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© 2016 Health Catalyst
Proprietary and Confidential
Exploring How to Use Hadoop in
your Healthcare Big Data Strategy
1
Sean Stohl
Senior Vice President, Product Development
Health Catalyst
© 2016 Health Catalyst
Proprietary and Confidential
2
© 2016 Health Catalyst
Proprietary and Confidential
Poll Question #1
3
What brought you to this webinar? 115 Respondents
1. Everyone is talking about Big Data/Hadoop – What is it? – 31%
2. Searching for uses cases – What is the value proposition? – 42%
3. Need help implementing it – 7%
4. Want to hear others’ experiences – 16%
5. I am bored so why not try this webinar – 4%
© 2016 Health Catalyst
Proprietary and Confidential
Learning Objectives
Be able to explain
• What is Big Data and Hadoop
• Why do we need Big Data and Hadoop in Healthcare
• What are the challenges to adoption
• How do I get started
• See it in action
4
© 2016 Health Catalyst
Proprietary and Confidential
5
Scaling Up Limits
© 2016 Health Catalyst
Proprietary and Confidential
6
What does it take to reach the Big Data threshold?
3 V’s of Big Data
© 2016 Health Catalyst
Proprietary and Confidential
We Are Not “Big Data” in Healthcare Yet
7
© 2016 Health Catalyst
Proprietary and Confidential
8
Volume, Velocity, and Variety aren’t the only reasons to move
Dear Data…
© 2016 Health Catalyst
Proprietary and Confidential
• Created by Doug Cutting and Mike Cafarella at Yahoo in 2005.
• Hadoop named after Cutting’s son’s toy elephant.
• “The name my kid gave a stuffed yellow elephant. Short, relatively easy to spell and
pronounce, meaningless, and not used elsewhere: those are my naming criteria. Kids
are good at generating such. Googol is a kid’s term.” - Doug Cutting
• Open-sourced software framework that supports processing and storing of large data sets
distributed across clusters of commodity hardware.
• HDFS – Hadoop Distributed File System. File System that provides the capability to
distribute data across a cluster to take advantage of the parallel processing of Map
Reduce.
• Map Reduce - Parcels out work to various nodes within the cluster or map, and it
organizes and reduces the results from each node into a cohesive answer to a query.
History of Hadoop
© 2016 Health Catalyst
Proprietary and Confidential
Poll Question #2
10
How would you categorize your organization’s involvement with Hadoop? 126
Respondents
1) Piloting Hadoop in the Cloud or Plan to – 9%
2) Piloting Hadoop on Premise or Plan to – 18%
3) Heavily using Hadoop in the Cloud – 1%
4) Heavily using Hadoop on Premise – 5%
5) Unsure or not applicable – 68%
© 2016 Health Catalyst
Proprietary and Confidential
11
• Data Growth
• Different Types of Workload
• Semi Structured
• Archiving
• Streaming
• Machine Learning
Why Big Data and Hadoop in Healthcare
© 2016 Health Catalyst
Proprietary and Confidential
Just Beginning: Digitization of Health
12
“EMR data represents ~8% of the data we need for population health and precision
medicine.” — Alberta Secondary Use Data Project
The Growing Ecosystem of Human Health Data
Healthcare
Encounter
Data
7x24
Biometric
Data
Consumer
Data
Genomic
&
Familial
Data
Social
Data
Outcomes
Data
© 2016 Health Catalyst
Proprietary and Confidential
13
• Structured
• Data that can be stored relationally in RDBMS
• Semi Structured
• Data that has some organizational properties but isn’t in a relational database format
• CSV, XML, X12 (835/837) , HL7, JSON
• Doctor Notes - Template Generated Sections
• Unstructured
• E-mails, text messages, Word documents, videos, and pictures
• Doctor Notes – Free Form Sections
Types of Data
© 2016 Health Catalyst
Proprietary and Confidential
14
Archiving
© 2016 Health Catalyst
Proprietary and Confidential
15
Streaming
© 2016 Health Catalyst
Proprietary and Confidential
16
© 2016 Health Catalyst
Proprietary and Confidential
17
© 2016 Health Catalyst
Proprietary and Confidential
Implementation
18
© 2016 Health Catalyst
Proprietary and Confidential19
Challenges to Adoption and
How to Overcome Them
© 2016 Health Catalyst
Proprietary and Confidential
Poll Question #3
20
Which challenge has been or would be the greatest barrier for your organization to
adopt Hadoop? 137 Respondents
1. People with the right skill sets – 33%
2. Funding hardware costs - 8%
3. Defining the business value – 37%
4. Security concerns – 6%
5. Unsure or not applicable – 16%
© 2016 Health Catalyst
Proprietary and Confidential
21
© 2016 Health Catalyst
Proprietary and Confidential
Challenges to adoption
Organizational
Buying
Administering
Using
22
© 2016 Health Catalyst
Proprietary and Confidential
Organizational
23
Stuck in the Mud
© 2016 Health Catalyst
Proprietary and Confidential
Buying
24
© 2016 Health Catalyst
Proprietary and Confidential
25
© 2016 Health Catalyst
Proprietary and Confidential
Cloud
26
© 2016 Health Catalyst
Proprietary and Confidential
Administering
 Fewer experienced people
 Lack of best practices
 Myriad of tools
 Open Source yes – but lots of assembly required
 Security?
27
© 2016 Health Catalyst
Proprietary and Confidential
Administering
28
© 2016 Health Catalyst
Proprietary and Confidential
Packaged Solutions
29
© 2016 Health Catalyst
Proprietary and Confidential
Administering
30
© 2016 Health Catalyst
Proprietary and Confidential
Invest in your people
31
© 2016 Health Catalyst
Proprietary and Confidential
Using
• Which SQL on Hadoop
 Hive
 Impala
 Spark SQL
 Apache Drill
32
© 2016 Health Catalyst
Proprietary and Confidential
Tools continue to Evolve
33
http://www.infoworld.com/article/3131058/analytics/big-data-face-off-spark-vs-impala-vs-hive-vs-presto.html
© 2016 Health Catalyst
Proprietary and Confidential
Don’t Rip and Replace
34
© 2016 Health Catalyst
Proprietary and Confidential
Meeting in the middle
35
RDBMS Vendors
• Oracle
• SQL Server
• Teradata
• …
Hadoop Solutions
• Hortonworks
• Cloudera
• Mapr
• Cloud
• …
Convergence
© 2016 Health Catalyst
Proprietary and Confidential
36
Additive Approach
© 2016 Health Catalyst
Proprietary and Confidential
37
Data Operating System
Demos
© 2016 Health Catalyst
Proprietary and Confidential
Lessons Learned
39
1. Let use cases help drive the need to implementing Hadoop. (Be Pragmatic.)
2. Think additive.
3. Invest in people now.
4. In general, the Cloud will give you the most flexibility in deploying Hadoop.
© 2016 Health Catalyst
Proprietary and Confidential
Thank
You
40

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Exploring How to Use Hadoop in your Healthcare Big Data Strategy

  • 1. © 2016 Health Catalyst Proprietary and Confidential Exploring How to Use Hadoop in your Healthcare Big Data Strategy 1 Sean Stohl Senior Vice President, Product Development Health Catalyst
  • 2. © 2016 Health Catalyst Proprietary and Confidential 2
  • 3. © 2016 Health Catalyst Proprietary and Confidential Poll Question #1 3 What brought you to this webinar? 115 Respondents 1. Everyone is talking about Big Data/Hadoop – What is it? – 31% 2. Searching for uses cases – What is the value proposition? – 42% 3. Need help implementing it – 7% 4. Want to hear others’ experiences – 16% 5. I am bored so why not try this webinar – 4%
  • 4. © 2016 Health Catalyst Proprietary and Confidential Learning Objectives Be able to explain • What is Big Data and Hadoop • Why do we need Big Data and Hadoop in Healthcare • What are the challenges to adoption • How do I get started • See it in action 4
  • 5. © 2016 Health Catalyst Proprietary and Confidential 5 Scaling Up Limits
  • 6. © 2016 Health Catalyst Proprietary and Confidential 6 What does it take to reach the Big Data threshold? 3 V’s of Big Data
  • 7. © 2016 Health Catalyst Proprietary and Confidential We Are Not “Big Data” in Healthcare Yet 7
  • 8. © 2016 Health Catalyst Proprietary and Confidential 8 Volume, Velocity, and Variety aren’t the only reasons to move Dear Data…
  • 9. © 2016 Health Catalyst Proprietary and Confidential • Created by Doug Cutting and Mike Cafarella at Yahoo in 2005. • Hadoop named after Cutting’s son’s toy elephant. • “The name my kid gave a stuffed yellow elephant. Short, relatively easy to spell and pronounce, meaningless, and not used elsewhere: those are my naming criteria. Kids are good at generating such. Googol is a kid’s term.” - Doug Cutting • Open-sourced software framework that supports processing and storing of large data sets distributed across clusters of commodity hardware. • HDFS – Hadoop Distributed File System. File System that provides the capability to distribute data across a cluster to take advantage of the parallel processing of Map Reduce. • Map Reduce - Parcels out work to various nodes within the cluster or map, and it organizes and reduces the results from each node into a cohesive answer to a query. History of Hadoop
  • 10. © 2016 Health Catalyst Proprietary and Confidential Poll Question #2 10 How would you categorize your organization’s involvement with Hadoop? 126 Respondents 1) Piloting Hadoop in the Cloud or Plan to – 9% 2) Piloting Hadoop on Premise or Plan to – 18% 3) Heavily using Hadoop in the Cloud – 1% 4) Heavily using Hadoop on Premise – 5% 5) Unsure or not applicable – 68%
  • 11. © 2016 Health Catalyst Proprietary and Confidential 11 • Data Growth • Different Types of Workload • Semi Structured • Archiving • Streaming • Machine Learning Why Big Data and Hadoop in Healthcare
  • 12. © 2016 Health Catalyst Proprietary and Confidential Just Beginning: Digitization of Health 12 “EMR data represents ~8% of the data we need for population health and precision medicine.” — Alberta Secondary Use Data Project The Growing Ecosystem of Human Health Data Healthcare Encounter Data 7x24 Biometric Data Consumer Data Genomic & Familial Data Social Data Outcomes Data
  • 13. © 2016 Health Catalyst Proprietary and Confidential 13 • Structured • Data that can be stored relationally in RDBMS • Semi Structured • Data that has some organizational properties but isn’t in a relational database format • CSV, XML, X12 (835/837) , HL7, JSON • Doctor Notes - Template Generated Sections • Unstructured • E-mails, text messages, Word documents, videos, and pictures • Doctor Notes – Free Form Sections Types of Data
  • 14. © 2016 Health Catalyst Proprietary and Confidential 14 Archiving
  • 15. © 2016 Health Catalyst Proprietary and Confidential 15 Streaming
  • 16. © 2016 Health Catalyst Proprietary and Confidential 16
  • 17. © 2016 Health Catalyst Proprietary and Confidential 17
  • 18. © 2016 Health Catalyst Proprietary and Confidential Implementation 18
  • 19. © 2016 Health Catalyst Proprietary and Confidential19 Challenges to Adoption and How to Overcome Them
  • 20. © 2016 Health Catalyst Proprietary and Confidential Poll Question #3 20 Which challenge has been or would be the greatest barrier for your organization to adopt Hadoop? 137 Respondents 1. People with the right skill sets – 33% 2. Funding hardware costs - 8% 3. Defining the business value – 37% 4. Security concerns – 6% 5. Unsure or not applicable – 16%
  • 21. © 2016 Health Catalyst Proprietary and Confidential 21
  • 22. © 2016 Health Catalyst Proprietary and Confidential Challenges to adoption Organizational Buying Administering Using 22
  • 23. © 2016 Health Catalyst Proprietary and Confidential Organizational 23 Stuck in the Mud
  • 24. © 2016 Health Catalyst Proprietary and Confidential Buying 24
  • 25. © 2016 Health Catalyst Proprietary and Confidential 25
  • 26. © 2016 Health Catalyst Proprietary and Confidential Cloud 26
  • 27. © 2016 Health Catalyst Proprietary and Confidential Administering  Fewer experienced people  Lack of best practices  Myriad of tools  Open Source yes – but lots of assembly required  Security? 27
  • 28. © 2016 Health Catalyst Proprietary and Confidential Administering 28
  • 29. © 2016 Health Catalyst Proprietary and Confidential Packaged Solutions 29
  • 30. © 2016 Health Catalyst Proprietary and Confidential Administering 30
  • 31. © 2016 Health Catalyst Proprietary and Confidential Invest in your people 31
  • 32. © 2016 Health Catalyst Proprietary and Confidential Using • Which SQL on Hadoop  Hive  Impala  Spark SQL  Apache Drill 32
  • 33. © 2016 Health Catalyst Proprietary and Confidential Tools continue to Evolve 33 http://www.infoworld.com/article/3131058/analytics/big-data-face-off-spark-vs-impala-vs-hive-vs-presto.html
  • 34. © 2016 Health Catalyst Proprietary and Confidential Don’t Rip and Replace 34
  • 35. © 2016 Health Catalyst Proprietary and Confidential Meeting in the middle 35 RDBMS Vendors • Oracle • SQL Server • Teradata • … Hadoop Solutions • Hortonworks • Cloudera • Mapr • Cloud • … Convergence
  • 36. © 2016 Health Catalyst Proprietary and Confidential 36 Additive Approach
  • 37. © 2016 Health Catalyst Proprietary and Confidential 37 Data Operating System
  • 38. Demos
  • 39. © 2016 Health Catalyst Proprietary and Confidential Lessons Learned 39 1. Let use cases help drive the need to implementing Hadoop. (Be Pragmatic.) 2. Think additive. 3. Invest in people now. 4. In general, the Cloud will give you the most flexibility in deploying Hadoop.
  • 40. © 2016 Health Catalyst Proprietary and Confidential Thank You 40