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A Matter of Semantics Harmonizing data into Enterprise Knowledge Ted DellaVecchia [email protected]

A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

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Page 1: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

A Matter of Semantics

Harmonizing data into Enterprise Knowledge

Ted [email protected]

Page 2: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Digital Health Collaboration Cloud - Conceptual

2017 = $11.5B in funding

Our TAKE:

✓Technology that improves business operating efficiency

✓Technology that supports decision making and personalized medicine

✓Technology that empowers patients

✓Technology that protects against cyber threats and data breaches

✓Technology that improves remote health monitoring

✓In 2018 we forecast a shift as much of this effort becomes focused around a

new set of approaches to data optimization and analysis

Page 3: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Healthcare Has Become a Data Problem

Page 4: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

From “MU” to “Promoting Interoperability”

Page 5: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Enterprise Technology Debt – Dominant Design

TASKS

DECISIONS

DATA

INTEGRATION

$

SECURITY

INTEGRATION

PERF/SCALE

STANDARDS

WEB SERVICES

REST

MICROSERVICES

Page 6: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications
Page 7: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications
Page 8: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Data Management & Analytics in Healthcare

• Inflection point for information management & enterprise analytics

• Regulatory, Business and Technology drivers challenging infrastructure

• Scale, speed, agility, efficiency & harmonization of meaning critical

• New Big Data/Infrastructure technologies offer great potential, but..

Business self-service access to harmonized, well understood, high-quality, governed disparate data

Market Need

Page 9: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

“To remain viable, all modern organizations have to better synthesize and align the interests, capabilities and actions--related to a stated purpose and its goals--of all its Stakeholders.”

…Partnerships a Must to Reduce Inefficiencies and Waste – Accelerate Innovation

Value Web Defined: a digital business innovation ecosystem as a coordinated network of enterprises, business solutions and customers that creates value for all participants

Healthcare Community Collaboration Ecosystems

Page 10: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

The Spark of Transformation

Page 11: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Research and Hands-on Experience

STRATEGIC CAPABILITIES = what outcomes you want your services to result in

SERVICE CAPABILITIES = what you deliver CONSUMER FACING CAPABILITIES = what you do to connect with customers

ENABLING CAPABILITIES = what you do that enables delivery of all business services. Together they form a platform for business excellence and agility.

STRATEGIC CAPABILITIES

SER

VIC

E C

APA

BIL

ITIE

S

CO

NSU

MER

FAC

ING

CA

PAB

ILITIES

The Healthcare Enterprise Reinvention Framework

Knowledge Creation

Knowledge Transfer Innovation Community

Citizenship

ENABLING CAPABILITIES

IntegrationInformation

Management Performance Management

CollaborationEvent

Management

Each Enterprise will tailor the Service and Consumer Capabilities based on value and priorities established by the desired business operating model and the unique vision of that enterprise and/or ecosystem.

Page 12: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Maturity Model

INTEGRATION

INFORMATIONMANAGEMENT

PERFORMANCE MANAGEMENT

COLLABORATION

EVENT MANAGEMENT

Capability to interconnect disparate aspects of a digital enterprise -policies, procedures, data, information, & technologies

Capability to acquire, curate, analyze, and distribute semantically interoperable contextual information to create knowledge and inform decisions in real-time

Capability to set, measure/monitor, and take action on enterprise expectations

Ability to understand context and deploy evidence-based responses to influence business and or clinical outcomes

Capability to synthesize work within & across organizational structures / boundaries for shared value creation and shared ecosystem objectives

Page 13: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications
Page 14: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Metadata Management Yields Efficient/Effective Business Value

Page 15: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Example: Cost Effectiveness & Optimization - Metadata Management

Page 16: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

“The complex process of bringing

together different data sources

throughout an organization is now

being automated creating a single,

semantic layer of an

organization’s data.“WIRED News

The Semantic Layer

“Semantic approaches are the

future of the enterprise

information fabric“

Michele Goetz - Principal Analyst

Forrester Research

The Information Fabric

“As the influx of use cases for

advanced analytics and data

exploration continues to rise, we have

experienced greater than expected

growth in the intrinsic value of the

information fabric, providing insights

previously requiring human heroics to

achieve.”ASDL Life Sciences Customer

Growth & Value

Page 17: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

An Information Fabric for On-Demand Access to Data

Data Feeds

SFDC/CRM

TradingData

Email

Chat Log

PDF

News

HTTPODATA Services

Landing Area

Auto generation Spark ingest/transform jobs from auto/collaborative mapping

In-memory data profiling, transformation & harmonization

Data set preparation for downstream consumption

NLP, Text Analytics, Sentiment Analysis

Graphmarts

Metadata - Meaning

Accelerated Insight

Text Mining & Graph Analytics

Research

Virtual Graph-martsPatient

Populations Predictive Analytics AI

Real-time

BI & Reporting

Machine Learning

AnalyzePrepareCatalogIngest

Data LayersContext

Relationships

Page 18: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Semantic Interoperability

Page 19: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

The Result – An Enterprise Knowledge Graph

Unstructured

Content

Diverse Data

Sources

Enterprise

Data Lakes

Internal

Databases &

Applications

Industry

Standards

& Open

Data

Third-Party

Data

Open Standards Scalability Security Governance

Page 20: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Apply rules and relationships to link, conform and harmonize

Ingestion of raw data

Dynamically prepare analytics ready-data sets

Layered Enhancement of the Enterprise Knowledge Graph

Page 21: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

Recommendations

✓ IT shops reduce the drag of Tech Debt – Simplify & Modernize

✓ Lead the extensions of durable business and clinical innovations

✓ Data to Information to Knowledge to Insight to Action – Maturity Model approach

✓ Semantics to Interoperate Disparate Vocabularies - Turn data into assets

✓ Lightweight and elastic Knowledge Graphs for AI & ML advancements

✓ Future Proof by investing in Open Standards

Page 22: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

➢ Audience Interaction - Reaction & Feedback

➢ Questions ?

Closing

THANK YOU &

NORTH CAROLINA Chapter of HIMSS !

Page 23: A Matter of Semantics - Amazon S3 · The Result –An Enterprise Knowledge Graph Unstructured Content Diverse Data Sources Enterprise Data Lakes Internal Databases & Applications

A Matter of Semantics

Harmonizing data into Enterprise Knowledge

Ted [email protected]