Top Banner
Creating Lifetime Customers Using Machine Learning and Predictive Personalization WEBTMRRW15 – March 10, 2015 Presented by // Chris Nash @chrisnash Senior business optimization consultant & Co-author Connect
20

Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

Jul 14, 2015

Download

Marketing

Bloovi
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

Creating Lifetime Customers Using Machine Learning and Predictive PersonalizationWEBTMRRW15 – March 10, 2015

Presented by // Chris Nash @chrisnash

Senior business optimization consultant & Co-author Connect

Page 2: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

2

What happens in a “web today”

minute?

Page 3: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

3

Millions of customer experiences

Page 4: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

4

But often low qualitycustomer experiences

Page 5: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

5

Page 6: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

6

What aboutthe “web tomorrow”

minute?

Page 7: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

7

Accurately anticipatethe needs of customers

– in the moment –based on

predictive technologies

Page 8: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

8

Customers reveal digital preferences – data – as

they make decisions “in the moment”

Customers seek relevancy Brands = experience architects

Brands must create relevant experiences by anticipating next best action

Customer experience – Decision journeys

Page 9: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

9 9

Two Predictive Technologies

Predictive Personalization Machine Learning

Recognize in-the-moment behavior and behavior patterns

Big data technology to analyze the past to predict the future

Page 10: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

Steve

Fiona

MarkRichard

Jane

Steve

Fiona

MarkRichard

Jane

Steve

Fiona

MarkRichard

Jane

Auto

Home

Life

CommericalBusiness

Extended

Multi

Auto

Home

Life

CommericalBusiness

Extended

Multi

Auto

Home

Life

CommericalBusiness

Extended

Multi

Steve

Fiona

MarkRichard

Jane

Auto

Home

Life

CommericalBusiness

Extended

Multi

Persona Profile Product Profile

In-the-moment, predictive personalization

web

mobile

email

social

apps

commerce

Act on in-the-moment

behavior

Steve

Fiona

MarkRichard

Jane

Auto

Home

Life

CommericalBusiness

Extended

Multi

Profile pattern match Profile pattern match

Single view of individual customer

Page 11: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

11

Machine Learning Using Customer Experience Data

Unstructured Customer Experience Data Synthesize

Data

Train the System

LearnPredictions

Evaluate & Refine

ProvidePredictive

Data

APIAPI

Page 12: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

12

What if you combine these two

capabilities?

Page 13: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

13

API

Predictive Personalization

ML Predictions

Page 14: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

14 14

Possibilities

Commerce

Predict the next product to sell based on in-the-moment relevancy and cohort analysis

Online Advertising

Predict the next online ad to display based on in-the-moment relevancy and cohort analysis

Content

Predict the next piece of content and call-to-action to present in the relevant channel

Page 15: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

15

10 top bank in Russia

Consumer, Private, Commercial, Business banking

Uses predictive personalization to increase sales of consumer loans

Boosted conversion rate for completed consumer loan applications from 4% to 24%

PS Bank

4% to 24%

Page 16: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

16

Retirement savings fund

2.1 million members; $75B assets

Uses predictive personalization in combination with predictive data to increase member self-service and grow member satisfaction

Boosted use of personalized online self-services conversions by 250%

AustralianSuper

250%

Page 17: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

17 17

Tips / Takeaways

Don’t: “ask for marriage on the first date”

Do: understand consumers’ basic drives —“universal human truths”

See: The Ultimate Marketing Machine350 CEOs, CMOs, and agency headssurveys of 10,000-plus marketers from 92 countriesHarvard Business Review JULY–AUGUST 2014

Page 18: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

1818

Tips / Takeaways

Take a phased approached to CX relevancy

..

..

.If-then personalization

Simple data merge

Algorithmpersonalization

Systemic algorithmpersonalization

Machine Learningpersonalization

93% of companies using personalization experience sales increases*Econsultancy 2014

Page 19: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

19 19

Optimize

Nurture

Engage

Initiate

Radiate

Align

Lifetime

CustomersAssess your organization’s customer experience maturity

Tips / Takeaways

Page 20: Christophet Nash at WebTomorrow about Creating Lifetime Customers ...by Using Machine Learning and Predictive Personalization

www.ConnectTheExperience.com

Take simple CXMM assessment

Download first 2 chapters for free