myths, good bets, and realities: breaking the health ...€¦ · big data top 3 use cases...
TRANSCRIPT
Myths, good Bets, and Realities: Breaking the Health Digital Deadlock through Big Data and AI
Silvia Piai, IDC
HIMSS Impact 2017
© IDC
Are Healthcare Systems Stupid?
2
73 the number of days it will take for medical knowledge to double by 2020
80%
of the world's healthcare data is unstructured
1,100 Exogenous data
Genomic data 6Clinical data 0.4
In a lifetime, an average human will generate (in TB):
Source: "The Relative Contribution of Multiple Determinants to Health Outcomes," 2014"Challenges and Opportunities Facing Medical Education" https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3116346/
Globally, 480 000 people develop multi-drug resistant TB each year
Complexity Further Increases When We Look at the Questions Healthcare Systems Need to Answer
3
Growing impact of non-communicable diseases on
healthcare services demand:
77% of the disease
burden
Need to act on a complex ecosystem of determinants
Seven leading risk factors
account for almost 60% of
all ill health
*WHO data for the European region
The number of people reporting unmet need for health care in the EU had risen to 18 million
Why Value Based Healthcare Matters?
4
3
2
1
Value Based
Healthcare paradigm
changes the
healthcare business
model shifting the
focus on performance,
quality and experience
Identify and assemblerelevant data
Target Population & Objectives
Coordinate care and Target Interventions
Measure outcomes and Pay for Value
© IDC 5
Healthcare Digital Transformation: Transforming DecisionMaking with Technology
A new level of understanding and use health data across the health value chain
Clinical Decision Support / Evidence-based Medicine
Integration of clinicalpathways
Population risk Stratification
6© IDC
A Big Data and AI Augmented Scenario for DecisionMaking and Information Delivery
Optimization of resources and turnover
Patient engagement
Compliance and reporting on quality of care
Big Data Top 3 Use Cases Artificial Intelligence Top 3 Use Cases
Source IDC Western European Vertical Survey November 2017 Healthcare respondents: 204
7© IDC
Addressing Key Issues, Delivering Value
The Shared Care Platform
Hospital Big Data and machine learning systems designed to forecast admission rates
Shared care platform for supports a cross sector collaboration between GP, the municipality and
the hospital
Public Health: mapping antibioticsoverprescription and poor treatment adherence
to address antibiotic resistance
© IDC 8
Big Data and AI are Pivotal in the Value BasedTransformation, but Adoption in Europe is Uneven
30%
7%
7%
7%
Big Data
ArtificialIntelligence
Adopted Investing
“By 2021, 20% of WW
Healthcare and 40% of
Life Science Organizations
Will Have Achieved 15–20% Productivity Gains Through the Adoption of Cognitive/AI Technology”
IDC FutureScape 2018
Source IDC Western European Vertical Survey November 2017 Healthcare respondents: 204
© IDC Visit us at IDC.com and follow us on Twitter: @IDC
10
Look twice Before Leaping Forward
Job/Role Impact
Privacy/Security
Reputation
Decision Making
Let’s have a Step Back Big Data and Analytics Services and Workflows
© IDC Visit us at IDC.com and follow us on Twitter: @IDC
12
BUSINESS PROCESSINFO PROCESSINGDATA ACQUISITIONDATA CREATIONEND USERSANALYSTS / SCIENTISTSARCHITECTS / ENGINEERSPRODUCERS
Shared Nothing
Scale-out Storage + SSD
MPP + In-Memory
Compute
Hadoop
Hi-Speed / -
Resiliency
Networking
Converged
Infrastructure
Cloud
Non-relational
DWH
SYSTEMS INTEGRATION
VO
LUM
E VELO
CITY V
AR
IETY
OBJECTIVES
Stream Processing
Event Management
Data Exploration
Contextualized Data
Modeling / Scenarios
Forecasting
DELIVERY MODELS
Access-Anywhere
Analytics Services
Context-Aware
Business Applications
ON-DEMAND
Location-Based
Services
Alert and
Respond
PUSH
Workflow and
Interaction
Automation
Smart devices
and systems
EMBEDDED
Email and
Messaging
Mobile Apps Data
Transaction and
Usage Logs
Machine and
Sensors
Geolocation
Relationships and
Social Influence
Real-time Events
Deep Insights
VA
LUE
The Unavoidable Case for a New Healthcare Information Management Framework
13© IDC Visit us at IDC.com and follow us on Twitter: @IDC
Business Strategy
Defining strategic outcomes in the converged scenario, defining stakeholder roles in the achievement of strategic goals including their
incentives (or misincentives) in pursuing the strategy
Information Governance and Process
Defining and implementing an information management approach regulating: • information ownership (e.g., patient consent management)• information quality assurance• information access and use• knowledge management and collaboration
Enterprise Information Architecture
Data models and formats, entities and attributes, interoperoperabilty, and integration
Technology: user interfaces, application, infrastructures
Decoupling data and applications by establishing specifications for:
Which Organization for Healthcare Strategic Objectives?
14
Source IDC Western European Vertical Survey November 2017 Healthcare respondents: 204
Top Business priorities for Western European Healthcare Providers
69% SECURITY:
Strengthening detection and resilience capabilities
63% PERFORMANCE: Increasing
productivity/efficiency, improving quality
63% REGULATIONS: Managing regulatory
compliance
41% PATIENTS:
Improving patient experience
Aligning the organization is essential
Big Data are still perceivedas «special projects» within
specific departmentsIT-Line of business dicotomy
Information Governance and Architecture : Ensuring data liquidity and security
Creation
Sharing & Access
AnalysisArchival, Recovery
& Retrieval
Disposal
15
Data format and organization
Agile data management
Improved user experience
Addressing the fragmentation
Separating data and applications
Data liquidity
Focusing on heath information lifecycle
Those Who Thrive Will be the Organizations That
16© IDC Visit us at IDC.com and follow us on Twitter: @IDC
Incorporate new data sources and ensure qualityData
People Multidisciplinary teams: data stewards, data scientists, experts for interpretation
Tech Define new architectural standards
ProcessReengineer business processes and maintain a close-loop learning environment
StrategyElevate data management to a strategic level
Thank you!
Questions?
Silvia Piai
Sr Research Manager
IDC EMEA
Email: [email protected]
Twitter: @SilviaPiai_IDC
www.idc.com
17© IDC