AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM /...

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Copyright © DataRobot, Inc. - All Rights Reserved AI and Humans: Synergies in Insurance

Transcript of AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM /...

Page 1: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

Copyright © DataRobot, Inc. - All Rights Reserved

AI and Humans: Synergies in Insurance

Page 2: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

Copyright © DataRobot, Inc. - All Rights Reserved

AI in Insurance

Page 3: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

Copyright © DataRobot, Inc. - All Rights Reserved

Repetitive TasksMathematics

Data ManipulationParallel Processing

What Computers Are Best At

Page 4: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Mainstream Best Practice

● Roboadvice

● Automated underwriting

● Claims triage

● Suspicious transactions

● Next best offer, cross-sell and up-sell

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Objective, individualised insurance product recommendations

Roboadvice

Page 6: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Categorising Insurance Applications:

StandardSub-standard

Reject

Automated Underwriting

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Automatically flagging claims for immediate payment versus manual review.

Claims Triage

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Automatically flagging applications and claims for special review.

Suspicious Transactions:Fraud & AML

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Marketing campaigns optimised for individual customer characteristics.

Next Best Offer, Cross-Sell

and Up-Sell

Page 10: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Rapidly Becoming Best Practice

● Next best action

● Smart customer dashboards

● Duplicate customer records

● Disputes

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Engaging communication with customers and leads, individualised for both content and

timing.

Next Best Action

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Know your customer:

Churn probabilityNext best offer

Net promoter scoreLifetime customer value

Smart Customer Dashboard

Page 13: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

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Copyright © DataRobot, Inc. - All Rights Reserved

Which disputes will end up in legal action? Which ones can be solved by negotiation?

Disputes

Page 15: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 16: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 17: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 18: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 19: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 20: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Human Roles in Insurance

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Communication and EngagementContext and General Knowledge

CreativityEmpathy

What Humans Are Best At

Page 22: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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“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…

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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

Page 24: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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AI / Human Synergies in Insurance

Page 25: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Let the AI do work that is mundane, with predictable outcomes, and high volume.

Use AI For Transactions and

Processing

Page 26: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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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

Page 27: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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

Page 28: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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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

Page 29: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Particularly for emotional issues.

Don’t make unsolicited emails the main communication line.

Make Staff and Customers Visible to

Each Other

Page 30: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Reengineering Insurance Jobs and Hiring

Page 31: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Not for procedural skills.

Hire Staff for Soft Skills and Common Sense

Page 32: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Not about the number of closed cases.

Set Staff KPIs and Job Descriptions

to Be About Engaging Customers

Page 33: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Key skills:• Common sense

• Verbal judo

Underwriter

Page 34: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Key skills:• Compassion• Verbal judo

Claims Manager

Page 35: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Key skills:• Curiosity

• Communication• Converting predictions into decisions

Actuary

Page 36: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Summary

Page 37: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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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.

Page 38: AI and Humans: Synergies in Insurance · Banner and Content Personalization Security + CRM / Lifetime Customer Value + Duplicate Record Detection Attrition Modelling, Hiring and Succession

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Questions?Colin Priest

Senior Director of Product MarketingDataRobot

[email protected]