SlideShare a Scribd company logo
© COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Unstructured Data and Analytics
MarkLogic Data Hub - Healthcare’s Best Data Integration & App Development Platform
Mohamad Thahir
Technologist, 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.
50LOWER
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
20REDUCED
PAYMENTS
%MILLION PER
BREACH
$
4 %
SATISFACTION? ? ?
SLIDE: 4 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
60% OF TIME
By data scientists just
wrangling data
NYT
WASTED
In 2016 on data integration
software
Gartner
Of data warehouse projects
is on ETL
TDWI for Informatica
The Massive Cost of Using Traditional Tech with ETL
3.5BILLION IN
SPENDING
$% OF THE
COST80
SLIDE: 5 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Credentialing
& Contracting
Finance
CM / DM / UM
Enrollment
Marketing
Products & Plans
Claims
Lines-of-
business
The “Next Gen” Solution
§ A flexible, scalable operational database is
critical for a real-time Data Centric
approach
§ 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 Platform
Bridging 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 Difference
AN 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 IN
Flexible 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 OUT
Ask 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%
TRUSTED
Enterprise Ready
SLIDE: 8 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Load Data As Is
HOW 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
ANALYTICAL
APPS
NODE.JS
SLIDE: 10 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED.
Platform for running your business, analytics and building apps
Operational 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
HARMONIZE
INGEST
Enveloped
Documents
(Entity 1)
SERVE
Enveloped
Documents
(Entity 2)
RDBMS
Source 1
Documents
Message Bus
Content Feed
Staging Final
Source
Systems
Consuming
Applications
Source 2
Documents
Source N
Documents
… …
Enveloped
Documents
(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 Hubs
Consumer360, 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 Scale
Integrated Data, Multi-Device Delivery
Global Trade Store
Integrated 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
Enterprise
Data 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

More Related Content

PDF
MarkLogic Semantic use cases
PDF
Supporting Data Services Marketplace using Data Virtualization
PPTX
Harnessing the Power of Big Data at Freddie Mac
PDF
Data Services Marketplace
PDF
Why a Data Services Marketplace is Critical for a Successful Data-Driven Ente...
PPTX
Ijdms
PDF
Archive First: An Intelligent Data Archival Strategy, Part 1 of 3
PPTX
Data Lakehouse Symposium | Day 1 | Part 1
MarkLogic Semantic use cases
Supporting Data Services Marketplace using Data Virtualization
Harnessing the Power of Big Data at Freddie Mac
Data Services Marketplace
Why a Data Services Marketplace is Critical for a Successful Data-Driven Ente...
Ijdms
Archive First: An Intelligent Data Archival Strategy, Part 1 of 3
Data Lakehouse Symposium | Day 1 | Part 1

What's hot (8)

PDF
Logical Data Fabric: An Introduction
PPTX
You Need a Data Catalog. Do You Know Why?
PPTX
Building trust in your data lake. A fintech case study on automated data disc...
PDF
MongoDB Case Study in Healthcare
PDF
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
PDF
GoDaddy Customer Success Dashboard Using Apache Spark with Baburao Kamble
PDF
Big Data: Big Issues for IP
PPTX
ING's Customer-Centric Data Journey from Community Idea to Private Cloud Depl...
Logical Data Fabric: An Introduction
You Need a Data Catalog. Do You Know Why?
Building trust in your data lake. A fintech case study on automated data disc...
MongoDB Case Study in Healthcare
How to Swiftly Operationalize the Data Lake for Advanced Analytics Using a Lo...
GoDaddy Customer Success Dashboard Using Apache Spark with Baburao Kamble
Big Data: Big Issues for IP
ING's Customer-Centric Data Journey from Community Idea to Private Cloud Depl...
Ad

Viewers also liked (20)

DOCX
Unidad de aprendizaje Primaria IE N° 0463 "GRR" 2017 primer grado
PPT
Thailand introduction
PDF
Elaboración de artefacto (1)
PPTX
Ensayo argumentativo
PDF
Comundades virtuales
PDF
Elaboración de artefacto (1)
PPTX
de tweede bergrede- studie 8
DOCX
43693417 patricia navarro rodriguez grupo 2
PPTX
Q4. media technologies
PDF
DIÁRIO OFICIAL DE ILHÉUS DO DIA 23-03-2017
PPT
Consejos ppt
DOCX
Task 16 questionnaire results
PPTX
Congenital scoliosis
PPTX
Caia fogo
PPTX
Caminho de milagres
PPTX
The Future of Headlines? You'll Never Believe How People Reacted to Clickbait
PPTX
Geo am prezzie
PPTX
Slideshare vs calameo
PPTX
What have you learnt about the technologies from the process of constructing ...
PPTX
21 урок 5 клас буфер обміну
Unidad de aprendizaje Primaria IE N° 0463 "GRR" 2017 primer grado
Thailand introduction
Elaboración de artefacto (1)
Ensayo argumentativo
Comundades virtuales
Elaboración de artefacto (1)
de tweede bergrede- studie 8
43693417 patricia navarro rodriguez grupo 2
Q4. media technologies
DIÁRIO OFICIAL DE ILHÉUS DO DIA 23-03-2017
Consejos ppt
Task 16 questionnaire results
Congenital scoliosis
Caia fogo
Caminho de milagres
The Future of Headlines? You'll Never Believe How People Reacted to Clickbait
Geo am prezzie
Slideshare vs calameo
What have you learnt about the technologies from the process of constructing ...
21 урок 5 клас буфер обміну
Ad

Similar to Himss DC meet mark logic (20)

PDF
Building on Multi-Model Databases
PDF
Modern Data Management for Federal Modernization
PDF
Enterprise Archiving with Apache Hadoop Featuring the 2015 Gartner Magic Quad...
PDF
FIWARE Global Summit - International Data Spaces - A New Idea for Sharing Data
PPTX
Insights into Real-world Data Management Challenges
PDF
Verizon Centralizes Data into a Data Lake in Real Time for Analytics
PPTX
Fast Data Strategy Houston Roadshow Presentation
PPTX
Insights into Real World Data Management Challenges
PDF
Data Driven Advanced Analytics using Denodo Platform on AWS
PDF
Hortonworks Hybrid Cloud - Putting you back in control of your data
PDF
Dr. Christian Kurze from Denodo, "Data Virtualization: Fulfilling the Promise...
PDF
The Value of Metadata
PDF
Data Virtualization, a Strategic IT Investment to Build Modern Enterprise Dat...
PPTX
Data Mesh in Azure using Cloud Scale Analytics (WAF)
PDF
Data Virtualization. An Introduction (ASEAN)
PDF
Best Practices For Building and Operating A Managed Data Lake - StampedeCon 2016
PDF
Benefits of a data lake
PPTX
Big Data and BI Tools - BI Reporting for Bay Area Startups User Group
PDF
VILT - Archiving and Decommissioning with OpenText InfoArchive
PDF
BAR360 open data platform presentation at DAMA, Sydney
Building on Multi-Model Databases
Modern Data Management for Federal Modernization
Enterprise Archiving with Apache Hadoop Featuring the 2015 Gartner Magic Quad...
FIWARE Global Summit - International Data Spaces - A New Idea for Sharing Data
Insights into Real-world Data Management Challenges
Verizon Centralizes Data into a Data Lake in Real Time for Analytics
Fast Data Strategy Houston Roadshow Presentation
Insights into Real World Data Management Challenges
Data Driven Advanced Analytics using Denodo Platform on AWS
Hortonworks Hybrid Cloud - Putting you back in control of your data
Dr. Christian Kurze from Denodo, "Data Virtualization: Fulfilling the Promise...
The Value of Metadata
Data Virtualization, a Strategic IT Investment to Build Modern Enterprise Dat...
Data Mesh in Azure using Cloud Scale Analytics (WAF)
Data Virtualization. An Introduction (ASEAN)
Best Practices For Building and Operating A Managed Data Lake - StampedeCon 2016
Benefits of a data lake
Big Data and BI Tools - BI Reporting for Bay Area Startups User Group
VILT - Archiving and Decommissioning with OpenText InfoArchive
BAR360 open data platform presentation at DAMA, Sydney

Recently uploaded (20)

PPTX
Basics of pharmacology (Pharmacology I).pptx
PDF
Megan Miller Colona Illinois - Passionate About CrossFit
PPT
Microscope is an instrument that makes an enlarged image of a small object, t...
PDF
NUTRITION THROUGHOUT THE LIFE CYCLE CHILDHOOD -AGEING
PPTX
Rheumatic heart diseases with Type 2 Diabetes Mellitus
PDF
Priorities Critical Care Nursing 7th Edition by Urden Stacy Lough Test Bank.pdf
PPTX
Galactosemia pathophysiology, clinical features, investigation and treatment ...
PDF
2E-Learning-Together...PICS-PCISF con.pdf
PPTX
First aid in common emergency conditions.pptx
PDF
DAY-6. Summer class. Ppt. Cultural Nursing
PPTX
PEDIATRIC OSCE, MBBS, by Dr. Sangit Chhantyal(IOM)..pptx
PPTX
HEMODYNAMICS - I DERANGEMENTS OF BODY FLUIDS.pptx
PDF
Pharmacology slides archer and nclex quest
PDF
Dr. Jasvant Modi - Passionate About Philanthropy
PPT
KULIAH UG WANITA Prof Endang 121110 (1).ppt
PPTX
Pulmonary Circulation PPT final for easy
PPTX
CBT FOR OCD TREATMENT WITHOUT MEDICATION
PPTX
Bronchial_Asthma_in_acute_exacerbation_.pptx
PPTX
First Aid and Basic Life Support Training.pptx
PPTX
Importance of Immediate Response (1).pptx
Basics of pharmacology (Pharmacology I).pptx
Megan Miller Colona Illinois - Passionate About CrossFit
Microscope is an instrument that makes an enlarged image of a small object, t...
NUTRITION THROUGHOUT THE LIFE CYCLE CHILDHOOD -AGEING
Rheumatic heart diseases with Type 2 Diabetes Mellitus
Priorities Critical Care Nursing 7th Edition by Urden Stacy Lough Test Bank.pdf
Galactosemia pathophysiology, clinical features, investigation and treatment ...
2E-Learning-Together...PICS-PCISF con.pdf
First aid in common emergency conditions.pptx
DAY-6. Summer class. Ppt. Cultural Nursing
PEDIATRIC OSCE, MBBS, by Dr. Sangit Chhantyal(IOM)..pptx
HEMODYNAMICS - I DERANGEMENTS OF BODY FLUIDS.pptx
Pharmacology slides archer and nclex quest
Dr. Jasvant Modi - Passionate About Philanthropy
KULIAH UG WANITA Prof Endang 121110 (1).ppt
Pulmonary Circulation PPT final for easy
CBT FOR OCD TREATMENT WITHOUT MEDICATION
Bronchial_Asthma_in_acute_exacerbation_.pptx
First Aid and Basic Life Support Training.pptx
Importance of Immediate Response (1).pptx

Himss DC meet mark logic

  • 1. © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. Unstructured Data and Analytics MarkLogic Data Hub - Healthcare’s Best Data Integration & App Development Platform Mohamad Thahir Technologist, Healthcare & Life Science
  • 2. 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
  • 3. SLIDE: 3 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. 50LOWER 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 20REDUCED PAYMENTS %MILLION PER BREACH $ 4 % SATISFACTION? ? ?
  • 4. SLIDE: 4 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. 60% OF TIME By data scientists just wrangling data NYT WASTED In 2016 on data integration software Gartner Of data warehouse projects is on ETL TDWI for Informatica The Massive Cost of Using Traditional Tech with ETL 3.5BILLION IN SPENDING $% OF THE COST80
  • 5. SLIDE: 5 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. Credentialing & Contracting Finance CM / DM / UM Enrollment Marketing Products & Plans Claims Lines-of- business The “Next Gen” Solution § A flexible, scalable operational database is critical for a real-time Data Centric approach § 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
  • 6. 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 Platform Bridging Silos with Better Agility, Speed and Governance With Lower Costs FLEXIBLE DATA MODEL UNSTRUCTURED & STRUCTURED DATA FAST INGEST, INDEX, SEARCH & ALERTING ENTERPRISE RELIABILITY
  • 7. SLIDE: 7 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. The “Next Gen” Data Hub Tech Difference AN 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 IN Flexible 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 OUT Ask 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% TRUSTED Enterprise Ready
  • 8. SLIDE: 8 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. Load Data As Is HOW 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
  • 9. 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 ANALYTICAL APPS NODE.JS
  • 10. SLIDE: 10 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. Platform for running your business, analytics and building apps Operational 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
  • 11. SLIDE: 11 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. MarkLogic Data Hub HARMONIZE INGEST Enveloped Documents (Entity 1) SERVE Enveloped Documents (Entity 2) RDBMS Source 1 Documents Message Bus Content Feed Staging Final Source Systems Consuming Applications Source 2 Documents Source N Documents … … Enveloped Documents (Entity N) Operational Apps Analysis/BI Data Feeds Indexes, Query, Scripts Indexes, Query, Scripts Data Flow
  • 12. SLIDE: 12 © COPYRIGHT 2017 MARKLOGIC CORPORATION. ALL RIGHTS RESERVED. Enterprise Data Integration Challenges: Solved Enterprise Data Hubs Consumer360, 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 Scale Integrated Data, Multi-Device Delivery Global Trade Store Integrated Data, Integrated Post-Trade Processing 3 Top 10 Payers
  • 13. 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 Enterprise Data 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