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March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley Llewellyn Vice President Banking Analytics Solutions IBM 1

The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

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Page 1: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

March 2016

The Science of Customer Insight

Likhit WagleGeneral Manager

Banking and Financial MarketsIBM

Boxley LlewellynVice President

Banking Analytics SolutionsIBM

1

Page 2: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Our industry is in the midst of a perfect storm

Cost pressuresChanging customers and their demands Silicon Valley is coming

Regulatory GrowthIncreasing fraud2

Page 3: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Industry Imperatives: Outcomes Banks are Seeking

Superior Customer Experience

Ecosystem Relevance and Growth

Radical Cost Takeout and Leverage

Copyright2016IBMCorporation3

Page 4: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Radical cost takeout

Copyright2016IBMCorporation4

Page 5: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Ecosystem relevance

Copyright 2016 IBM Corporation

Traditional Financial Institutions

FrictionlessCommerce

IoT

Location

ModelsLending

eWallets

Apple Pay

White Label

RoboAdvisor

Data

IoT

Channels

WealthManagers

Social

Payments

5

Page 6: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Superior Customer Experience

Copyright2016IBMCorporation6

Page 7: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Data is not the problem – banks have it

Copyright2016IBMCorporation7

Page 8: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Customer Insight is about understanding propensities

InCollege

CareerChangeStartinga

Business

KidsinCollege

Teenager

InaRelation-ship

Graduation

FirstPaycheck

GettingMarried

GrowingFamily

Relocation

BuyingaHouse Retire-

mentEmptyNester

Inheritance

ParentCare

BuyingaCar

Behavior• Whattheyspend• Whentheyspend• Howtheymanage• Wheretheygo• Whattheirsocialprofilesays• Whatchanneltheyuse

LifeEventsFinancialEvents• Overdraft• PayRaise• Awards• HealthCrisis• ProductChurn• Attrition

Copyright2016IBMCorporation8

Page 9: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

The Makings of Customer Insight

DeliverInsights

IndustrySpecificKPIs&Alerts

UIDesign&Pre-BuiltDashboards

PerformAnalytics

Pre-BuiltIndustryAnalyticModels

DescriptivetoPredictivetoCognitive

PrepareData

IndustryDataModels&Connectors Internal&ExternalData

Relevant DataSources

Business Roles

Pre-IntegratedCapabilities

Line of BusinessExecutive

Chief DataOfficer

Chief Marketing Officer

© 2016 IBM Corporation9

Page 10: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Building the Cognitive BankCustomer Insight Delivered to Banker’s Dashboards and Customer’s Mobile Devices

Copyright2016IBMCorporation10

Page 11: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Example Results of Integrated Analytics Models

PREDICTING CASH FLOWS & OVERDRAFTS PREDICTING LIFE

EVENTS

94% 9

91%PREDICTING CHURN

differentlifeeventspredictedwith95+%accuracy

improvement,eliminatingdeliveryofirrelevantoffers

to3.6millioncustomers

IMPROVING TARGETING

improvementover existing models

50%

accuracy a week ahead, 87% accuracy 4 weeks ahead

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Page 12: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Customer Insight - The Business Case Closes

UseCase PrimaryModel Business Case

Millennial attrition Behaviorsegmentation Lifetimeprofitability

Mortgagechurn Productchurnpropensity

Mortgage servicing,loyalty

Cashflowalerts Cash flowprediction Loyalty,personalloanproduct

Autopurchase Life Eventprediction Autoloanrevenue

WealthTransfer Behaviorsegmentation Investment,deposits

Pricing Productpropensity Revenuegrowth

Targeted marketing Upsell,productpropensityandeventprediction

Marketingefficiency,revenuegrowth, personalizedservice

Copyright2016IBMCorporation12

Page 13: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Building the Cognitive Bank

CognitiveComputing

DigitalNetwork

EnablingInfrastructure

BusinessEcosystems

CognitiveBanking

Mobile & Social

Omni-channel

Customer Insights

Digital Operations

Customer Value Chains

CustomerEconomic Choices

Integration

Big Data

IT Infrastructure

Security

Resilience

Natural Language Processing

Machine LearningAlgorithms

Ecosystem Servicesand Partners

Predictive Analytics

The Elements of the Cognitive Bank

Copyright2016IBMCorporation13

Page 14: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

Transformation Accelerators

Differentiated Offerings

Pre-built Solutions

Innovators, not Disruptors

CognitivePartnerships

Design Thinking

Industry Depth and Eminence

Platforms

Delivery Excellence at

Scale

Data Science Studios

Copyright2016IBMCorporation14

Page 15: The Science of Customer Insight - IBM Big Data & Analytics Hub€¦ · March 2016 The Science of Customer Insight Likhit Wagle General Manager Banking and Financial Markets IBM Boxley

I

Thank you

ibm.com/analytics

ibm.com/banking

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