Upload
mohamad-thahir
View
133
Download
0
Embed Size (px)
Citation preview
© COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Unstructured Data and AnalyticsMarkLogic Data Hub - Healthcare’s Best Data Integration & App Development Platform
Mohamad ThahirTechnologist, Healthcare
& Life Science
SLIDE: 2 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Healthcare Data Challenges
• 1.2 Billion clinical documents are produced in US each year
• 60% of these contains valuable patient-care information trapped in unstructured format
• Multiple Structures
• Inconsistent/Variable definition
• Multiple Silos
• Technological Innovation – AI, Blockchain, IoT, Cyber Security
SLIDE: 3 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
50 LOWER
Compared to other service & insurance industries … leveraging unstructured data
High Price, High Volume FFS Procedures Most Impacted,Shift to Value-Based Models
Healthcare $355 per record,$158 avg in other industries
Healthcare Organization Data Challenges:Retention, Security, Compliance, Growth & Innovation
20 REDUCEDPAYMENTS
%MILLION PERBREACH
$4 %SATISFACTION? ? ?
SLIDE: 4 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
60% OF TIME
By data scientists just wrangling dataNYT
WASTEDIn 2016 on data integration softwareGartner
Of data warehouse projects is on ETLTDWI for Informatica
The Massive Cost of Using Traditional Tech with ETL
3.5 BILLION INSPENDING
$% OF THECOST80
SLIDE: 5 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Credentialing & Contracting
Finance
CM / DM / UM
Enrollment
Marketing
Products & Plans
ClaimsLines-of-business
The “Next Gen” Solution§ A flexible, scalable operational database is
critical for a real-time Data Centricapproach
§ Greater convergence between analysis and operations is critically important to creating actionable data and better engagement
§ The new Enterprise Pattern is the Operational Data Hub
A NEW ENTERPRISE INTEGRATION PATTERN
SLIDE: 6 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
The MarkLogic Data Hub Solution
RELATIONAL DATABASES
MAINFRAMES
FILE SYSTEMS
ANY OTHER SOURCE
TRANSACTIONAL APPLICATIONS
ANALYTICAL APPLICATIONS
DOWNSTREAM SYSTEMS
An Operational, Transactional & Analytical Enterprise “Next Gen” Data PlatformBridging Silos with Better Agility, Speed and Governance With Lower Costs
FLEXIBLE DATA MODEL
UNSTRUCTURED & STRUCTURED DATA
FAST INGEST, INDEX, SEARCH & ALERTING
ENTERPRISE RELIABILITY
SLIDE: 7 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
The “Next Gen” Data Hub Tech DifferenceAN OPERATIONAL AND TRANSACTIONAL ENTERPRISE NOSQL DATABASE
§ Data ingested as is (no ETL)
§ Structured and unstructured data
§ Data and metadata together
§ Adapts to changing data and changing data structures
EASY TO GET DATA INFlexible Data Model
§ Index once and query endlessly
§ Real-time and lightning fast
§ Query across JSON, XML, text, geospatial, and semantic triples in one database
EASY TO GET DATA OUTAsk Anything Universal Index
§ Reliable data and transactions (100% ACID compliant)
§ Out-of-the-box automatic failover, replication, and backup/recovery
§ Enterprise-grade security and Common Criteria certified
§ HIPAA Compliant
100% TRUSTEDEnterprise Ready
SLIDE: 8 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Load Data As IsHOW MARKLOGIC DELIVERS
§ Load structured and unstructured data
§ Keep data and metadata together
§ Harmonize data in the database
§ Ability to skip:
– Upfront modeling
– ETL toolsOTHER METHODS REST APIs, Java Client API, Node.js Client API, Java / .NET XCC
JSON
XML
SEMANTIC DATA
GEOSPATIAL DATA
MLCP
BINARY
SLIDE: 9 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
§ Variety of Interfaces – Modern programming languages familiar to developers
§ Application Services – Simplifies architecture and speeds up development
§ Developer Productivity – Tools and frameworks to speed delivery
Developer and User Access
HOW MARKLOGIC DELIVERS
SEARCH APPS
JAVASCRIPT
XQUERY
REST API
SPARQL
SQL
JAVA API
TRANSACTIONAL APPS
ANALYTICALAPPS
NODE.JS
SLIDE: 10 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Platform for running your business, analytics and building appsOperational Data Hub Solution – Next Gen Enterprise Integration Pattern
§ Convergent: Operational & Analytical. Provides 2-way interaction between users and data
§ Contextual: Data harmonized with semantic metadata
§ Data-centric: Integrates at the data level, not just functionally
§ Cost-effective: Minimizes ETL, data copying, business silos, technical silos and people-centric integration
§ Secure: Provides a platform for rich data governance
§ Complementary: Leverages existing assets and patterns
OPERATIONAL APPLICATIONS
MULTI-CHANNEL DISTRIBUTION
BIDIRECTIONAL ANALYSIS
OF ALL DATA
SSD, DAS, SAN, NAS, S3, Hadoop/HDFS
JSON
XML
Data-Centric Architectural
Pattern
CONFIDENTIAL – Proprietary Information – Do not disclose or distribute to third parties
SLIDE: 11 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
MarkLogic Data Hub
HA
RM
ON
IZE
ING
EST
Enveloped Documents(Entity 1)
SERV
EEnvelopedDocuments(Entity 2)
RDBMSSource 1
Documents
Message Bus
Content Feed
Staging FinalSource Systems
Consuming Applications
Source 2 Documents
Source N Documents
… …EnvelopedDocuments(Entity N)
Operational Apps
Analysis/BI
Data Feeds
Indexes, Query, Scripts Indexes, Query, Scripts
Data Flow
SLIDE: 12 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Enterprise Data Integration Challenges: Solved
Enterprise Data HubsConsumer360, Medicaid, Operational Data, Metadata, Structured & Unstructured Data, Real-time Delivery at Scale … and Centers of Excellence
Data Services Hub & App Dev Platform for Real-Time Enrollment“The largest personal data integration government project in the history of the Republic.” - STEPHEN PARENTE, PHD, MPH, MS
Dynamic Content Delivery at ScaleIntegrated Data, Multi-Device Delivery
Global Trade StoreIntegrated Data, Integrated Post-Trade Processing
3 Top 10 Payers
SLIDE: 13 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Popular Healthcare “Next Gen” Data Projects
FLEXIBLE DATA MODEL
UNSTRUCTURED & STRUCTURED DATA
FAST INGEST, INDEX, SEARCH & ALERTING
ENTERPRISE RELIABILITY
EnterpriseData Hub
IT Initiatives Business Initiatives
§ Master Data Management§ Data Governance &
Compliance / Security§ Cybersecurity§ Metadata / Search§ Hadoop “Complement”§ Hadoop Alternative§ Data Enrichment /
Semantics§ Building Apps
§ Mergers & Acquisitions§ Engagement & Service
§ 360⁰ View of “Anything”§ Search “Anything”§ Communications &
Social Media§ Payment Reform
§ ACO, MACRA, FWA§ Quality & Outcomes
§ STARS, HEDIS, etc§ Real-time “Anything”§ Product / Plan Management