oracle big data cloud services for healthcare...•big data architecture workshop •data management...
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Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Oracle Big Data Cloud Services for Healthcare Improving IT Agility & Costs
Rick Maguire, Ph.D. , D.Sc. Academic Medical Center & Research Specialist
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Meeting Agenda:
• Big Data Lab Concept in Research
• Oracle’s Big Data Story
• Where does Cloud Fit In?
• Oracle Big Data Discovery – Democratizing Access & Analysis of Data
• Big Data Partnership Model & Assets
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With the massive tsunami of increasing demands …
Increase Data Security
Rampant M&A Activity
Meaningful Use
Integrate With HIEs
Implement New EHR
Integrate Care Partners
Pt. Engagement Tools ?
Mobile Challenges
Big Data Strategy ?
IoT Strategy ?
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What is Your Strategy to Avoid Capsize ?
− Out-recruit your peers & related industries for future talent?
− Consolidate & simplify current systems to reduce support needs?
− Outsource more services or systems?
− Reduce non-critical services?
− Leverage applications & infrastructure services in the Cloud?
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Data Challenge in Research and Recommendations
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• RECOMMENDATIONS CHALLENGE
• Analyze the data as it becomes available
• Decide what to archive and what to discard More data is being collected than
we can store
• Analyze the data wherever it resides Many data sets are too large to download
• Integrate and customize access to federated data
• Better Organize Data
Many data sets are heterogeneous in type, structure, semantics,
organization, granularity, accessibility …
• Extract and visualize actionable knowledge
• Evaluate results Utility of data limited by our ability
to interpret and use it
Oracle Data Analytics Lab
✔
✔
✔
✔
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Oracle Big Data Analytics Platform Bring Analytics to the Data
Predictive Analytics
SQL Graph
Data Reservoir
Spatial
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Precision Medicine Research Run Analytics on a Large Denominator of Genomic Data, NOT a subset
100s of
Patients
Query for Cohort
and Extract
Millions of
Patients
Oracle R Analytics
On All Data
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Data Analytics Lab Capabilities
Combine and Access All Data
Discover and Predict, Fast
Govern and Secure All Data
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Park It, Secure it, Share It Secure the Data Reservoir
Clinician 2
Clinician 1 Researcher
User Views
Data And Analytics
are First Class Objects
Protocol
Researcher
Diagnosis
Specimen Type
Medications
Procedure
Gene Data
Patient Name
DOB
Address
Date of Visit
Specimen ID
Procedure Date
Pathology Data
Data Analytics Lab
Security
Policies
Oracle Security
Applied to Datawarehouse AND Data Reservoir
Patient Name
DOB, Address
Date of Visit
Procedure Date
Diagnosis
Specimen-Type
Medications
Procedure-Type
Pathology Data
Protocol
Researcher
Gene Data
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Data Analytics Lab Capabilities
Combine and Access All Data
Discover and Predict, Fast
Govern and Secure All Data
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NSF: Data Challenge in Research and Recommendations NSF Big Data Program
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• NSF RECOMMENDATIONS CHALLENGE
• Analyze the data as it becomes available
• Decide what to archive and what to discard More data is being collected than
we can store
• Analyze the data wherever it resides Many data sets are too large to download
• Integrate and customize access to federated data
• Better Organize Data
Many data sets are heterogeneous in type, structure, semantics,
organization, granularity, accessibility …
• Extract and visualize actionable knowledge
• Evaluate results Utility of data limited by our ability
to interpret and use it
Oracle Data Analytics Lab
✔
✔
✔
✔
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Oracle’s Big Data Story
Oracle Confidential – Internal | Business Analytics Product Group
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Cloud On-Premises
DEVELOP AND DEPLOY ANYWHERE
•Same Products •Same Architectures •Same Standards
Portability from On-Premises to Cloud and Back!
OpenStack
Oracle’s Cloud Strategy
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Bring Oracle’s leading
Database and Middleware
Technology Software to
customers and partners
anywhere in the World
through the Internet
Oracle Cloud Platform Strategy
Software as a Service
Data as a Service
Platform as a Service
Infrastructure as a Service
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Customers Have Multiple Options with the Cloud
Private
Deployment Model
Public
Hybrid
Applications
Platform
Infrastructure Subscribe
Managed
Build
Service Model Consumption Model
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Big Data Practice recent enhancements
• Cloud Based Analytics
– New services Big Data Preparation Cloud, IoT, Big Data Discovery, BD SQL Cloud
– Big Data Spatial & Graph
• New Focused Practices – Teradata Optimization
– SAS Big Data Analytics Optimization
• Industry specific Big Data Applications – Data Models in Hadoop, Data Driven Digital Marketing Platforms,
– Predictive Genomic Precision Medicine & Research
– CMS Fraud Prevention, BCBS 239 compliance, CCAR, ORSA
– IoT Applications
Oracle Confidential – Internal/Restricted/Highly Restricted 16
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Oracle Big Data On Prem / Cloud Capabilities
BIG DATA MANAGEMENT
BIG DATA INTEGRATION
BIG DATA ANALYTICS
BIG DATA INFRASTRUCTURE
CREATE VALUE
FROM DATA
• Get it there fast
• Automated Data
transformation
• Support all data types
• Cleanse the data
• Governance
• Query the data at rest
• Support All data types
• Find Innovation
• Promote it to Production
• Continuously improve
performance
• GeoSpatial capabilities
• Lowest cost platform to
run Hadoop
• Supports NOSQL DBs
• Integrates ALL Data
• Supports Genomics
Data Analysis at Scale
Data-as-a-
Service
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Oracle Big Data On Prem / Cloud Products
BIG DATA MANAGEMENT
BIG DATA INTEGRATION
BIG DATA ANALYTICS
BIG DATA INFRASTRUCTURE
CREATE VALUE
FROM DATA
Data Integrator
GoldenGate
Big Data Prep
Big Data SQL 3.0
Big Data
Connectors
EDQ, OEMM
NO SQL DB
Big Data Discovery
Open Source R &
Oracle R on Structured
& Hadoop
Big Data Spatial and
Graph
RTD and Stream
Explorer
Big Data
Appliance –
Unstructured
Data
Exalytics, TT
IOT Cloud
Blue Kai &
DataLogix
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Execution
Innovation
Oracle Big Data in the 4th Generation Architecture.
Warehouse Factory Reservoir
Data Streaming
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
Business Data
Social/Log Data
Model First Analytics
• Reporting-oriented • Often enterprise wide
in scope, cross LoB • “you know the
questions to ask”
Reports & Dashboards
Data First Analytics
• Data Exploration • Highly visual and/or
interactive • “you don’t know the
questions to ask”
Discovery
• Telematics • Industry Services • Internet of Things • Sentiment
Data Services
Oracle Big Data
Appliance (BDA)
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Execution
Innovation
#StrataHadoop - Oracle Big Data Architecture
Comprehensive Oracle Solution for Big Data
Warehouse Factory Reservoir
Data Streaming
Data Platform
Discovery Lab
Analytics
APIs
Enterprise Data
Other Data Sources
Data Streams
Business Data
Social/Log Data
Model First Analytics
• Reporting-oriented • Often enterprise wide
in scope, cross LoB • “you know the
questions to ask”
Reports & Dashboards
Data First Analytics
• Data Exploration • Highly visual and/or
interactive • “you don’t know the
questions to ask”
Discovery
• Telematics • Industry Services • Internet of Things • Sentiment
Data Services
Apache Oracle NoSQL
Oracle CAF & OEP
Oracle Data Integration & Governance
Oracle Database & Big Data SQL
Oracle R
Oracle Big Data
Discovery
Oracle Business
Intelligence
Oracle Big Data
Discovery
Apache
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Oracle Big Data Analytics on Engineered Systems
SOURCES
DATA RESERVOIR DATA WAREHOUSE
Oracle Database
Oracle Industry Models
Oracle Advanced
Analytics
Oracle Spatial & Graph
Big Data Appliance
Apache Flume
Oracle GoldenGate
Oracle Event Processing
Cloudera Hadoop
Oracle NoSQL
Oracle R Advanced Analytics for Hadoop
Oracle R Distribution
Oracle Spatial & Graph
Oracle Database
Oracle Industry Models
Oracle Advanced Analytics
Oracle R
Oracle Spatial & Graph
Exadata
Oracle GoldenGate
Oracle Event Processing
Oracle Data Integrator
Oracle Big Data Connectors
Oracle Data Integrator
Find, Explore, Discover, Transform, Analyze, Share
Oracle Big Data Discovery
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Next Steps 2-3 week Sprint process
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• WORKSHOP to Finalize USE CASE CHALLENGE
• Big Data Architecture Workshop
• Data Management Insight Review More data is being collected than
we can store
• Data Science Sprint
• Big Data Cloud Service Workshop Many data sets are too large to
download
• Data Science Sprint
• Data Reservoir Workshop
• Big Data Discovery Workshop, Big Data Prep Cloud Service Workshop
Many data sets are heterogeneous in type, structure, semantics,
organization, granularity, accessibility …
• Data Science Sprint
• Big Data Cloud Preparation Cloud Service
• Big Data Discovery
Utility of data limited by our ability to interpret and use it
Oracle Data Analytics Lab
✔
✔
✔
✔
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Not Easy to Get Analytic Value at Fast Enough Pace
24
Tool Complexity
• Early Hadoop tools only for experts
• Existing BI tools not designed for Hadoop
• Emerging solutions lack broad capabilities
80% effort
typically spent on
evaluating and
preparing data
Data Uncertainty
• Not familiar and overwhelming
• Potential value not obvious
• Requires significant manipulation
Overly dependent
on scarce and
highly skilled
resources
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Master Catalogs
Charge Master
Billing Cost Allocation
Charge Capture
AP & AR Inventory
Purchasing
HR and Payroll Patient Accounting
Financial Reporting
Pharmacy & Formulary
User Definable Extensions
Provider Enterprise subject area coverage
Healthcare Data Model Source Domains
Consent & Advanced Directives
Case
Specimen
Trial (Clinical Study)
Survey
Family Incident
Parties Individuals / Orgs
Patient
Encounters
Coded Terminologies
Service Providers Diagnosis History
Procedures CPT,
Med Adm, Pat Edu
Observation (Lab Results, Vitals,
Assess)
Orders Scheduling Groups
Facility
Insurer
Substance
Claims & Payment (Reimbursement)
Related Groups
Related Entities
Devices
Intersection Entities
Imaging
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Requires a Fundamentally New Approach
26
quickly transform
and enrich it to
make it better
unlock big data for
anyone to discover
and share new value
A single intuitive and visual user interface, to...
find and explore big
data to understand
its potential
find explore transform discover share
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Oracle Big Data Discovery. The Visual Face of Hadoop
find explore transform discover share
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Catalog
28
• Access a rich, interactive catalog of all data in Hadoop
• Familiar search and guided navigation for ease of use
• See data set summaries, user annotation and recommendations
• Provision personal and enterprise data to Hadoop via self-service
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Explore
29
• Visualize all attributes by type
• Sort attributes by information potential
• Assess attribute statistics, data quality and outliers
• Use scratch pad to uncover correlations between attributes
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• Intuitive, user driven data wrangling
• Extensive library of powerful data transformations and enrichments
• Preview results, undo, commit and replay transforms
• Test on sample data then apply to full data set in Hadoop
Transform
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• Join and blend data for deeper perspectives
• Compose project pages via drag and drop
• Use powerful search and guided navigation to ask questions
• See new patterns in rich, interactive data visualizations
Discover
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You Need Access to Data to Make Strategic Decisions But It’s Dispersed Throughout the Healthcare Continuum
Academic Medical Center
Public Health
Specialty Clinic
Long-Term Care
Finance Research and Education
Home Health
Pharmacy Benefit Management
Payers
Hospital Diagnostic
Imaging Center
Physicians
Pharmacy
Clinical Documents
Reference Laboratory
Medical Supplier
Emergency Services
Clinical Research
Organization & Pharma
Government Insurance
Employer
Ambulatory Centers
Screening Registers