cognitive computing in insurance
TRANSCRIPT
© 2015 International Business Machines Corporation
Cognitive Computing - in insurance Forsikringsselskabernes PlanlægningsUdvalg - January 26, 2014 Anders Quitzau Innovation Exec & Watson Advocate
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Agenda
• Cognitive Computing and Watson overview
• Watson for Insurance and Financial Services
• Q&A - discussion
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Tabulating Systems Era
Programmable Systems Era
Cognitive Systems Era
1900 1950 2011
Cognitive Computing is a new era of computing
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Cognitive computing promises a new partnership between human and computers
Scale expertise by elevating the
consistency and objectivity of decision making across an
organization.
Enhance the cognitive process of
professionals to strengthen decision making in the
moment
Accelerate development of expertise in
others by capturing the expertise of top performers
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Cognitive systems expand the problems we can address
Programmatic Systems Cognitive Systems • Leverage traditional data sources • Follow pre-defined rules (programs) • Provide the same output to all users
• Are taught, not programmed • Learn and improve based on experience • Interpret sensory and non-traditional data • Relate to each of us as individuals • Allow us to expand and scale our own
thinking
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Cognitive systems learns and evaluates like we do
Study Apprentice
Practice Master
Ingest Learn Test
Experience
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IBM’s answer to the new era, Watson, is a cognitive learning system that enhances our abilities to perceive, reason, and relate
Perceiving: Watson understands the world as we do: it interprets sensory input beyond traditional data
Reasoning: Watson thinks through complex problems: it deepens our analysis and inspires creativity
Relating: Watson understands how we communicate, and personalizes its interactions with each of us
Learning: Watson learns from every interaction, scaling our ability build experience
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Why is it so hard for computers to understand us?
Person Organization
L. Gerstner IBM
J. Welch GE
W. Gates Microsoft
“If leadership is an art then surely Jack has
proved himself a master painter during his tenure
at this company”
Welch ran this?
§ Noses that run and feet that smell? § How can a house burn up as it burns down? § How can I fill in a form that I am asked to fill-out? § Where is Paris Hilton?
NLP
Machine Learning
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Answer Scoring
Models
Responses with Confidence
Inquiry
Evidence Sources
Models
Models
Models
Models
Models Primary Search
Candidate Answer Generation
Hypothesis Generation
Hypothesis and Evidence Scoring
Final Confidence Merging & Ranking Synthesis
Answer Sources
Inquiry/Topic Analysis
Evidence Retrieval
Deep Evidence Scoring
Learned Models help combine and weigh the Evidence
Hypothesis Generation
Hypothesis and Evidence Scoring
Inquiry Decomposition
How Watson Works
1000’s of Pieces of Evidence
Multiple Interpretations of a question
100,000’s Scores from many Deep Analysis Algorithms
100’s sources
100’s Possible Answers
Balance & Combine
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R&D Demonstration Validation
Research Project
2006 – 2010
Jeopardy! Grand Challenge
2011
Internal Startup Division
2011 – 2013
IBM Watson Group
2014 – present
Commercialization • $1B Investment • $100M for Ecosystem • NYC Headquarters
Watson has graduated from a startup to a full-fledged business
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IBM Watson Advisors
IBM Watson Solutions
IBM Watson Foundations
IBM Watson Cognitive
Fabric Provides the big data and analytics capabilities that fuel Watson
Products based on Watson’s core attributes and capabilities
APIs, tools, methodologies, SDKs, and infrastructure that fuels Watson
Customized solutions designed to meet some of industries most demanding needs leveraging cognitive capabilities
IBM Watson Ecosystems
The Watson Developer Cloud, Watson Content Store and Watson Talent Hub driving innovation from partners
The Watson Family
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Agenda
• Cognitive Computing and Watson overview
• Watson for Insurance and Financial Services
• Q&A - discussion
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Customer expectations are shaped by experiences outside of Insurance Pressure of competition is putting a lot of focus on customer experience
Advisors and Managers are challenged to keep up with data explosion Customers are informed better than ever with “Google knowledge”
Customers expect transparent, evidence-based recommendation
Quality of advice varies
Pace of innovation is accelerating
Regulations increasing in volume and complexity Additional scrutiny increasing time spent on compliance, and cost
Insurance industry trends – Imagine if… Client Engagement Analysis / Discovery Decision Policy / Compliance
Watson enable
s advisors to
deliver cost-‐
effec2ve
personalized
advice Watson
supports An
alysts and
advisors by p
re-‐reading 1
000s
of pages of r
elevant info
Watson uses s
tructured an
d
unstructured
informa2on t
o
provide proa
c2ve, transp
arent,
evidence-‐bas
ed advice
Watson helps e
valuate
decisions aga
inst relevant
policies & gu
idelines
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Financial Services solutions map into “patterns”
Engagement
Discovery
Policy
Decision
Explore / analyze
Pattern Description Client success stories
Leading customer service firm, USAA, introduced Watson to answer questions from members
Digital engagement with clients to answer questions, execute actions, and provide recommendations
Leading drug discovery firm, Baylor, publishes breakthrough in protein targeting Explore questions not yet answered
Memorial Sloan Kettering Cancer Center partnered with IBM to build an Oncology solution Help evaluate possible options to come up
with the right decision
IBM partnered with Wellpoint to accelerate pre-approval decisions
Help understand if a particular action is compliant with relevant policies
700+ clients using the product across industries Search, consolidate and analyze enterprise data
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Insurance and Financial Services solutions map into “patterns”
Engagement
Discovery
Policy
Decision
Explore / analyze
Pattern Example solutions
Watson Insurance Advisor
Watson Discovery Advisor for Pharma
Watson Oncology Advisor
Watson Policy Advisor for insurance pre-approvals
Watson Explorer/Watson Analytics / Watson Content analytics (x-industry)
Watson for Wealth Management
Watson Discovery Advisor for Gov’t
Watson Discovery Advisor for financial services (emerging)
Watson for Regulatory Compliance (emerging)
Watson Engagement Advisor (x-industry)
Watson Policy Advisor for Clinical Trial Matching
Watson for Retail Banking
F & I services solutions
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Self-service User Experience Journey
Here is what you are looking for
Here it is. Shall I complete the task
for you?
Have you thought about this?
How did it go? Can I assist with these
next steps? Knowledge Expert
Empowered Assistant Personal Advisor
Ask a question Get answers Ask a question Get answers Get action
Ask a question Get answers Get action Get suggestions Get follow-up
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Demo
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USAA case study
IBM’s Watson Engagement Advisor will answer military separation-related questions on topics such as job searching, home purchasing, military benefits and more.
Members "Ask Watson" as they prepare to transition to civilian life
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Policy Pattern
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Example use case: Medical procedure approval by Healthcare Payer
Decision Input Case ‘Policy’ Policy Advice Expected
Can I approve the procedure being requested?
Clinical data (structured and unstructured) from a provider’s office requesting a procedure
Payer medical policies and guidelines
• Approve, medically necessary
• Reject, not compliant with policies
• Need MD review, ambiguity in request / policy (specify what information is needed)
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Multi page unstructured text case input
Structured data as part of case input
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1. Identify the applicable policies 2. Evaluate the case against appropriate criteria
from the policies
Identify relevant evidence
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Generate summary of case evaluation
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Combination of multiple patterns
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Watson Wealth Management for DBS Banking clients at DBS will soon get investing advice from Watson, the same IBM technology that triumphed over human “Jeopardy!” contestants. The Singapore based bank plans to begin using the tool, which can answer questions in conversational language and learn from responses, in the second half of 2014 to aid financial planners in guiding its wealth management’s units affluent customers. Watson will analyze large volumes of financial data to help DBS, Southeast Asia’s largest lender, offer more customized service.
Watson will throw up its suggestions after “ingesting” thousand of research reports, product information and customer profiles, more than what a wealth management expert can handle handle, DBS said.
DBS will also leverage a comprehensive portfolio of IBM solutions which include business consulting, advanced analytics, hardware and IBM Research assets to further augment the power of Watson . By bringing together all of these capabilities, DBS will be uniquely positioned as the first bank in Asia to execute a project of this kind.
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Watson for Wealth Management helps wealth advisor better serve their clients (advisor dashboard)
Key upcoming activities
Client list
Relevant alerts affecting clients
Relevant news
Ask Watson questions in
natural language
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Watson for Wealth Management helps wealth advisor better serve their clients (client-specific dashboard)
Customer-specific view Relevant alerts
Client-specific product
recommendations
Ask Watson questions in
natural language
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Create personalized recommendation using broad combination of structured and unstructured data (recommendation rationale screen)
Relevant info about the asset Match to client
preferences
Positive outlook from multiple
analysts
Overall high confidence in
recommendation
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This will be Watson
Sees
Hears
Experiences
Understands natural language
Generates and evaluates hypotheses
Adapts and learns
Reasons
Explores
Visualizes
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If we really want to augment and scale human recognition, we need to re-invent how we compute: IBM TrueNorth ‘brain-chip’ may be the answer….
© 2015 International Business Machines Corporation
Agenda
• Cognitive Computing and Watson overview
• Watson for Insurance and Financial Services
• Q&A - discussion
© 2015 International Business Machines Corporation
http://ibmwatson.com eller kontakt mig på [email protected] 2880 4705