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Designing the Blueprint for Data-Driven
Customer Experiences
Patrick Tripp
VP, Product Strategy
RedPoint Global
©RedPoint Global Inc. 2018 | Confidential 2
Traditional Customer Journeys are Dead (fix- get Tibet Road)
Source: http://www.complexmania.com
©RedPoint Global Inc. 2018 | Confidential 3
of buyers will pay more
for a better customer
experience, but only
Customer Experience Index.
86%
Customer Expectations Have Risen
of customers feel that
brands consistently
meet their expectations
1%
©RedPoint Global Inc. 2018 | Confidential 4
The Biggest Gaps Between Strategy and Execution
Source: The State of Engagement: Bridging the Customer Journey Across Every Last Mile, RedPoint Global and CMO Council, May 2018.
42%Systems that leverage real-time data
0 10% 20% 30% 40%
37%Organization-wide single view of the customer
36
%
Measurable results that identify the
business impact
30%Budget to execute
27%Cultural shift to prioritize customer’s context
22%Executive-level support for CX priorities
21%Time, talent and technology to
execute consistently
20%Real-time intelligence and analytics
©RedPoint Global Inc. 2018 | Confidential 5
The Impact of Personalization for Retailers
85%of retailers are
focused on leveraging a single,
unified platform for all commerce,
inventory, customer and transaction
data to eliminate individual channel
silos and offer a seamless experience
Boston Retail Partners
40%
of consumers purchase
more from retailers that
provide a more personalized
shopping experience across
all channels
E-tailing Group
89%
of digital businesses are
investing in personalization
to align with customer
expectations
Forrester Research
55%
of respondents are
using two or more
communications channels
to contact a company or brand
Northridge Group
68%
of retailers are focused
on improving the customer
experience by identifying
customers, utilizing customer
facing technology and
empowering associates with
information in real-time
Boston Retail Partners
6-10%
revenue increase by
brands that create
personalized experiences
integrating advanced digital
technologies and proprietary
data their for customers
Boston Consulting Group
2. Recognize Customers from Anonymous
to Known
 Identity Resolution
 Deterministic and Probabilistic
 Respect Privacy
1. Create a Single Customer View
 Customer Data Platform (CDP)
 All Data Sources
 Cadence and Variety
3. Deliver Real-Time Customer Experiences
 Speed and Agility
 Data-Driven Personalization
 Omnichannel Orchestration
©RedPoint Global Inc. 2018 | Confidential 6
Blueprint for Data-Driven Customer Experiences
©RedPoint Global Inc. 2018 | Confidential 7
E-Commerce
Device
Social
Transactional
Physical
● Mailing address
● Physical address
● Name
Contact Graph
● Credit Card #
● Customer ID
● Address
● Device ID
● Mobile Number
● Web Session ID
● DMP ID
● Email Address
● Name
● Social Handle
● Persona Name
● Email Address
● Customer ID
● Loyalty Program ID
Touchpoints
Web/Browser
Email
The contact graph combines fragmented data across many touchpoints to create the unique individual
Potential Identifiers
©RedPoint Global Inc. 2018 | Confidential 7
CDP: Creating the Golden Record
©RedPoint Global Inc. 2018 | Confidential 8
Machine Learning
requires accurate, robust
data management
Dirty data: Missing values, poor
categories, inconsistent
formatting, erroneous values
Noisy data: Conflicting data,
misleading information, too much
detail, poor collection practices
Sparse data: Very few actual
values, too many fields/variables
Inadequate data: Incomplete
collection, biased sampling,
over-correlation
So if you don’t know the
customer’s birth date,
just fill in anything – it’s a
mandatory field. And we
put international phone
numbers in the shoe size
field because that is the
only place it lets us.
Doesn’t that cause
problems later?
Yes.
Any other questions?
©RedPoint Global Inc. 2018 | Confidential 8
The Data Problem: Garbage In Garbage Out
©RedPoint Global Inc. 2018 | Confidential 9
Product
Registration
POSMobileE-com
Name &
Device ID
WebWeb
Product
Details
DMP
Cookies
& Tags
Customer
Profiles
©RedPoint Global Inc. 2018 | Confidential 9
Identity Resolution – Anonymous to Known
©RedPoint Global Inc. 2018 | Confidential 10©RedPoint Global Inc. 2018 | Confidential 10
AI and Machine Learning in Marketing
Business
Rules
Machine
Learning
©RedPoint Global Inc. 2018 | Confidential 11
CRITICAL CAPABILITIES FOR REAL-TIME ENGAGEMENT
Data-Driven Personalization
Leverage online/offline data
and analytics to
automate segmentation
Strike a balance between
timing & context for
value-added engagement
Speed and Agility
MANUAL EFFORT AUTOMATED EFFORT
Deploy machine learning models
and A/B/n to optimize
engagement
Omnichannel Optimization
©RedPoint Global Inc. 2018 | Confidential 11
Critical Capabilities for Real-Time Engagement
From Segmentation…
©RedPoint Global Inc. 2018 | Confidential 12
…to Zero Segment Marketing
©RedPoint Global Inc. 2018 | Confidential 13
©RedPoint Global Inc. 2018 | Confidential 14
85%
Propensity
Score:
77%
Propensity
Score:
62%
Propensity
Score:
EMAIL
GIFT
INTERNET
SALE
TEXT
CODE
PURCHASE
LOYALTY
OFFER
HALF
OFF
NEXT BUY
FREE
PURCHASE
20% OFF
PURCHASE
OFFER
APP FLASH
SALE
PURCHASE
g
Mary Smith
m.smith@yahoo.com
Table
2/11/2016
$879
INACTIVE
Joe Johnson
j.johnson@gmail.com
Jacket
04/21/2017
$49
ACTIVE
Susan Day
susan.day@xyz.com
Shoes
6/19/2017
$299
ACTIVE
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
©RedPoint Global Inc. 2018 | Confidential 14
Path to Purchase Optimization
©RedPoint Global Inc. 2018 | Confidential 15
85%
Propensity
Score:
77%
Propensity
Score:
62%
Propensity
Score:
82%
Propensity
Score:
68%
Propensity
Score:
89%
Propensity
Score:
Joe Johnson
j.johnson@gmail.com
Jacket
04/21/2017
$49
ACTIVE
Susan Day
susan.day@xyz.com
Shoes
6/19/2017
$299
ACTIVE
PURCHASE
EMAIL
GIFT
INTERNET
SALE
TEXT
CODE
PURCHASE
LOYALTY
OFFER
HALF
OFF
NEXT BUY
FREE
PURCHASE
20% OFF
PURCHASE
OFFER
APP FLASH
SALE
PURCHASE
WEB SALE HALF OFF
LOYALTY
OFFER
PURCHASE
TEXT CODE INTERNET
SALE
LOYALTY
OFFER
50% OFF PURCHASE
OFFER
PURCHASE
PURCHASE
EMAIL
GIFT
EMAIL
GIFT
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Mary Smith
m.smith@yahoo.com
Table
2/11/2016
$879
INACTIVE
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Mary Smith
m.smith@yahoo.com
Table, Chairs
2/11/2016
$999
ACTIVE
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Joe Johnson
j.johnson@gmail.com
Jacket, Belt
04/21/2017
$99
ACTIVE
Name:
Email:
Purchase:
Last Purchase Date :
CLV:
Active / Inactive:
Susan Day
susan.day@xyz.com
Hand bag, Shoes
6/19/2017
$463
ACTIVE
©RedPoint Global Inc. 2018 | Confidential 15
Path to Purchase Optimization
©RedPoint Global Inc. 2018 | Confidential 16
Keurig Dr Pepper
• Leveraged RedPoint
on Microsoft Azure to
generate sophisticated
customer flavor profiles
• Product recommendation
engine makes
personalized offers
• Stood up six ongoing
cross-channel campaigns
in a matter of weeks for
the Holidays
• Lift on conversions
based on A/B/n carousel
• Holiday campaigns took
only 15 weeks from design
to live
144% revenue increase
from prior solution
©RedPoint Global Inc. 2018 | Confidential 17
How to Get Started?
Source: http://thecampuscareercoach.com
©RedPoint Global Inc. 2018 | Confidential 18
The Keys to Successful Customer Engagement
Single Customer View
Create a golden record and persist over time
Next Best Actions
Recommend decisions across the customer lifecycle
Personalized Experiences
Perfectly aligned relevance
©RedPoint Global Inc. 2018 | Confidential 19
The power of an
open garden
©RedPoint Global Inc. 2018 | Confidential 20
Steps to Delivering Actionable Analytics and Insights
STRETCH
Gather, merge and clean data
WALK
Deliver triggered marketing tactics
JOG
Coordinate the customer journey
RUN
Optimize using advanced analytics
Exercise 1
Draw in all the sources of customer data in your organization.
CDP
©RedPoint Global Inc. 2018 | Confidential 21
Exercise 2-3
2. For each source, list the identifying data. 3. Then connect the common data types across silos.
©RedPoint Global Inc. 2018 | Confidential 22
2. Recognize Customers from Anonymous
to Known
 Identity Resolution
 Deterministic and Probabilistic
 Respect Privacy
1. Create a Single Customer View
 Customer Data Platform (CDP)
 All Data Sources
 Cadence and Variety
3. Deliver Real-Time Customer Experiences
 Speed and Agility
 Data-Driven Personalization
 Omnichannel Orchestration
©RedPoint Global Inc. 2018 | Confidential 23©RedPoint Global Inc. 2018 | Confidential 23
Blueprint for Data-Driven Customer Experiences
patrick.tripp@redpointglobal.com
aaron.brennan@redpointglobal.com
Follow us on Twitter
@ptripp | @RedPointGlobal
contact.us@redpointglobal.com
Designing the data driven_Patrick Tripp

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Designing the data driven_Patrick Tripp

  • 1. Designing the Blueprint for Data-Driven Customer Experiences Patrick Tripp VP, Product Strategy RedPoint Global
  • 2. ©RedPoint Global Inc. 2018 | Confidential 2 Traditional Customer Journeys are Dead (fix- get Tibet Road) Source: http://www.complexmania.com
  • 3. ©RedPoint Global Inc. 2018 | Confidential 3 of buyers will pay more for a better customer experience, but only Customer Experience Index. 86% Customer Expectations Have Risen of customers feel that brands consistently meet their expectations 1%
  • 4. ©RedPoint Global Inc. 2018 | Confidential 4 The Biggest Gaps Between Strategy and Execution Source: The State of Engagement: Bridging the Customer Journey Across Every Last Mile, RedPoint Global and CMO Council, May 2018. 42%Systems that leverage real-time data 0 10% 20% 30% 40% 37%Organization-wide single view of the customer 36 % Measurable results that identify the business impact 30%Budget to execute 27%Cultural shift to prioritize customer’s context 22%Executive-level support for CX priorities 21%Time, talent and technology to execute consistently 20%Real-time intelligence and analytics
  • 5. ©RedPoint Global Inc. 2018 | Confidential 5 The Impact of Personalization for Retailers 85%of retailers are focused on leveraging a single, unified platform for all commerce, inventory, customer and transaction data to eliminate individual channel silos and offer a seamless experience Boston Retail Partners 40% of consumers purchase more from retailers that provide a more personalized shopping experience across all channels E-tailing Group 89% of digital businesses are investing in personalization to align with customer expectations Forrester Research 55% of respondents are using two or more communications channels to contact a company or brand Northridge Group 68% of retailers are focused on improving the customer experience by identifying customers, utilizing customer facing technology and empowering associates with information in real-time Boston Retail Partners 6-10% revenue increase by brands that create personalized experiences integrating advanced digital technologies and proprietary data their for customers Boston Consulting Group
  • 6. 2. Recognize Customers from Anonymous to Known  Identity Resolution  Deterministic and Probabilistic  Respect Privacy 1. Create a Single Customer View  Customer Data Platform (CDP)  All Data Sources  Cadence and Variety 3. Deliver Real-Time Customer Experiences  Speed and Agility  Data-Driven Personalization  Omnichannel Orchestration ©RedPoint Global Inc. 2018 | Confidential 6 Blueprint for Data-Driven Customer Experiences
  • 7. ©RedPoint Global Inc. 2018 | Confidential 7 E-Commerce Device Social Transactional Physical ● Mailing address ● Physical address ● Name Contact Graph ● Credit Card # ● Customer ID ● Address ● Device ID ● Mobile Number ● Web Session ID ● DMP ID ● Email Address ● Name ● Social Handle ● Persona Name ● Email Address ● Customer ID ● Loyalty Program ID Touchpoints Web/Browser Email The contact graph combines fragmented data across many touchpoints to create the unique individual Potential Identifiers ©RedPoint Global Inc. 2018 | Confidential 7 CDP: Creating the Golden Record
  • 8. ©RedPoint Global Inc. 2018 | Confidential 8 Machine Learning requires accurate, robust data management Dirty data: Missing values, poor categories, inconsistent formatting, erroneous values Noisy data: Conflicting data, misleading information, too much detail, poor collection practices Sparse data: Very few actual values, too many fields/variables Inadequate data: Incomplete collection, biased sampling, over-correlation So if you don’t know the customer’s birth date, just fill in anything – it’s a mandatory field. And we put international phone numbers in the shoe size field because that is the only place it lets us. Doesn’t that cause problems later? Yes. Any other questions? ©RedPoint Global Inc. 2018 | Confidential 8 The Data Problem: Garbage In Garbage Out
  • 9. ©RedPoint Global Inc. 2018 | Confidential 9 Product Registration POSMobileE-com Name & Device ID WebWeb Product Details DMP Cookies & Tags Customer Profiles ©RedPoint Global Inc. 2018 | Confidential 9 Identity Resolution – Anonymous to Known
  • 10. ©RedPoint Global Inc. 2018 | Confidential 10©RedPoint Global Inc. 2018 | Confidential 10 AI and Machine Learning in Marketing Business Rules Machine Learning
  • 11. ©RedPoint Global Inc. 2018 | Confidential 11 CRITICAL CAPABILITIES FOR REAL-TIME ENGAGEMENT Data-Driven Personalization Leverage online/offline data and analytics to automate segmentation Strike a balance between timing & context for value-added engagement Speed and Agility MANUAL EFFORT AUTOMATED EFFORT Deploy machine learning models and A/B/n to optimize engagement Omnichannel Optimization ©RedPoint Global Inc. 2018 | Confidential 11 Critical Capabilities for Real-Time Engagement
  • 12. From Segmentation… ©RedPoint Global Inc. 2018 | Confidential 12
  • 13. …to Zero Segment Marketing ©RedPoint Global Inc. 2018 | Confidential 13
  • 14. ©RedPoint Global Inc. 2018 | Confidential 14 85% Propensity Score: 77% Propensity Score: 62% Propensity Score: EMAIL GIFT INTERNET SALE TEXT CODE PURCHASE LOYALTY OFFER HALF OFF NEXT BUY FREE PURCHASE 20% OFF PURCHASE OFFER APP FLASH SALE PURCHASE g Mary Smith m.smith@yahoo.com Table 2/11/2016 $879 INACTIVE Joe Johnson j.johnson@gmail.com Jacket 04/21/2017 $49 ACTIVE Susan Day susan.day@xyz.com Shoes 6/19/2017 $299 ACTIVE Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: ©RedPoint Global Inc. 2018 | Confidential 14 Path to Purchase Optimization
  • 15. ©RedPoint Global Inc. 2018 | Confidential 15 85% Propensity Score: 77% Propensity Score: 62% Propensity Score: 82% Propensity Score: 68% Propensity Score: 89% Propensity Score: Joe Johnson j.johnson@gmail.com Jacket 04/21/2017 $49 ACTIVE Susan Day susan.day@xyz.com Shoes 6/19/2017 $299 ACTIVE PURCHASE EMAIL GIFT INTERNET SALE TEXT CODE PURCHASE LOYALTY OFFER HALF OFF NEXT BUY FREE PURCHASE 20% OFF PURCHASE OFFER APP FLASH SALE PURCHASE WEB SALE HALF OFF LOYALTY OFFER PURCHASE TEXT CODE INTERNET SALE LOYALTY OFFER 50% OFF PURCHASE OFFER PURCHASE PURCHASE EMAIL GIFT EMAIL GIFT Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Mary Smith m.smith@yahoo.com Table 2/11/2016 $879 INACTIVE Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Mary Smith m.smith@yahoo.com Table, Chairs 2/11/2016 $999 ACTIVE Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Joe Johnson j.johnson@gmail.com Jacket, Belt 04/21/2017 $99 ACTIVE Name: Email: Purchase: Last Purchase Date : CLV: Active / Inactive: Susan Day susan.day@xyz.com Hand bag, Shoes 6/19/2017 $463 ACTIVE ©RedPoint Global Inc. 2018 | Confidential 15 Path to Purchase Optimization
  • 16. ©RedPoint Global Inc. 2018 | Confidential 16 Keurig Dr Pepper • Leveraged RedPoint on Microsoft Azure to generate sophisticated customer flavor profiles • Product recommendation engine makes personalized offers • Stood up six ongoing cross-channel campaigns in a matter of weeks for the Holidays • Lift on conversions based on A/B/n carousel • Holiday campaigns took only 15 weeks from design to live 144% revenue increase from prior solution
  • 17. ©RedPoint Global Inc. 2018 | Confidential 17 How to Get Started? Source: http://thecampuscareercoach.com
  • 18. ©RedPoint Global Inc. 2018 | Confidential 18 The Keys to Successful Customer Engagement Single Customer View Create a golden record and persist over time Next Best Actions Recommend decisions across the customer lifecycle Personalized Experiences Perfectly aligned relevance
  • 19. ©RedPoint Global Inc. 2018 | Confidential 19 The power of an open garden
  • 20. ©RedPoint Global Inc. 2018 | Confidential 20 Steps to Delivering Actionable Analytics and Insights STRETCH Gather, merge and clean data WALK Deliver triggered marketing tactics JOG Coordinate the customer journey RUN Optimize using advanced analytics
  • 21. Exercise 1 Draw in all the sources of customer data in your organization. CDP ©RedPoint Global Inc. 2018 | Confidential 21
  • 22. Exercise 2-3 2. For each source, list the identifying data. 3. Then connect the common data types across silos. ©RedPoint Global Inc. 2018 | Confidential 22
  • 23. 2. Recognize Customers from Anonymous to Known  Identity Resolution  Deterministic and Probabilistic  Respect Privacy 1. Create a Single Customer View  Customer Data Platform (CDP)  All Data Sources  Cadence and Variety 3. Deliver Real-Time Customer Experiences  Speed and Agility  Data-Driven Personalization  Omnichannel Orchestration ©RedPoint Global Inc. 2018 | Confidential 23©RedPoint Global Inc. 2018 | Confidential 23 Blueprint for Data-Driven Customer Experiences
  • 24. patrick.tripp@redpointglobal.com aaron.brennan@redpointglobal.com Follow us on Twitter @ptripp | @RedPointGlobal contact.us@redpointglobal.com