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Go Beyond Pretty Graphs – 
Gaining Actionable Customer Insights 
from Your Bank’s Big Data 
NGDATA Webinar – October 22nd 2014 
Steven Noels 
CTO, NGDATA
Key Takeaways 
▪ Steps to successfully gain actionable insights from your Big Data 
▪ How to apply Customer DNA to better engage your customers and 
increase their value 
▪ Case studies of top banks that are increasing their 
customer satisfaction by using actionable, real-time insights 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 2
With so much data available, analysis is often time-consuming— 
making it hard to be agile, let alone proactive. 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 3
Customer Experience 
Customer spamming is doing more damage than good 
Social Data 
Company 
& Customer 
Activity 
Customer 
Web & Mobile 
Website & 
online apps 
Mobile App Server 
Customer Channel 
Campaigns 
Mail 
SMS 
Print 
Broadcast 
Customer 
Service Desk 
Customer 
CRM 
Systems 
Offers 
direct mail 
ATM 
web 
Agent, IVR 
email 
mobile 
chat 
Relevance? 
Awareness? 
Value? 
Timing? 
Clarity? 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 4
Main Challenges to Customer Centricity 
Marketing 
Pressure 
Multiple 
Customer 
Definitions 
 Large organizations are marketing to the same database in 
different ways and times 
 Inconsistent cadence and messaging damages trust and credibility 
 Over-marketing to customers can lead to decreased engagement and 
increased churn 
 No central view of the customer 
 Lack of relevant messaging to customers which can lead to low 
engagement 
Too many 
dashboards – 
little insights 
 Batched analysis can lead to missed opportunities to present offers 
and messaging in a timely manner. 
 Missed opportunity to impact loyalty and lowers ROI. 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 5
Not Just Big Data Graphs… 
Enterprises are NOT looking for new presentations of their data anymore, 
but for RESULTS and for solutions and people to achieve them 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 6
Answering the Tough Questions… 
Which of my most valuable customers is most likely to churn away? 
And provide me with enough advance notice to go & fix this! 
Which additional offers can I recommend to a customer based on 
their recent behavior and spending or savings habits? 
What is the best channel to connect with my customer, and when? 
What products can I cross- or up-sell to gain a more solid, long 
lasting customer relationship, for greater engagement and 
value? 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 7
Google Now 
The Leading Example 
connect the dots 
real-time 
context-aware 
hyper-personal 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 8
Get to Know Your Customers 
Preferences 
Context 
Affinities 
Behavior 
CUSTOMER DNA 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 9
What is Customer DNA? 
▪ an organized collection of 1000s of predefined 
descriptive metrics 
▪ calculated in real time 
▪ by a configuration-based calculation engine 
▪ organized per identified customer 
▪ based on a variety of data sources, both interaction-and 
fact-based 
▪ using a variety of predefined calculation, prediction 
or retrieval methods 
▪ providing actionable data for marketing & 
customer-centric applications 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 10
Customer DNA is Based on Interaction Data 
and factual data (customer facts, contract info …) 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 11
Customer 
DNA 
Towards a New Architecture 
App Phone 
Mobile 
www 
STB 
Network 
Shop 
Call Centre 
CDR 
POS 
Personalization 
Acquisition 
Journey 
ARPU / CLTV 
Marketing 
Advertising 
Churn 
Fraud 
App Phone 
Mobile 
www 
STB 
Network 
Shop 
Call Centre 
POS 
CDR 
Personalization 
Acquisition 
Journey 
ARPU / CLTV 
Marketing 
Advertising 
Churn 
Fraud 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 12
Customer DNA Enables You To… 
Overcome 
“Analysis 
Paralysis” 
Proactively 
Engage with 
Customers 
Cope with 
plethora 
of data 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 13
Customer DNA Enables You To… 
Analysis 
Action 
ability 
3 V’s 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 14
Apply Data-Driven Applications 
Data-driven applications act on 
any volume of real-time data to 
actively guide and optimize 
business processes based on 
continuously growing insights 
on customer behavior, intent 
and preferences. 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 15
Applied to Subscription-based Businesses 
Customer Lifetime Value (Inbound, Outbound, Risk) 
Banking 
•Value-add Services such as Merchant-funded 
Coupons 
• Customer Experience 
− Personalized service & products 
− Financial Advise 
• Risk Assessment 
• Marketing Targeting Efficiency 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 16
Use Cases for Finance
Listen: 1-2-1 Marketing and Micro Campaigns 
Product-Centric Customer-Centric 
web branch 
social 
media 
social 
Retrofit Cus 
Branch 
Result 
Product 
Teams 
ATM 
telesales Product & 
Individual Product and 
Content Preferences – 
Marketing campaigns with 
higher Frequency (> x10), 
higher Response rate (x4) and 
reduced Budget (< ½) 
Objectives 
• Improve ROI (conversion ratio) of Marketing 
Campaigns by targeting individual customers, or Sets 
of customers based on preferences 
Solution 
• Real-time ingest of multiple data feeds 
• DNA with focus on current accounts, activities, 
context based interactions and product preferences 
• Learned preferences to feed event-based marketing 
actions & connect customers to preferred products 
• Moving from product centric to customer centric 
marketing 
tom 
er 
journeys 
contact 
center 
self- 
Service 
mobile 
web 
Channel 
Wrapper 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 18
Learn: Improve Customer Service for Increased CLTV 
Large US Wealth Management Bank 
Result 
Real Time Actionable 
Customer DNA – 
Allows agents to provide 
better and more efficient 
advice. Building increased 
customer loyalty 
Objectives 
• Improve financial advice suggesting the right 
investment at the right time to the right customer 
Solution 
• Real time ingest of the investment history, 
behavioral metrics, etc., of the customer 
• Monitor all interactions (payments, CC, calls, IVR, 
mobile and online…) to develop a Customer DNA 
• Continuously learn and enhance the Customer DNA, 
with a focus on offering potential new investments 
in line with the individual profile 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 19
Execute: Merchant-funded Mobile Offers 
Fortune 50 US Retail Bank 
Mobile Information Mobile Wallet Mobile Redemption 
Objectives 
• Leverage multiple sources of data to improve 
coupon redemption rate through real-time, location-based 
personalized offers 
Solution 
• Real-time ingest of payment transactions 
• Behavior-based MCC preference learning 
• Location- and preferences-based coupon selection & 
delivery in mobile wallet 
• Evaluate performance between collaborative 
filtering & KB-based preference learning 
Result 
Individual Coupon delivery – 
Average targeting precision 
increased by 5-7x, results in 
increased redemptions and 
loyalty 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 20
Experience the Difference with Lily 
Listen Bigger. 
VOLUME 
Learn Faster. 
Volumes of Data Availability Questions Answered 
SPEED 
Execute Smarter. 
ANSWERS 
Unknown Unknowns 
Known Unknowns 
Known 
Knowns 
DW/BI DW/BI DW/BI 
Start working with Lily to discover results from Day 1 
Zettabytes 
Exabytes 
Petabytes 
Terabytes 
Gigabytes 
Seconds 
Minutes 
Hours 
Days 
Weeks 
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 21
Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 22
Thank you! 
stevenn@ngdata.com

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Go Beyond Pretty Graphs

  • 1. Go Beyond Pretty Graphs – Gaining Actionable Customer Insights from Your Bank’s Big Data NGDATA Webinar – October 22nd 2014 Steven Noels CTO, NGDATA
  • 2. Key Takeaways ▪ Steps to successfully gain actionable insights from your Big Data ▪ How to apply Customer DNA to better engage your customers and increase their value ▪ Case studies of top banks that are increasing their customer satisfaction by using actionable, real-time insights Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 2
  • 3. With so much data available, analysis is often time-consuming— making it hard to be agile, let alone proactive. Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 3
  • 4. Customer Experience Customer spamming is doing more damage than good Social Data Company & Customer Activity Customer Web & Mobile Website & online apps Mobile App Server Customer Channel Campaigns Mail SMS Print Broadcast Customer Service Desk Customer CRM Systems Offers direct mail ATM web Agent, IVR email mobile chat Relevance? Awareness? Value? Timing? Clarity? Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 4
  • 5. Main Challenges to Customer Centricity Marketing Pressure Multiple Customer Definitions  Large organizations are marketing to the same database in different ways and times  Inconsistent cadence and messaging damages trust and credibility  Over-marketing to customers can lead to decreased engagement and increased churn  No central view of the customer  Lack of relevant messaging to customers which can lead to low engagement Too many dashboards – little insights  Batched analysis can lead to missed opportunities to present offers and messaging in a timely manner.  Missed opportunity to impact loyalty and lowers ROI. Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 5
  • 6. Not Just Big Data Graphs… Enterprises are NOT looking for new presentations of their data anymore, but for RESULTS and for solutions and people to achieve them Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 6
  • 7. Answering the Tough Questions… Which of my most valuable customers is most likely to churn away? And provide me with enough advance notice to go & fix this! Which additional offers can I recommend to a customer based on their recent behavior and spending or savings habits? What is the best channel to connect with my customer, and when? What products can I cross- or up-sell to gain a more solid, long lasting customer relationship, for greater engagement and value? Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 7
  • 8. Google Now The Leading Example connect the dots real-time context-aware hyper-personal Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 8
  • 9. Get to Know Your Customers Preferences Context Affinities Behavior CUSTOMER DNA Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 9
  • 10. What is Customer DNA? ▪ an organized collection of 1000s of predefined descriptive metrics ▪ calculated in real time ▪ by a configuration-based calculation engine ▪ organized per identified customer ▪ based on a variety of data sources, both interaction-and fact-based ▪ using a variety of predefined calculation, prediction or retrieval methods ▪ providing actionable data for marketing & customer-centric applications Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 10
  • 11. Customer DNA is Based on Interaction Data and factual data (customer facts, contract info …) Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 11
  • 12. Customer DNA Towards a New Architecture App Phone Mobile www STB Network Shop Call Centre CDR POS Personalization Acquisition Journey ARPU / CLTV Marketing Advertising Churn Fraud App Phone Mobile www STB Network Shop Call Centre POS CDR Personalization Acquisition Journey ARPU / CLTV Marketing Advertising Churn Fraud Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 12
  • 13. Customer DNA Enables You To… Overcome “Analysis Paralysis” Proactively Engage with Customers Cope with plethora of data Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 13
  • 14. Customer DNA Enables You To… Analysis Action ability 3 V’s Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 14
  • 15. Apply Data-Driven Applications Data-driven applications act on any volume of real-time data to actively guide and optimize business processes based on continuously growing insights on customer behavior, intent and preferences. Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 15
  • 16. Applied to Subscription-based Businesses Customer Lifetime Value (Inbound, Outbound, Risk) Banking •Value-add Services such as Merchant-funded Coupons • Customer Experience − Personalized service & products − Financial Advise • Risk Assessment • Marketing Targeting Efficiency Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 16
  • 17. Use Cases for Finance
  • 18. Listen: 1-2-1 Marketing and Micro Campaigns Product-Centric Customer-Centric web branch social media social Retrofit Cus Branch Result Product Teams ATM telesales Product & Individual Product and Content Preferences – Marketing campaigns with higher Frequency (> x10), higher Response rate (x4) and reduced Budget (< ½) Objectives • Improve ROI (conversion ratio) of Marketing Campaigns by targeting individual customers, or Sets of customers based on preferences Solution • Real-time ingest of multiple data feeds • DNA with focus on current accounts, activities, context based interactions and product preferences • Learned preferences to feed event-based marketing actions & connect customers to preferred products • Moving from product centric to customer centric marketing tom er journeys contact center self- Service mobile web Channel Wrapper Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 18
  • 19. Learn: Improve Customer Service for Increased CLTV Large US Wealth Management Bank Result Real Time Actionable Customer DNA – Allows agents to provide better and more efficient advice. Building increased customer loyalty Objectives • Improve financial advice suggesting the right investment at the right time to the right customer Solution • Real time ingest of the investment history, behavioral metrics, etc., of the customer • Monitor all interactions (payments, CC, calls, IVR, mobile and online…) to develop a Customer DNA • Continuously learn and enhance the Customer DNA, with a focus on offering potential new investments in line with the individual profile Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 19
  • 20. Execute: Merchant-funded Mobile Offers Fortune 50 US Retail Bank Mobile Information Mobile Wallet Mobile Redemption Objectives • Leverage multiple sources of data to improve coupon redemption rate through real-time, location-based personalized offers Solution • Real-time ingest of payment transactions • Behavior-based MCC preference learning • Location- and preferences-based coupon selection & delivery in mobile wallet • Evaluate performance between collaborative filtering & KB-based preference learning Result Individual Coupon delivery – Average targeting precision increased by 5-7x, results in increased redemptions and loyalty Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 20
  • 21. Experience the Difference with Lily Listen Bigger. VOLUME Learn Faster. Volumes of Data Availability Questions Answered SPEED Execute Smarter. ANSWERS Unknown Unknowns Known Unknowns Known Knowns DW/BI DW/BI DW/BI Start working with Lily to discover results from Day 1 Zettabytes Exabytes Petabytes Terabytes Gigabytes Seconds Minutes Hours Days Weeks Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 21
  • 22. Copyright 2014 NGDATA®, Inc. Confidential – Distribution prohibited without permission 22

Editor's Notes

  • #4: BAI Banner Image (guy) Put bullets in and send to Dan
  • #10: Add bread crumbs Step 1. Customer DNA
  • #22: More data is more important than better models. Trends are more significant than metrics.