Administrative & finance functions (non-clinical)
Lab, Radiology &
pharmacy mgmt
OP & IP management Housekeeping Blood Bank
Patient Billing / claims
mgmt
Ward management OT & CSSD Diet management
Hospital chain 1
Hospital chain 2
Hospital chain 3
SaaS
SaaS
SaaS
Enterpriseimage
management
PRM
Tele
medicine
BPM
Analyse Design Develop
Enhance Deploy
CRM
Sales force automation
Referrals
Camp
module
Dell
end-to-end
solution
Thank you
Veera_s_raghavan@dell.com

More Related Content

What's hot

Late Binding in Data Warehouses
Late Binding in Data WarehousesLate Binding in Data Warehouses
Late Binding in Data WarehousesDale Sanders
 
Population Health Informatics
Population Health InformaticsPopulation Health Informatics
Population Health InformaticsFrank Wang
 
Data Mining A Healthcare Database
Data Mining A Healthcare DatabaseData Mining A Healthcare Database
Data Mining A Healthcare Databasebrucco
 
Healthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelHealthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelFrank Wang
 
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...Health Catalyst
 
Predictive analytics in health insurance
Predictive analytics in health insurancePredictive analytics in health insurance
Predictive analytics in health insurancePrasad Narasimhan
 
Microsoft: A Waking Giant In Healthcare Analytics and Big Data
Microsoft: A Waking Giant In Healthcare Analytics and Big DataMicrosoft: A Waking Giant In Healthcare Analytics and Big Data
Microsoft: A Waking Giant In Healthcare Analytics and Big DataHealth Catalyst
 
3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare
3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare
3 Perspectives to Better Apply Predictive & Prescriptive Models in HealthcareHealth Catalyst
 
Health Information Analytics Courseware
Health Information Analytics CoursewareHealth Information Analytics Courseware
Health Information Analytics CoursewareFrank Wang
 
Healthcare Data Analytics Implementation
Healthcare Data Analytics ImplementationHealthcare Data Analytics Implementation
Healthcare Data Analytics ImplementationALTEN Calsoft Labs
 
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...Frank Wang
 
Healthcare Analytics Adoption Model -- Updated
Healthcare Analytics Adoption Model -- UpdatedHealthcare Analytics Adoption Model -- Updated
Healthcare Analytics Adoption Model -- UpdatedHealth Catalyst
 
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016HIMSS Analytics Adoption Model for Analytics Maturity - March 2016
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016James E. Gaston, FHIMSS
 
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...Health Catalyst
 
POV Healthcare Payer Medical Informatics and Analytics
POV Healthcare Payer Medical Informatics and AnalyticsPOV Healthcare Payer Medical Informatics and Analytics
POV Healthcare Payer Medical Informatics and AnalyticsFrank Wang
 
Leveraging Predictive Models to Reduce Readmissions
Leveraging Predictive Models to Reduce ReadmissionsLeveraging Predictive Models to Reduce Readmissions
Leveraging Predictive Models to Reduce ReadmissionsHealth Catalyst
 
Data Analytics in Healthcare
Data Analytics in HealthcareData Analytics in Healthcare
Data Analytics in HealthcareMark Gall
 
Healthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsHealthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsDale Sanders
 
Machine Learning Misconceptions
Machine Learning MisconceptionsMachine Learning Misconceptions
Machine Learning MisconceptionsHealth Catalyst
 

What's hot (20)

Late Binding in Data Warehouses
Late Binding in Data WarehousesLate Binding in Data Warehouses
Late Binding in Data Warehouses
 
Population Health Informatics
Population Health InformaticsPopulation Health Informatics
Population Health Informatics
 
Data Mining A Healthcare Database
Data Mining A Healthcare DatabaseData Mining A Healthcare Database
Data Mining A Healthcare Database
 
Healthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelHealthcare Analytics Maturity Model
Healthcare Analytics Maturity Model
 
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...
Late-Binding Data Warehouse - An Update on the Fastest Growing Trend in Healt...
 
Predictive analytics in health insurance
Predictive analytics in health insurancePredictive analytics in health insurance
Predictive analytics in health insurance
 
Microsoft: A Waking Giant In Healthcare Analytics and Big Data
Microsoft: A Waking Giant In Healthcare Analytics and Big DataMicrosoft: A Waking Giant In Healthcare Analytics and Big Data
Microsoft: A Waking Giant In Healthcare Analytics and Big Data
 
3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare
3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare
3 Perspectives to Better Apply Predictive & Prescriptive Models in Healthcare
 
Health Information Analytics Courseware
Health Information Analytics CoursewareHealth Information Analytics Courseware
Health Information Analytics Courseware
 
Healthcare Data Analytics Implementation
Healthcare Data Analytics ImplementationHealthcare Data Analytics Implementation
Healthcare Data Analytics Implementation
 
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...
Drive Healthcare Transformation with a Strategic Analytics Framework and Impl...
 
Healthcare Analytics Adoption Model -- Updated
Healthcare Analytics Adoption Model -- UpdatedHealthcare Analytics Adoption Model -- Updated
Healthcare Analytics Adoption Model -- Updated
 
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016HIMSS Analytics Adoption Model for Analytics Maturity - March 2016
HIMSS Analytics Adoption Model for Analytics Maturity - March 2016
 
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...
Why Payers, Providers and Life Science/Pharma Must Join Forces to Achieve Tru...
 
POV Healthcare Payer Medical Informatics and Analytics
POV Healthcare Payer Medical Informatics and AnalyticsPOV Healthcare Payer Medical Informatics and Analytics
POV Healthcare Payer Medical Informatics and Analytics
 
Leveraging Predictive Models to Reduce Readmissions
Leveraging Predictive Models to Reduce ReadmissionsLeveraging Predictive Models to Reduce Readmissions
Leveraging Predictive Models to Reduce Readmissions
 
Introduction To Medical Data
Introduction To Medical DataIntroduction To Medical Data
Introduction To Medical Data
 
Data Analytics in Healthcare
Data Analytics in HealthcareData Analytics in Healthcare
Data Analytics in Healthcare
 
Healthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsHealthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of Analytics
 
Machine Learning Misconceptions
Machine Learning MisconceptionsMachine Learning Misconceptions
Machine Learning Misconceptions
 

Viewers also liked

Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Paul Brian Contino
 
Healthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelHealthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelFrank Wang
 
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...Introduction to Population Health Analytics, Predictive Analytics, Big Data a...
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...Frank Wang
 
Health Information Analytics: Data Governance, Data Quality and Data Standards
Health Information Analytics:  Data Governance, Data Quality and Data StandardsHealth Information Analytics:  Data Governance, Data Quality and Data Standards
Health Information Analytics: Data Governance, Data Quality and Data StandardsFrank Wang
 
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...Health Catalyst
 
Population Health Management, Predictive Analytics, Big Data and Text Analytics
Population Health Management, Predictive Analytics, Big Data and Text AnalyticsPopulation Health Management, Predictive Analytics, Big Data and Text Analytics
Population Health Management, Predictive Analytics, Big Data and Text AnalyticsFrank Wang
 
4 Essential Lessons for Adopting Predictive Analytics in Healthcare
4 Essential Lessons for Adopting Predictive Analytics in Healthcare4 Essential Lessons for Adopting Predictive Analytics in Healthcare
4 Essential Lessons for Adopting Predictive Analytics in HealthcareHealth Catalyst
 

Viewers also liked (8)

Innovative Insights for Smarter Care: Care Management and Analytics
Innovative Insights for Smarter Care: Care Management and AnalyticsInnovative Insights for Smarter Care: Care Management and Analytics
Innovative Insights for Smarter Care: Care Management and Analytics
 
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
 
Healthcare Analytics Maturity Model
Healthcare Analytics Maturity ModelHealthcare Analytics Maturity Model
Healthcare Analytics Maturity Model
 
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...Introduction to Population Health Analytics, Predictive Analytics, Big Data a...
Introduction to Population Health Analytics, Predictive Analytics, Big Data a...
 
Health Information Analytics: Data Governance, Data Quality and Data Standards
Health Information Analytics:  Data Governance, Data Quality and Data StandardsHealth Information Analytics:  Data Governance, Data Quality and Data Standards
Health Information Analytics: Data Governance, Data Quality and Data Standards
 
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...
How to Choose the Best Healthcare Analytics Software Solution in a Crowded Ma...
 
Population Health Management, Predictive Analytics, Big Data and Text Analytics
Population Health Management, Predictive Analytics, Big Data and Text AnalyticsPopulation Health Management, Predictive Analytics, Big Data and Text Analytics
Population Health Management, Predictive Analytics, Big Data and Text Analytics
 
4 Essential Lessons for Adopting Predictive Analytics in Healthcare
4 Essential Lessons for Adopting Predictive Analytics in Healthcare4 Essential Lessons for Adopting Predictive Analytics in Healthcare
4 Essential Lessons for Adopting Predictive Analytics in Healthcare
 

Similar to Predictive Health Population Analytics

The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient Data The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient Data Healthline
 
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Balaji Krishnapuram
 
Turning Big Data Insights into Action through Advanced Analytics
Turning Big Data Insights into Action through Advanced AnalyticsTurning Big Data Insights into Action through Advanced Analytics
Turning Big Data Insights into Action through Advanced AnalyticsCraig Rhinehart Rhinehart
 
Ajith M Jose_Report1.docx
Ajith M Jose_Report1.docxAjith M Jose_Report1.docx
Ajith M Jose_Report1.docxmca2206
 
Healthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsHealthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsHealth Catalyst
 
Data Integration – The Key To Successfully Utilizing Information
Data Integration – The Key To Successfully Utilizing InformationData Integration – The Key To Successfully Utilizing Information
Data Integration – The Key To Successfully Utilizing InformationCharles DeShazer, M.D.
 
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...Michael Dykstra
 
Data science in healthcare-Assignment 2.pptx
Data science in healthcare-Assignment 2.pptxData science in healthcare-Assignment 2.pptx
Data science in healthcare-Assignment 2.pptxArpitaDebnath20
 
Health information management system by dr. protik.pptx
Health information management system by dr. protik.pptxHealth information management system by dr. protik.pptx
Health information management system by dr. protik.pptxProtik Banik
 
McGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWMcGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWRobert McGrath
 
Oncology Big Data: A Mirage or Oasis of Clinical Value?
Oncology Big Data:  A Mirage or Oasis of Clinical Value? Oncology Big Data:  A Mirage or Oasis of Clinical Value?
Oncology Big Data: A Mirage or Oasis of Clinical Value? Michael Peters
 
The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient DataThe Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient DataHealthline
 
The Role of Data Lakes in Healthcare
The Role of Data Lakes in HealthcareThe Role of Data Lakes in Healthcare
The Role of Data Lakes in HealthcarePerficient, Inc.
 
Use of data analytics in health care
Use of data analytics in health careUse of data analytics in health care
Use of data analytics in health careAkanshabhushan
 
Digitized health
Digitized healthDigitized health
Digitized healthFrank Wang
 
7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in HealthcareHealth Catalyst
 
Healthcare Nous InfoSystem
Healthcare Nous InfoSystemHealthcare Nous InfoSystem
Healthcare Nous InfoSystemUjjwal Anand
 
How to Leverage Increased Data Granularity in the ICD-10 Code Set
How to Leverage Increased Data Granularity in the ICD-10 Code SetHow to Leverage Increased Data Granularity in the ICD-10 Code Set
How to Leverage Increased Data Granularity in the ICD-10 Code SetPerficient, Inc.
 
eBook - Data Analytics in Healthcare
eBook - Data Analytics in HealthcareeBook - Data Analytics in Healthcare
eBook - Data Analytics in HealthcareNextGen Healthcare
 
Healthcare Thinktank Roundtable
Healthcare Thinktank RoundtableHealthcare Thinktank Roundtable
Healthcare Thinktank RoundtableNick van Terheyden
 

Similar to Predictive Health Population Analytics (20)

The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient Data The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient Data
 
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
Krishnapuram_TransformingHealth_HIMSS_CIO_Summit_100715
 
Turning Big Data Insights into Action through Advanced Analytics
Turning Big Data Insights into Action through Advanced AnalyticsTurning Big Data Insights into Action through Advanced Analytics
Turning Big Data Insights into Action through Advanced Analytics
 
Ajith M Jose_Report1.docx
Ajith M Jose_Report1.docxAjith M Jose_Report1.docx
Ajith M Jose_Report1.docx
 
Healthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of AnalyticsHealthcare 2.0: The Age of Analytics
Healthcare 2.0: The Age of Analytics
 
Data Integration – The Key To Successfully Utilizing Information
Data Integration – The Key To Successfully Utilizing InformationData Integration – The Key To Successfully Utilizing Information
Data Integration – The Key To Successfully Utilizing Information
 
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...
5 Things to Know About the Clinical Analytics Data Management Challenge - Ext...
 
Data science in healthcare-Assignment 2.pptx
Data science in healthcare-Assignment 2.pptxData science in healthcare-Assignment 2.pptx
Data science in healthcare-Assignment 2.pptx
 
Health information management system by dr. protik.pptx
Health information management system by dr. protik.pptxHealth information management system by dr. protik.pptx
Health information management system by dr. protik.pptx
 
McGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSWMcGrath Health Data Analyst SXSW
McGrath Health Data Analyst SXSW
 
Oncology Big Data: A Mirage or Oasis of Clinical Value?
Oncology Big Data:  A Mirage or Oasis of Clinical Value? Oncology Big Data:  A Mirage or Oasis of Clinical Value?
Oncology Big Data: A Mirage or Oasis of Clinical Value?
 
The Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient DataThe Power and Promise of Unstructured Patient Data
The Power and Promise of Unstructured Patient Data
 
The Role of Data Lakes in Healthcare
The Role of Data Lakes in HealthcareThe Role of Data Lakes in Healthcare
The Role of Data Lakes in Healthcare
 
Use of data analytics in health care
Use of data analytics in health careUse of data analytics in health care
Use of data analytics in health care
 
Digitized health
Digitized healthDigitized health
Digitized health
 
7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare
 
Healthcare Nous InfoSystem
Healthcare Nous InfoSystemHealthcare Nous InfoSystem
Healthcare Nous InfoSystem
 
How to Leverage Increased Data Granularity in the ICD-10 Code Set
How to Leverage Increased Data Granularity in the ICD-10 Code SetHow to Leverage Increased Data Granularity in the ICD-10 Code Set
How to Leverage Increased Data Granularity in the ICD-10 Code Set
 
eBook - Data Analytics in Healthcare
eBook - Data Analytics in HealthcareeBook - Data Analytics in Healthcare
eBook - Data Analytics in Healthcare
 
Healthcare Thinktank Roundtable
Healthcare Thinktank RoundtableHealthcare Thinktank Roundtable
Healthcare Thinktank Roundtable
 

More from Apollo Hospitals Group and ATNF

Technology for Health, or for Healthcare ? by Yunkap Kwankam
Technology for Health, or for Healthcare ? by Yunkap KwankamTechnology for Health, or for Healthcare ? by Yunkap Kwankam
Technology for Health, or for Healthcare ? by Yunkap KwankamApollo Hospitals Group and ATNF
 
Envisioning a Digital Transformation in Health by Mr. T.S.Y. Aravindakshan
Envisioning a Digital Transformation in Health by Mr. T.S.Y. AravindakshanEnvisioning a Digital Transformation in Health by Mr. T.S.Y. Aravindakshan
Envisioning a Digital Transformation in Health by Mr. T.S.Y. AravindakshanApollo Hospitals Group and ATNF
 
Accelerating the Indian Startup Ecosystem by Mr. Bala Girisaballa
Accelerating the Indian Startup Ecosystem by Mr. Bala GirisaballaAccelerating the Indian Startup Ecosystem by Mr. Bala Girisaballa
Accelerating the Indian Startup Ecosystem by Mr. Bala GirisaballaApollo Hospitals Group and ATNF
 
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...Implementation of Online Safety Incident Reporting System in a Tertiary Care ...
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...Apollo Hospitals Group and ATNF
 
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj Rahi
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj RahiCloud Applications on allergy and airborne diseases vulnerability by Pankaj Rahi
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj RahiApollo Hospitals Group and ATNF
 
Personalized Mobile Applications in HealthCare by Bhargavi Upadhya
Personalized Mobile Applications in HealthCare by Bhargavi UpadhyaPersonalized Mobile Applications in HealthCare by Bhargavi Upadhya
Personalized Mobile Applications in HealthCare by Bhargavi UpadhyaApollo Hospitals Group and ATNF
 
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum Eielsen
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum EielsenLarge Scale Disaster Management in Healthcare Deploying ICT by Olav Veum Eielsen
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum EielsenApollo Hospitals Group and ATNF
 
Realizing and sustaining disruptive Innovations by Gabe Rijpma,
Realizing and sustaining disruptive Innovations by Gabe Rijpma, Realizing and sustaining disruptive Innovations by Gabe Rijpma,
Realizing and sustaining disruptive Innovations by Gabe Rijpma, Apollo Hospitals Group and ATNF
 
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...Apollo Hospitals Group and ATNF
 
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...Apollo Hospitals Group and ATNF
 
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...Apollo Hospitals Group and ATNF
 

More from Apollo Hospitals Group and ATNF (20)

Clear Touch Connect
Clear Touch ConnectClear Touch Connect
Clear Touch Connect
 
Hanu Tech
Hanu TechHanu Tech
Hanu Tech
 
Pro Emtech - Promed
Pro Emtech - PromedPro Emtech - Promed
Pro Emtech - Promed
 
Health Proffers
Health ProffersHealth Proffers
Health Proffers
 
VItreosHealth
VItreosHealthVItreosHealth
VItreosHealth
 
Cardio Track
Cardio TrackCardio Track
Cardio Track
 
Sidqam Technologies
Sidqam TechnologiesSidqam Technologies
Sidqam Technologies
 
My Hospital Advisor
My Hospital AdvisorMy Hospital Advisor
My Hospital Advisor
 
Technology for Health, or for Healthcare ? by Yunkap Kwankam
Technology for Health, or for Healthcare ? by Yunkap KwankamTechnology for Health, or for Healthcare ? by Yunkap Kwankam
Technology for Health, or for Healthcare ? by Yunkap Kwankam
 
Helyxon Healthcare
Helyxon HealthcareHelyxon Healthcare
Helyxon Healthcare
 
Envisioning a Digital Transformation in Health by Mr. T.S.Y. Aravindakshan
Envisioning a Digital Transformation in Health by Mr. T.S.Y. AravindakshanEnvisioning a Digital Transformation in Health by Mr. T.S.Y. Aravindakshan
Envisioning a Digital Transformation in Health by Mr. T.S.Y. Aravindakshan
 
Accelerating the Indian Startup Ecosystem by Mr. Bala Girisaballa
Accelerating the Indian Startup Ecosystem by Mr. Bala GirisaballaAccelerating the Indian Startup Ecosystem by Mr. Bala Girisaballa
Accelerating the Indian Startup Ecosystem by Mr. Bala Girisaballa
 
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...Implementation of Online Safety Incident Reporting System in a Tertiary Care ...
Implementation of Online Safety Incident Reporting System in a Tertiary Care ...
 
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj Rahi
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj RahiCloud Applications on allergy and airborne diseases vulnerability by Pankaj Rahi
Cloud Applications on allergy and airborne diseases vulnerability by Pankaj Rahi
 
Personalized Mobile Applications in HealthCare by Bhargavi Upadhya
Personalized Mobile Applications in HealthCare by Bhargavi UpadhyaPersonalized Mobile Applications in HealthCare by Bhargavi Upadhya
Personalized Mobile Applications in HealthCare by Bhargavi Upadhya
 
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum Eielsen
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum EielsenLarge Scale Disaster Management in Healthcare Deploying ICT by Olav Veum Eielsen
Large Scale Disaster Management in Healthcare Deploying ICT by Olav Veum Eielsen
 
Realizing and sustaining disruptive Innovations by Gabe Rijpma,
Realizing and sustaining disruptive Innovations by Gabe Rijpma, Realizing and sustaining disruptive Innovations by Gabe Rijpma,
Realizing and sustaining disruptive Innovations by Gabe Rijpma,
 
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...
Evaluating feasibility of Virtual Mentoring connecting an academic centre by ...
 
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...
Virtual knowledge network NIMHANS Echo : Innovative tele- mentoring model for...
 
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...
Enhancements to a Computer : Assisted Screening Technology for Diabetic Retin...
 

Recently uploaded

❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...Gfnyt.com
 
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Memriyagarg453
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...Vip call girls In Chandigarh
 
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in LucknowRussian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknowgragteena
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsHelenBevan4
 
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋Sheetaleventcompany
 
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...indiancallgirl4rent
 
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsi
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsiindian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsi
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana TulsiHigh Profile Call Girls Chandigarh Aarushi
 
Udaipur Call Girls 📲 9999965857 Call Girl in Udaipur
Udaipur Call Girls 📲 9999965857 Call Girl in UdaipurUdaipur Call Girls 📲 9999965857 Call Girl in Udaipur
Udaipur Call Girls 📲 9999965857 Call Girl in Udaipurseemahedar019
 
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service DehradunDehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service DehradunNiamh verma
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxAyush Gupta
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Call Girls Noida
 
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.ktanvi103
 
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...High Profile Call Girls Chandigarh Aarushi
 
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...Sheetaleventcompany
 
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...High Profile Call Girls Chandigarh Aarushi
 
Hot Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In Ludhiana
Hot  Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In LudhianaHot  Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In Ludhiana
Hot Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In LudhianaRussian Call Girls in Ludhiana
 

Recently uploaded (20)

❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR   Call G...
❤️♀️@ Jaipur Call Girls ❤️♀️@ Meghna Jaipur Call Girls Number CRTHNR Call G...
 
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Hyderabad Just Call 9907093804 Top Class Call Girl Service Available
 
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near MeVIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
VIP Call Girls Noida Jhanvi 9711199171 Best VIP Call Girls Near Me
 
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...No Advance 9053900678 Chandigarh  Call Girls , Indian Call Girls  For Full Ni...
No Advance 9053900678 Chandigarh Call Girls , Indian Call Girls For Full Ni...
 
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in LucknowRussian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
Russian Escorts Aishbagh Road * 9548273370 Naughty Call Girls Service in Lucknow
 
Leading transformational change: inner and outer skills
Leading transformational change: inner and outer skillsLeading transformational change: inner and outer skills
Leading transformational change: inner and outer skills
 
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋
💚😋Kolkata Escort Service Call Girls, ₹5000 To 25K With AC💚😋
 
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...
(Sonam Bajaj) Call Girl in Jaipur- 09257276172 Escorts Service 50% Off with C...
 
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsi
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsiindian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsi
indian Call Girl Panchkula ❤️🍑 9907093804 Low Rate Call Girls Ludhiana Tulsi
 
Udaipur Call Girls 📲 9999965857 Call Girl in Udaipur
Udaipur Call Girls 📲 9999965857 Call Girl in UdaipurUdaipur Call Girls 📲 9999965857 Call Girl in Udaipur
Udaipur Call Girls 📲 9999965857 Call Girl in Udaipur
 
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service DehradunDehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service Dehradun
Dehradun Call Girls Service ❤️🍑 8854095900 👄🫦Independent Escort Service Dehradun
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptx
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
 
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
Call Now ☎ 9999965857 !! Call Girls in Hauz Khas Escort Service Delhi N.C.R.
 
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
 
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...
Call Girl In Zirakpur ❤️♀️@ 9988299661 Zirakpur Call Girls Near Me ❤️♀️@ Sexy...
 
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service LucknowVIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
 
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...
Russian Call Girls in Chandigarh Ojaswi ❤️🍑 9907093804 👄🫦 Independent Escort ...
 
Hot Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In Ludhiana
Hot  Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In LudhianaHot  Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In Ludhiana
Hot Call Girl In Ludhiana 👅🥵 9053'900678 Call Girls Service In Ludhiana
 
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service DehradunCall Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
 

Predictive Health Population Analytics

  • 1. Predictive Health Population Analytics Veera S Raghavan Executive Director & Global Practice Head Healthcare and Life Sciences Dell Services October 2015 Veeraraghavan@dell
  • 2. Dell - Internal Use - Confidential 2 Modifiable health Adapted by DrNick from 2009 Continua Health Alliance -Brigitte Piniewski, MD 0 25 65 IllnessPre-IllnessWellness Unpredictable Health Predictable (Rules-based) Health Age Death 60-80% Lifestyle
  • 3. Dell - Internal Use - Confidential 3 To put it another way…. Adapted by DrNick from 2009 Continua Health Alliance -Brigitte Piniewski, MD 0 25 65 Age IllnessPre-IllnessWellness Death Fun No Fun
  • 4. Dell - Internal Use - Confidential 4 Challenges: US example $840B Annual healthcare spending with little or no effect on outcomes $17B Annual avoidable readmission costs for Medicare patients 200-400K Annual deaths as a result of “preventable harm” in hospitals >3,300 Annual deaths due to asthma. Many of which are avoidable.
  • 5. Dell - Internal Use - Confidential 5 Analytics can make a difference: US example UPMC Health Plan reduced readmission rates 37% by identifying at-risk patients and providing personalized transition care and follow-up 58% reduction in surgical site infections at University of Iowa Hospitals and Clinics by providing real-time analytics during surgery asthma care with email notifications to emergency rooms, case managers and asthma patients forecasting events likely to exacerbate symptoms Optimize tests and overnight stays for ER patients by using analytics and historic data to more accurately predict test outcomes and likelihood of impending cardiac events reduceER doctors were able to
  • 6. Dell - Internal Use - Confidential 6 Evolution of IT in healthcare delivery As healthcare delivery evolves towards collaborative care models, the ability to share data and use it to improve decision making will be a key transformative milestone Manage patient health Capture and digitize records Electronic medical record Patient health management EMR Information driven decision making Lab/eRx Hospital Physician Payer EMR Interoperability BI & analytics Phase 1 Phase 2 Phase 3 Move and exchange data Analyze and manage data Population health records EMR EMR
  • 7. Dell - Internal Use - Confidential 7 What can you do with your big data? From reporting to search, discovery and prediction RetrospectiveDataReporting Real-time Unstructured Multiple sources Volume Population Analytics Personalized Medicine Performance Mgmt Outcome Improvement Clinical Decision Support Disease Mgmt/Patient Compliance Patient Profiling Cohort Analysis Fraud Detection Health Economics & Outcome Research Performance-based pricing Drug Discovery R&D Resource Allocation Clinical Trial Design Personalized Medicine Consumer Segmentation Infectious Disease and Outbreak Detection Patient Satisfaction & Behavior Analytics Readmissions Operation Mgmt Payment/Pricing R&D Public Health CRM Marketing Promotion/Health Campaigns Comparative Effectiveness Research Population health records
  • 8. Dell - Internal Use - Confidential 8 Information-driven healthcare Seamlessly integrate big data and analytics into your workflow • Operational reports • Adhoc reports • Basic quality reports • Emergency dashboard • Readmission rates • HAI trends • Gaps in care • Physician scorecards and benchmarking • Labor forecasting • Population risk stratification • Disease based risk models • Readmission prediction • Prescriptive analytics • Patient flow optimization • Network leakage and design Reporting Visualization Inferences/ exceptions Predictive analytics Optimization Hindsight Insight Foresight Data Integration and Management Enterprise Data Warehouse Master Data Management/ Governance Model Development Change Mgmt.
  • 9. Dell - Internal Use - Confidential 9 Delivery – highly unorganized in diff formatsDelivery – highly unorganized in diff formats Focus on India 60% 40 20 0 58 45 34 31 13 11 7 World average: 18 India Indo nesia China Brazil Norway US South Africa Out of Pocket Health Expenditure (as a % of total expenditure on health)
  • 10. Dell - Internal Use - Confidential 10 Where & how do we start? Collect targeted operational data – wait times, time & motion studies, inventory to focus on operational analytics to drive bottom-line improvements Collect targeted patient experience and satisfaction data through surveys, correlate with healthcare services and physicians, monitor trends over time to drive traffic CSAT and predictive customer (patient & referring physician) behavior for top-line improvements Implement a light weight EMR to collect key clinical data points smartly. Drive outcomes research and clinical quality improvements. De-identify data to enable clinical trials, open new opportunities Role of Government, Health Ministry, Industry associations in defining and enforcing data standards Regulate Industry through data
  • 11. Dell - Internal Use - Confidential 11 Hospital-IT-in-a-Box solution Core 4-stack solution Secure orchestrated Public cloud Business Intelligence – Clinical Research, Executives & Operations EMR (clinical functions) • Medical record • Diagnosis • Treatment plans • Prescription • Discharge summary • CPOE ERP functions • Finance & accounting • HCM & payroll • Supply chain management Administrative & finance functions (non-clinical) Lab, Radiology & pharmacy mgmt OP & IP management Housekeeping Blood Bank Patient Billing / claims mgmt Ward management OT & CSSD Diet management Hospital chain 1 Hospital chain 2 Hospital chain 3 SaaS SaaS SaaS Enterpriseimage management PRM Tele medicine BPM Analyse Design Develop Enhance Deploy CRM Sales force automation Referrals Camp module Dell end-to-end solution