AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM /...
Transcript of AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM /...
Copyright © DataRobot, Inc. - All Rights Reserved
AI and Humans: Synergies in Insurance
Copyright © DataRobot, Inc. - All Rights Reserved
AI in Insurance
Copyright © DataRobot, Inc. - All Rights Reserved
Repetitive TasksMathematics
Data ManipulationParallel Processing
What Computers Are Best At
Copyright © DataRobot, Inc. - All Rights Reserved
Mainstream Best Practice
● Roboadvice
● Automated underwriting
● Claims triage
● Suspicious transactions
● Next best offer, cross-sell and up-sell
Copyright © DataRobot, Inc. - All Rights Reserved
Objective, individualised insurance product recommendations
Roboadvice
Copyright © DataRobot, Inc. - All Rights Reserved
Categorising Insurance Applications:
StandardSub-standard
Reject
Automated Underwriting
Copyright © DataRobot, Inc. - All Rights Reserved
Automatically flagging claims for immediate payment versus manual review.
Claims Triage
Copyright © DataRobot, Inc. - All Rights Reserved
Automatically flagging applications and claims for special review.
Suspicious Transactions:Fraud & AML
Copyright © DataRobot, Inc. - All Rights Reserved
Marketing campaigns optimised for individual customer characteristics.
Next Best Offer, Cross-Sell
and Up-Sell
Copyright © DataRobot, Inc. - All Rights Reserved
Rapidly Becoming Best Practice
● Next best action
● Smart customer dashboards
● Duplicate customer records
● Disputes
Copyright © DataRobot, Inc. - All Rights Reserved
Engaging communication with customers and leads, individualised for both content and
timing.
Next Best Action
Copyright © DataRobot, Inc. - All Rights Reserved
Know your customer:
Churn probabilityNext best offer
Net promoter scoreLifetime customer value
Smart Customer Dashboard
Copyright © DataRobot, Inc. - All Rights Reserved
Flag customer records that may be duplicates of each other e.g. slightly different spelling or
address.
Duplicate Customer Records
Copyright © DataRobot, Inc. - All Rights Reserved
Which disputes will end up in legal action? Which ones can be solved by negotiation?
Disputes
Website/Sales
Packages
AgentsandBrokers
Product/Service
Competitors
CustomerServices
Marketing
IT HR Legal Finance Operations RiskManagement
Customer
Strategy
Logistics
TheAI-DrivenInsurer
Support
PriceElasticity
GivesFeedback
TextMining+SentimentAnalysis+NetPromoterScore
Helps
SmartCustomerDashboard
Prices
BannerandContentPersonalization
Security+CRM/LifetimeCustomerValue+DuplicateRecordDetection
AttritionModelling,HiringandSuccession
FraudDetection+DisputeDevelopment
Forecasting+AutomatedAuthorizations
AutomationRiskScoring
+Underwriting+SuspiciousTransactions
+ClaimsReserving
Leaves
ChurnPrediction
Website/Sales
Packages
AgentsandBrokers
Product/Service
Competitors
CustomerServices
Marketing
IT HR Legal Finance Operations RiskManagement
Customer
Strategy
Logistics
MyPersonalCareerJourney– FromActuarytoDataScientist
Support
PriceElasticity
GivesFeedback
TextMining+SentimentAnalysis+NetPromoterScore
Helps
SmartCustomerDashboard
Prices
BannerandContentPersonalization
Security+CRM/LifetimeCustomerValue+DuplicateRecordDetection
AttritionModelling,HiringandSuccession
FraudDetection+DisputeDevelopment
Forecasting+AutomatedAuthorizations
AutomationRiskScoring
+Underwriting+ClaimsReserving
+SuspiciousTransactions
Leaves
ChurnPrediction
Actuarial tasks
Website/Sales
Packages
AgentsandBrokers
Product/Service
Competitors
CustomerServices
Marketing
IT HR Legal Finance Operations RiskManagement
Customer
Strategy
Logistics
Support
PriceElasticity
GivesFeedback
TextMining+SentimentAnalysis+NetPromoterScore
Helps
SmartCustomerDashboard
Prices
BannerandContentPersonalization
Security+CRM/LifetimeCustomerValue+DuplicateRecordDetection
AttritionModelling,HiringandSuccession
FraudDetection+DisputeDevelopment
Forecasting+AutomatedAuthorizations
AutomationRiskScoring
+Underwriting+ClaimsReserving
+SuspiciousTransactions
Leaves
ChurnPrediction
Actuarial tasks
MyPersonalCareerJourney– FromActuarytoDataScientist
Website/Sales
Packages
AgentsandBrokers
Product/Service
Competitors
CustomerServices
Marketing
IT HR Legal Finance Operations RiskManagement
Customer
Strategy
Logistics
Support
PriceElasticity
GivesFeedback
TextMining+SentimentAnalysis+NetPromoterScore
Helps
SmartCustomerDashboard
Prices
BannerandContentPersonalization
Security+CRM/LifetimeCustomerValue+DuplicateRecordDetection
AttritionModelling,HiringandSuccession
FraudDetection+DisputeDevelopment
Forecasting+AutomatedAuthorizations
AutomationRiskScoring
+Underwriting+ClaimsReserving
+SuspiciousTransactions
Leaves
ChurnPrediction
Actuarial tasks
MyPersonalCareerJourney– FromActuarytoDataScientist
Website/Sales
Packages
AgentsandBrokers
Product/Service
Competitors
CustomerServices
Marketing
IT HR Legal Finance Operations RiskManagement
Customer
Strategy
Logistics
Support
PriceElasticity
GivesFeedback
TextMining+SentimentAnalysis+NetPromoterScore
Helps
SmartCustomerDashboard
Prices
BannerandContentPersonalization
Security+CRM/LifetimeCustomerValue+DuplicateRecordDetection
AttritionModelling,HiringandSuccession
FraudDetection+DisputeDevelopment
Forecasting+AutomatedAuthorizations
AutomationRiskScoring
+Underwriting+ClaimsReserving
+SuspiciousTransactions
Leaves
ChurnPrediction
Actuarial tasks
MyPersonalCareerJourney– FromActuarytoDataScientist
Copyright © DataRobot, Inc. - All Rights Reserved
Human Roles in Insurance
Copyright © DataRobot, Inc. - All Rights Reserved
Communication and EngagementContext and General Knowledge
CreativityEmpathy
What Humans Are Best At
Copyright © DataRobot, Inc. - All Rights Reserved
“humans are inherently social creatures who get emotional value from seeing and
interacting with one another”
Source: https://hbr.org/2018/02/the-parts-of-customer-service-that-should-never-be-automated
When Customers Want a Human…
Copyright © DataRobot, Inc. - All Rights Reserved
Research has shown that “when banking customers used the ATM more and the teller
less, their overall level of satisfaction with the bank went down”
Source: http://onlinelibrary.wiley.com/doi/10.1111/j.1937-5956.2010.01151.x/abstract
Lessons From Banking
Copyright © DataRobot, Inc. - All Rights Reserved
AI / Human Synergies in Insurance
Copyright © DataRobot, Inc. - All Rights Reserved
Let the AI do work that is mundane, with predictable outcomes, and high volume.
Use AI For Transactions and
Processing
Copyright © DataRobot, Inc. - All Rights Reserved
AI can refer difficult judgement calls to humans.
For mainstream day-to-day processes, leave it to AI to give speedy solutions.
Use AI To Triage Problems to
Human Staff
Copyright © DataRobot, Inc. - All Rights Reserved
Don’t push customers away. No more “Select 1 to update your password,
Select 2 for a premium payment…”
Give customers the option to contact a human up-front. Then empower that human with AI
driven knowledge e.g. smart customer dashboard
Facilitate Human Interactions
Copyright © DataRobot, Inc. - All Rights Reserved
Smooth the process so that technology doesn’t distract from human interactions.
Get AI to triage what staff see.
Show customers which person is helping them, and the status of the process.
Enhance Workflows That Involve Humans
Copyright © DataRobot, Inc. - All Rights Reserved
Particularly for emotional issues.
Don’t make unsolicited emails the main communication line.
Make Staff and Customers Visible to
Each Other
Copyright © DataRobot, Inc. - All Rights Reserved
Reengineering Insurance Jobs and Hiring
Copyright © DataRobot, Inc. - All Rights Reserved
Not for procedural skills.
Hire Staff for Soft Skills and Common Sense
Copyright © DataRobot, Inc. - All Rights Reserved
Not about the number of closed cases.
Set Staff KPIs and Job Descriptions
to Be About Engaging Customers
Copyright © DataRobot, Inc. - All Rights Reserved
Key skills:• Common sense
• Verbal judo
Underwriter
Copyright © DataRobot, Inc. - All Rights Reserved
Key skills:• Compassion• Verbal judo
Claims Manager
Copyright © DataRobot, Inc. - All Rights Reserved
Key skills:• Curiosity
• Communication• Converting predictions into decisions
Actuary
Copyright © DataRobot, Inc. - All Rights Reserved
Summary
Copyright © DataRobot, Inc. - All Rights Reserved
Free up your humans to:
• Use soft skills with customers• Apply common sense• Create new solutions• Evangelise new ideas
• Generate sales and profit
The Human Touch
Your staff will be more valuable and productive when you free them from the mundane, to do what they are best at.
Copyright © DataRobot, Inc. - All Rights Reserved© DataRobot, Inc. All rights reserved.
Questions?Colin Priest
Senior Director of Product MarketingDataRobot