SlideShare ist ein Scribd-Unternehmen logo
1 von 15
Downloaden Sie, um offline zu lesen
By Komes Chandavimol
IMC Institute
July 2015
Big Data Analytics
Government HealthCare
2	
  
Agenda
•  Big Data in Government
•  Challenge for Government healthcare
•  The roles of government (include healthcare)
•  Case Study:
•  The Electronic Health Records Incentive Program
•  Meaningful Use of Data
•  Core Measure
•  The future: connecting health to care
2	
  
3	
  
Government Big Data
3	
  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract	
  
4	
  
Government Big Data
4	
  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract	
  
5	
  
Big Data in Government
5	
  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract	
  
6	
  
EHR Incentive Program
6	
  
h"p://medicaleconomics.modernmedicine.com/medical-­‐economics/content/tags/ehr-­‐incen?ve-­‐
program/financial-­‐penal?es-­‐nearing-­‐physician-­‐incen?ve?page=full	
  
The	
  Medicare	
  and	
  Medicaid	
  Electronic	
  Health	
  Records	
  (EHR)	
  Incen;ve	
  Programs	
  will	
  
provide	
  incen;ve	
  payments	
  to	
  eligible	
  professionals	
  and	
  eligible	
  hospitals	
  as	
  they	
  
demonstrate	
  adop;on,	
  implementa;on,	
  upgrading,	
  or	
  meaningful	
  use	
  of	
  cer;fied	
  
EHR	
  technology.	
  These	
  incen;ve	
  programs	
  are	
  designed	
  to	
  support	
  providers	
  in	
  this	
  
period	
  of	
  Health	
  IT	
  transi;on	
  and	
  ins;ll	
  the	
  use	
  of	
  EHRs	
  in	
  meaningful	
  ways	
  to	
  help	
  
our	
  na;on	
  to	
  improve	
  the	
  quality,	
  safety,	
  and	
  efficiency	
  of	
  pa;ent	
  health	
  care.	
  
7	
  7	
  
h"p://www.physiciansprac?ce.com/	
  
Medicare Incentive Program
8	
  8	
  
h"p://medicaleconomics.modernmedicine.com/medical-­‐economics/content/tags/ehr-­‐incen?ve-­‐
program/financial-­‐penal?es-­‐nearing-­‐physician-­‐incen?ve?page=full	
  
9	
  9	
  
Meaningful Use of Data
Meaningful	
  Use	
  is	
  a	
  Medicare	
  and	
  Medicaid	
  program	
  that	
  awards	
  incen;ves	
  
for	
  using	
  cer;fied	
  electronic	
  health	
  records	
  (EHRs)	
  to	
  improve	
  pa;ent	
  care.	
  To	
  
achieve	
  Meaningful	
  Use	
  and	
  avoid	
  penal;es,	
  providers	
  must	
  follow	
  a	
  set	
  of	
  
criteria	
  that	
  serve	
  as	
  a	
  roadmap	
  for	
  effec;vely	
  using	
  an	
  EHR.	
  
hPp://www.sfms.org/NewsPublica;on/SFMSBlog/TabId/467/PostId/1179/mu-­‐audit-­‐ca.aspx	
  
10	
  10	
  
Core Measure for MU
Core	
  Measures	
  
The	
  goal	
  of	
  "core	
  measures,"	
  is	
  not	
  to	
  measure.	
  Rather,	
  it's	
  to	
  drive	
  improved	
  
performance	
  across	
  health	
  care	
  organiza;ons	
  and	
  depending	
  on	
  whom	
  you	
  ask,	
  
it's	
  to	
  police	
  hospitals	
  to	
  ensure	
  certain	
  pa;ents	
  are	
  treated	
  in	
  line	
  with	
  what	
  
has	
  been	
  determined	
  to	
  be	
  standard	
  and	
  necessary	
  based	
  on	
  their	
  diagnosis.	
  
•  Acute	
  Myocardial	
  Infarc;on	
  (AMI)	
  –	
  Heart	
  APack	
  
•  Heart	
  Failure	
  	
  
•  Pneumonia	
  	
  
•  Surgical	
  Care	
  Improvement	
  Project	
  (SCIP)	
  	
  
•  Computerized	
  Provider	
  Order	
  Entry	
  (CPOE)	
  
h"p://www.huffingtonpost.com/janet-­‐dillione/easing-­‐core-­‐measure-­‐pain-­‐_b_1573695.html	
  
11	
  11	
  
Meaningful Use of Data
CPOE	
  
12	
  12	
  
Core Measure Top-Tier Performer
hPp://www.wehealny.org/pa;ents/BI_pa;entqty/measures.html	
  
hPp://hospitals.jefferson.edu/quality-­‐and-­‐safety/reports/pneumonia-­‐care-­‐measures/	
  
13	
  
The	
  future:	
  connec4ng	
  health	
  to	
  care	
  	
  
13	
  
h"p://healthit.gov/sites/default/files/na?onwide-­‐c-­‐roadmap-­‐draM-­‐version-­‐1.0.pdf	
  
Na4onwide	
  Interoperability	
  Roadmap	
  
14	
  
The	
  future:	
  connec4ng	
  health	
  to	
  care	
  	
  
14	
  
h"p://healthit.gov/sites/default/files/na?onwide-­‐interoperability-­‐roadmap-­‐draM-­‐
version-­‐1.0.pdf	
  
Na4onwide	
  Interoperability	
  Roadmap	
  
15	
  
Questions?
15	
  

Weitere ähnliche Inhalte

Was ist angesagt?

Big Data Analytics for Healthcare Decision Support- Operational and Clinical
Big Data Analytics for Healthcare Decision Support- Operational and ClinicalBig Data Analytics for Healthcare Decision Support- Operational and Clinical
Big Data Analytics for Healthcare Decision Support- Operational and ClinicalAdrish Sannyasi
 
Big Data applications in Health Care
Big Data applications in Health CareBig Data applications in Health Care
Big Data applications in Health CareLeo Barella
 
Big Data and Smart Healthcare
Big Data and Smart Healthcare Big Data and Smart Healthcare
Big Data and Smart Healthcare Sujan Perera
 
Big data and the Healthcare Sector
Big data and the Healthcare Sector Big data and the Healthcare Sector
Big data and the Healthcare Sector Chris Groves
 
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...DataWorks Summit/Hadoop Summit
 
Big data in Healthcare & Life Sciences
Big data in Healthcare & Life SciencesBig data in Healthcare & Life Sciences
Big data in Healthcare & Life SciencesMatthias Vallaey
 
The Future of FAIR Data: An international social, legal and technological inf...
The Future of FAIR Data: An international social, legal and technological inf...The Future of FAIR Data: An international social, legal and technological inf...
The Future of FAIR Data: An international social, legal and technological inf...Michel Dumontier
 
Big Data Analytics in the Health Domain
Big Data Analytics in the Health DomainBig Data Analytics in the Health Domain
Big Data Analytics in the Health DomainBigData_Europe
 
HIMSS Analytics® - Healthcare IT State of the Market 2016
HIMSS Analytics® - Healthcare IT State of the Market 2016HIMSS Analytics® - Healthcare IT State of the Market 2016
HIMSS Analytics® - Healthcare IT State of the Market 2016HIMSS Analytics
 
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...Michel Dumontier
 
Big data -future_of_healthcare
Big data -future_of_healthcareBig data -future_of_healthcare
Big data -future_of_healthcarehealthitech
 
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...Shahid Shah
 
Are we FAIR yet? And will it be worth it?
Are we FAIR yet? And will it be worth it?Are we FAIR yet? And will it be worth it?
Are we FAIR yet? And will it be worth it?Michel Dumontier
 
Big Data Solutions for Healthcare
Big Data Solutions for HealthcareBig Data Solutions for Healthcare
Big Data Solutions for HealthcareOdinot Stanislas
 
BIG Data & Hadoop Applications in Healthcare
BIG Data & Hadoop Applications in HealthcareBIG Data & Hadoop Applications in Healthcare
BIG Data & Hadoop Applications in HealthcareSkillspeed
 

Was ist angesagt? (20)

Big Data Analytics for Healthcare Decision Support- Operational and Clinical
Big Data Analytics for Healthcare Decision Support- Operational and ClinicalBig Data Analytics for Healthcare Decision Support- Operational and Clinical
Big Data Analytics for Healthcare Decision Support- Operational and Clinical
 
Innovative project1
Innovative project1Innovative project1
Innovative project1
 
Big Data applications in Health Care
Big Data applications in Health CareBig Data applications in Health Care
Big Data applications in Health Care
 
Big Data and Smart Healthcare
Big Data and Smart Healthcare Big Data and Smart Healthcare
Big Data and Smart Healthcare
 
Big data and the Healthcare Sector
Big data and the Healthcare Sector Big data and the Healthcare Sector
Big data and the Healthcare Sector
 
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...
Large Scale Health Telemetry and Analytics with MQTT, Hadoop and Machine Lear...
 
Big data in Healthcare & Life Sciences
Big data in Healthcare & Life SciencesBig data in Healthcare & Life Sciences
Big data in Healthcare & Life Sciences
 
The Future of FAIR Data: An international social, legal and technological inf...
The Future of FAIR Data: An international social, legal and technological inf...The Future of FAIR Data: An international social, legal and technological inf...
The Future of FAIR Data: An international social, legal and technological inf...
 
Big Data Analytics in the Health Domain
Big Data Analytics in the Health DomainBig Data Analytics in the Health Domain
Big Data Analytics in the Health Domain
 
HIMSS Analytics® - Healthcare IT State of the Market 2016
HIMSS Analytics® - Healthcare IT State of the Market 2016HIMSS Analytics® - Healthcare IT State of the Market 2016
HIMSS Analytics® - Healthcare IT State of the Market 2016
 
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...
CIKM2020 Keynote: Accelerating discovery science with an Internet of FAIR dat...
 
The Path to Wellness through Big Data
The Path to Wellness through Big DataThe Path to Wellness through Big Data
The Path to Wellness through Big Data
 
Big Data Analytics in Health Care: A Review Paper
Big Data Analytics in Health Care: A Review PaperBig Data Analytics in Health Care: A Review Paper
Big Data Analytics in Health Care: A Review Paper
 
Big data -future_of_healthcare
Big data -future_of_healthcareBig data -future_of_healthcare
Big data -future_of_healthcare
 
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...
Med Device Vendors Have Big Opportunities in Health IT Software, Services, an...
 
NARDA
NARDANARDA
NARDA
 
Dov Greenbaum, "Avoiding Regulation in the Medical Internet of Things"
Dov Greenbaum, "Avoiding Regulation in the Medical Internet of Things"Dov Greenbaum, "Avoiding Regulation in the Medical Internet of Things"
Dov Greenbaum, "Avoiding Regulation in the Medical Internet of Things"
 
Are we FAIR yet? And will it be worth it?
Are we FAIR yet? And will it be worth it?Are we FAIR yet? And will it be worth it?
Are we FAIR yet? And will it be worth it?
 
Big Data Solutions for Healthcare
Big Data Solutions for HealthcareBig Data Solutions for Healthcare
Big Data Solutions for Healthcare
 
BIG Data & Hadoop Applications in Healthcare
BIG Data & Hadoop Applications in HealthcareBIG Data & Hadoop Applications in Healthcare
BIG Data & Hadoop Applications in Healthcare
 

Ähnlich wie Big Data Analytics government healthcare

Reforming Healthcare with Countries around the World
Reforming Healthcare with Countries around the WorldReforming Healthcare with Countries around the World
Reforming Healthcare with Countries around the Worldpaul young cpa, cga
 
PYA Highlights Next Steps of Meaningful Use
PYA Highlights Next Steps of Meaningful UsePYA Highlights Next Steps of Meaningful Use
PYA Highlights Next Steps of Meaningful UsePYA, P.C.
 
Health IT Programmes - lifting performance across the sector
Health IT Programmes - lifting performance across the sectorHealth IT Programmes - lifting performance across the sector
Health IT Programmes - lifting performance across the sectorHealth Informatics New Zealand
 
Healthcare reform using information technology
Healthcare reform using information technologyHealthcare reform using information technology
Healthcare reform using information technologyVijay Raj Yanamala
 
Unit VI Case StudyAnimal use in toxicity testing has long been .docx
Unit VI Case StudyAnimal use in toxicity testing has long been .docxUnit VI Case StudyAnimal use in toxicity testing has long been .docx
Unit VI Case StudyAnimal use in toxicity testing has long been .docxdickonsondorris
 
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...Big Data: Implications of Data Mining for Employed Physician Compliance Manag...
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...PYA, P.C.
 
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...edbkline
 
Demzy_CIT 403_Seminar on e-Health
Demzy_CIT 403_Seminar on e-HealthDemzy_CIT 403_Seminar on e-Health
Demzy_CIT 403_Seminar on e-HealthDemzy George
 
What is plan data health
What is plan data healthWhat is plan data health
What is plan data healthYasuji Suda
 
The Alphabet Soup of Clinical Quality Measures Reporting
The Alphabet Soup of Clinical Quality Measures ReportingThe Alphabet Soup of Clinical Quality Measures Reporting
The Alphabet Soup of Clinical Quality Measures ReportingBill Presley
 
Aami hitech mu impact on the future on HC IT
Aami hitech mu impact on the future on HC ITAami hitech mu impact on the future on HC IT
Aami hitech mu impact on the future on HC ITAmy Stowers
 
Four ways data is improving healthcare operations
Four ways data is improving healthcare operationsFour ways data is improving healthcare operations
Four ways data is improving healthcare operationsTableau Software
 
What are the ways to improve your Revenue Cycle Management strategy (1).pdf
What are the ways to improve your Revenue Cycle Management strategy (1).pdfWhat are the ways to improve your Revenue Cycle Management strategy (1).pdf
What are the ways to improve your Revenue Cycle Management strategy (1).pdfRaj Joshi
 
Myanmar Strategic Purchasing 6: Improving Medical Record Keeping
Myanmar Strategic Purchasing 6: Improving Medical Record KeepingMyanmar Strategic Purchasing 6: Improving Medical Record Keeping
Myanmar Strategic Purchasing 6: Improving Medical Record KeepingHFG Project
 
2016 IBM Interconnect - medical devices transformation
2016 IBM Interconnect  - medical devices transformation2016 IBM Interconnect  - medical devices transformation
2016 IBM Interconnect - medical devices transformationElizabeth Koumpan
 
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
 
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docxdurantheseldine
 
CMS BlueButton on FHIR at Cinderblocks3
CMS BlueButton on FHIR at Cinderblocks3 CMS BlueButton on FHIR at Cinderblocks3
CMS BlueButton on FHIR at Cinderblocks3 Mark Scrimshire
 
CSR Automation: Streamlining Clinical Study Reporting
CSR Automation: Streamlining Clinical Study ReportingCSR Automation: Streamlining Clinical Study Reporting
CSR Automation: Streamlining Clinical Study ReportingClinosolIndia
 

Ähnlich wie Big Data Analytics government healthcare (20)

Reforming Healthcare with Countries around the World
Reforming Healthcare with Countries around the WorldReforming Healthcare with Countries around the World
Reforming Healthcare with Countries around the World
 
PYA Highlights Next Steps of Meaningful Use
PYA Highlights Next Steps of Meaningful UsePYA Highlights Next Steps of Meaningful Use
PYA Highlights Next Steps of Meaningful Use
 
Health IT Programmes - lifting performance across the sector
Health IT Programmes - lifting performance across the sectorHealth IT Programmes - lifting performance across the sector
Health IT Programmes - lifting performance across the sector
 
Healthcare reform using information technology
Healthcare reform using information technologyHealthcare reform using information technology
Healthcare reform using information technology
 
Unit VI Case StudyAnimal use in toxicity testing has long been .docx
Unit VI Case StudyAnimal use in toxicity testing has long been .docxUnit VI Case StudyAnimal use in toxicity testing has long been .docx
Unit VI Case StudyAnimal use in toxicity testing has long been .docx
 
Digital Healthcare - Detailed Presentation PDF
Digital Healthcare - Detailed Presentation PDFDigital Healthcare - Detailed Presentation PDF
Digital Healthcare - Detailed Presentation PDF
 
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...Big Data: Implications of Data Mining for Employed Physician Compliance Manag...
Big Data: Implications of Data Mining for Employed Physician Compliance Manag...
 
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...
SROA Presentation - Clinical Results of a Medical Error Reduction/Compliance ...
 
Demzy_CIT 403_Seminar on e-Health
Demzy_CIT 403_Seminar on e-HealthDemzy_CIT 403_Seminar on e-Health
Demzy_CIT 403_Seminar on e-Health
 
What is plan data health
What is plan data healthWhat is plan data health
What is plan data health
 
The Alphabet Soup of Clinical Quality Measures Reporting
The Alphabet Soup of Clinical Quality Measures ReportingThe Alphabet Soup of Clinical Quality Measures Reporting
The Alphabet Soup of Clinical Quality Measures Reporting
 
Aami hitech mu impact on the future on HC IT
Aami hitech mu impact on the future on HC ITAami hitech mu impact on the future on HC IT
Aami hitech mu impact on the future on HC IT
 
Four ways data is improving healthcare operations
Four ways data is improving healthcare operationsFour ways data is improving healthcare operations
Four ways data is improving healthcare operations
 
What are the ways to improve your Revenue Cycle Management strategy (1).pdf
What are the ways to improve your Revenue Cycle Management strategy (1).pdfWhat are the ways to improve your Revenue Cycle Management strategy (1).pdf
What are the ways to improve your Revenue Cycle Management strategy (1).pdf
 
Myanmar Strategic Purchasing 6: Improving Medical Record Keeping
Myanmar Strategic Purchasing 6: Improving Medical Record KeepingMyanmar Strategic Purchasing 6: Improving Medical Record Keeping
Myanmar Strategic Purchasing 6: Improving Medical Record Keeping
 
2016 IBM Interconnect - medical devices transformation
2016 IBM Interconnect  - medical devices transformation2016 IBM Interconnect  - medical devices transformation
2016 IBM Interconnect - medical devices transformation
 
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
 
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx
101222, 151 PM Printhttpscontent.uagc.eduprintMcNe.docx
 
CMS BlueButton on FHIR at Cinderblocks3
CMS BlueButton on FHIR at Cinderblocks3 CMS BlueButton on FHIR at Cinderblocks3
CMS BlueButton on FHIR at Cinderblocks3
 
CSR Automation: Streamlining Clinical Study Reporting
CSR Automation: Streamlining Clinical Study ReportingCSR Automation: Streamlining Clinical Study Reporting
CSR Automation: Streamlining Clinical Study Reporting
 

Mehr von Data Science Thailand

Drawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceDrawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceData Science Thailand
 
Microsoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaMicrosoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaData Science Thailand
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeData Science Thailand
 
Machine learning in image processing
Machine learning in image processingMachine learning in image processing
Machine learning in image processingData Science Thailand
 
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...Data Science Thailand
 
Data Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Thailand
 
Precision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcarePrecision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcareData Science Thailand
 
Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityData Science Thailand
 
Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Data Science Thailand
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Data Science Thailand
 

Mehr von Data Science Thailand (20)

Data Science Thailand Meetup#11
Data Science Thailand Meetup#11Data Science Thailand Meetup#11
Data Science Thailand Meetup#11
 
Define Your Data (Science) Career
Define Your Data (Science) CareerDefine Your Data (Science) Career
Define Your Data (Science) Career
 
Drawing Your career in business analytics and data science
Drawing Your career in business analytics and data scienceDrawing Your career in business analytics and data science
Drawing Your career in business analytics and data science
 
Data Science fuels Creativity
Data Science fuels CreativityData Science fuels Creativity
Data Science fuels Creativity
 
Microsoft R Server for Data Sciencea
Microsoft R Server for Data ScienceaMicrosoft R Server for Data Sciencea
Microsoft R Server for Data Sciencea
 
Electronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data InitiativeElectronic Medical Records - Paperless to Big Data Initiative
Electronic Medical Records - Paperless to Big Data Initiative
 
Text Mining and Thai NLP
Text Mining and Thai NLP Text Mining and Thai NLP
Text Mining and Thai NLP
 
Machine learning in image processing
Machine learning in image processingMachine learning in image processing
Machine learning in image processing
 
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
CUSTOMER ANALYTICS & SEGMENTATION FOR CUSTOMER CENTRIC ORGANIZATION & MARKETI...
 
Bioinformatics in a Nutshell
Bioinformatics in a NutshellBioinformatics in a Nutshell
Bioinformatics in a Nutshell
 
Data Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk ManagementData Science Application in Business Portfolio & Risk Management
Data Science Application in Business Portfolio & Risk Management
 
Myths of Data Science
Myths of Data ScienceMyths of Data Science
Myths of Data Science
 
Hr Analytics
Hr AnalyticsHr Analytics
Hr Analytics
 
Marketing analytics
Marketing analyticsMarketing analytics
Marketing analytics
 
Precision Medicine - The Future of Healthcare
Precision Medicine - The Future of HealthcarePrecision Medicine - The Future of Healthcare
Precision Medicine - The Future of Healthcare
 
Big Data Analytics to Enhance Security
Big Data Analytics to Enhance SecurityBig Data Analytics to Enhance Security
Big Data Analytics to Enhance Security
 
Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)Single Nucleotide Polymorphism Analysis (SNPs)
Single Nucleotide Polymorphism Analysis (SNPs)
 
Using hadoop for big data
Using hadoop for big dataUsing hadoop for big data
Using hadoop for big data
 
My Spark Journey
My Spark JourneyMy Spark Journey
My Spark Journey
 
Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics Technology behind-real-time-log-analytics
Technology behind-real-time-log-analytics
 

Kürzlich hochgeladen

INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDRafezzaman
 
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
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfgstagge
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...Boston Institute of Analytics
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
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
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...Amil Baba Dawood bangali
 
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
 
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
 
Machine learning classification ppt.ppt
Machine learning classification  ppt.pptMachine learning classification  ppt.ppt
Machine learning classification ppt.pptamreenkhanum0307
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样vhwb25kk
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.natarajan8993
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...limedy534
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Cathrine Wilhelmsen
 
While-For-loop in python used in college
While-For-loop in python used in collegeWhile-For-loop in python used in college
While-For-loop in python used in collegessuser7a7cd61
 

Kürzlich hochgeladen (20)

INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
 
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
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdf
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
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...
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
NO1 Certified Black Magic Specialist Expert Amil baba in Lahore Islamabad Raw...
 
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
 
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...
 
Machine learning classification ppt.ppt
Machine learning classification  ppt.pptMachine learning classification  ppt.ppt
Machine learning classification ppt.ppt
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
 
RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.RABBIT: A CLI tool for identifying bots based on their GitHub events.
RABBIT: A CLI tool for identifying bots based on their GitHub events.
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)Data Factory in Microsoft Fabric (MsBIP #82)
Data Factory in Microsoft Fabric (MsBIP #82)
 
While-For-loop in python used in college
While-For-loop in python used in collegeWhile-For-loop in python used in college
While-For-loop in python used in college
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 

Big Data Analytics government healthcare

  • 1. By Komes Chandavimol IMC Institute July 2015 Big Data Analytics Government HealthCare
  • 2. 2   Agenda •  Big Data in Government •  Challenge for Government healthcare •  The roles of government (include healthcare) •  Case Study: •  The Electronic Health Records Incentive Program •  Meaningful Use of Data •  Core Measure •  The future: connecting health to care 2  
  • 3. 3   Government Big Data 3  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract  
  • 4. 4   Government Big Data 4  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract  
  • 5. 5   Big Data in Government 5  h"p://cacm.acm.org/magazines/2014/3/172509-­‐big-­‐data-­‐applica?ons-­‐in-­‐the-­‐government-­‐sector/abstract  
  • 6. 6   EHR Incentive Program 6   h"p://medicaleconomics.modernmedicine.com/medical-­‐economics/content/tags/ehr-­‐incen?ve-­‐ program/financial-­‐penal?es-­‐nearing-­‐physician-­‐incen?ve?page=full   The  Medicare  and  Medicaid  Electronic  Health  Records  (EHR)  Incen;ve  Programs  will   provide  incen;ve  payments  to  eligible  professionals  and  eligible  hospitals  as  they   demonstrate  adop;on,  implementa;on,  upgrading,  or  meaningful  use  of  cer;fied   EHR  technology.  These  incen;ve  programs  are  designed  to  support  providers  in  this   period  of  Health  IT  transi;on  and  ins;ll  the  use  of  EHRs  in  meaningful  ways  to  help   our  na;on  to  improve  the  quality,  safety,  and  efficiency  of  pa;ent  health  care.  
  • 7. 7  7   h"p://www.physiciansprac?ce.com/   Medicare Incentive Program
  • 9. 9  9   Meaningful Use of Data Meaningful  Use  is  a  Medicare  and  Medicaid  program  that  awards  incen;ves   for  using  cer;fied  electronic  health  records  (EHRs)  to  improve  pa;ent  care.  To   achieve  Meaningful  Use  and  avoid  penal;es,  providers  must  follow  a  set  of   criteria  that  serve  as  a  roadmap  for  effec;vely  using  an  EHR.   hPp://www.sfms.org/NewsPublica;on/SFMSBlog/TabId/467/PostId/1179/mu-­‐audit-­‐ca.aspx  
  • 10. 10  10   Core Measure for MU Core  Measures   The  goal  of  "core  measures,"  is  not  to  measure.  Rather,  it's  to  drive  improved   performance  across  health  care  organiza;ons  and  depending  on  whom  you  ask,   it's  to  police  hospitals  to  ensure  certain  pa;ents  are  treated  in  line  with  what   has  been  determined  to  be  standard  and  necessary  based  on  their  diagnosis.   •  Acute  Myocardial  Infarc;on  (AMI)  –  Heart  APack   •  Heart  Failure     •  Pneumonia     •  Surgical  Care  Improvement  Project  (SCIP)     •  Computerized  Provider  Order  Entry  (CPOE)   h"p://www.huffingtonpost.com/janet-­‐dillione/easing-­‐core-­‐measure-­‐pain-­‐_b_1573695.html  
  • 11. 11  11   Meaningful Use of Data CPOE  
  • 12. 12  12   Core Measure Top-Tier Performer hPp://www.wehealny.org/pa;ents/BI_pa;entqty/measures.html   hPp://hospitals.jefferson.edu/quality-­‐and-­‐safety/reports/pneumonia-­‐care-­‐measures/  
  • 13. 13   The  future:  connec4ng  health  to  care     13   h"p://healthit.gov/sites/default/files/na?onwide-­‐c-­‐roadmap-­‐draM-­‐version-­‐1.0.pdf   Na4onwide  Interoperability  Roadmap  
  • 14. 14   The  future:  connec4ng  health  to  care     14   h"p://healthit.gov/sites/default/files/na?onwide-­‐interoperability-­‐roadmap-­‐draM-­‐ version-­‐1.0.pdf   Na4onwide  Interoperability  Roadmap