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Big Data Practice
Consumer Insights through Big Data
Analytics
Chee-Chan Keng
Head of Product Development
Experian Marketing Services (Hitwise)
26th February 2014

©2014
©2013 Experian Information Solutions, Inc. All rights reserved. Experian and the marks used herein are service marks or regi stered trademarks of
registered
Experian Information Solutions, Inc. Other product and company names mentioned herein are the trademarks of their respective owners.
No part of this copyrighted work may be reproduced, modified, or distributed in any form or manner without the prior written permission of Experian.
Experian Public.
Who We Are

Experian
|
Experian Marketing Services
|
Hitwise

©2014 Experian Inc. All rights reserved.
Experian Public.

2
Experian Overview

Experian, a $4.7 billion (USD) information solutions
provider listed on the London Stock Exchange

Credit
Services

Consumer credit
Business information
Transaction processing
Automotive services
Insurance services

Decision
Analytics

Credit analytics and
decision support
software
Fraud solutions

Marketing
Services

Consumer
Services

Data and
data management
Research services
Digital services
Business strategies

Consumer direct services
Lead generation

300+ staffs in Cyberjaya
©2014 Experian Inc. All rights reserved.
Experian Public.

3
About Experian & Marketing Services

Experian is the
leader in global
information
services

Marketing Services Sales of US $1
billion

Target

©2014 Experian Inc. All rights reserved.
Experian Public.

17,000 employees in
40 countries
servicing over
100,000 clients

Marketing Services CheetahMail, MIS,
Mosaic, Simmons,
QAS, Hitwise

Engage

Helps marketers
through consumer
insights, targeting,
and cross-channel
marketing

Convert

4
A Selection of the 1,500+ Companies associated
with Experian Marketing Services
Experian Hitwise

 Experian Hitwise is the leading competitive intelligence
service, giving marketers a competitive advantage when
planning, monitoring and measuring marketing campaigns

 Leverages partnerships with multiple ISPs and Opt-In
Panels to monitor consumer behaviour as they visit online
websites – every day

 25 million Internet users (10m in the US)
►

The largest sample measured every day

 1,000,000+ online businesses

 160+ industry categories
 Methodology and data audited by PricewaterhouseCoopers
©2014 Experian Inc. All rights reserved.
Experian Public.

6
Marketing Campaigns
The challenge to target the right audience segments

©2014 Experian Inc. All rights reserved.
Experian Public.

7
Consumer Insights through the world’s largest
sample of Internet users

Audience
Segmentation

©2014 Experian Inc. All rights reserved.
Experian Public.

8
Target, Engage, Convert

►

►

►

Target and profile segments that present
the best opportunity for growth now and
in the future  Audience Segmentation

Engage consumers with compelling
messaging, media mix and timing

Convert more visitors having attracted
more qualified audience

©2014 Experian Inc. All rights reserved.
Experian Public.

9
Getting your Target audience in sight

Identify and
Profile Your Best
Customer

©2014 Experian Inc. All rights reserved.
Experian Public.

Find More of
Them

Understand
Everything You
Can about them

10
Segmentation – Multiple layered data matching

 Custom segmentation, demographics
and lifestyle analysis
 Identify and interact with your
audience

©2014 Experian Inc. All rights reserved.
Experian Public.

11
Hitwise –
Big Data Technology

©2014 Experian Inc. All rights reserved.
Experian Public.

12
What it takes to maintain world's largest sample of
online consumer behavior
• 4 TB data
• 6 billion URLs
• 400 million domains
Processed
output per
day

Hadoop
Cluster
• 60TB in Hadoop
• 24 billion rows in largest table
• 190 billion row Data Mart

Infrastructure
• 1000+ Cores
• 7TB+ RAM
• 850TB+ Storage

©2014 Experian Inc. All rights reserved.
Experian Public.

13
Latest Technologies Stack

Presentation

Data warehouse

Data Processing
©2014 Experian Inc. All rights reserved.
Experian Public.

14
Benefits of Hadoop

•
•
•

Cluster setup and scalable.
Parallel processing.
Output is platform independent.

©2014 Experian Inc. All rights reserved.
Experian Public.

15
Benefits of Greenplum

•
•
•
•

Cluster setup and scalable.
Parallel processing.
Data is partitioned.
Schema is OLAP friendly.

©2014 Experian Inc. All rights reserved.
Experian Public.

16
Why Tableau

•
•
•
•
•

Cluster setup
Drag and drop
No programming required
In-memory database
Tons of stunning visualization

©2014 Experian Inc. All rights reserved.
Experian Public.

17
Gartner Magic Quadrant for BI Platform 2014

•
•
•
•

©2014 Experian Inc. All rights reserved.
Experian Public.

Leader in "Ability to Execute".
Tableau is easy to use and fast to
deploy business intelligence
software that virtually anyone can
use.
People easily create and share
reports, dashboards and
visualizations all within the dictates
and protocols of IT.
Tableau content is even
automatically optimized for mobile
users.

18
Good Stuff for technology stack

•
•
•
•

Scalable
Better performance
Speed to market
Support Services

©2014 Experian Inc. All rights reserved.
Experian Public.

19
Hitwise Consumer Insights
Case Study

©2014 Experian Inc. All rights reserved.
Experian Public.

20
Hitwise Case Study 1
Insights Driven Marketing Messages

Online Travel Agency:
The client was interested in identifying travel preferences and needs
of three customer segments. Aim was to then design bespoke
Example 1
targeting messages that would cater to each segment’s individual
requirements and liking.

©2014 Experian Inc. All rights reserved.
Experian Public.

21
Segment Definitions
Identify high value segments using first party data and find
lookalikes

Group B

Group O

These three segments were defined
within Hitwise data warehouse and
their behaviour was analysed against
average online UK population (i.e.
everyone in the sample)

©2014 Experian Inc. All rights reserved.
Experian Public.

Group A

22
Destinations
Understand popular destinations searched by each Group

Group A

Group B

Group O

• Domestic

• Domestic

• Domestic

• London
• Edinburgh
• Glasgow

• International
•
•
•
•
•

Paris
Dubai
Barcelona
Rome
Venice
©2014 Experian Inc. All rights reserved.
Experian Public.

• Manchester
• York
• Edinburgh

• International
•
•
•
•
•

France
Spain
Italy
Dubai
Australia

• London
• Edinburgh
• Glasgow

• International
•
•
•
•
•

Paris
Amsterdam
Dubai
Berlin
Singapore
23
Travel Searches – Summary
Identify specialised travel needs and travel themes

Likelihood of searching for specific travel related themes
Group A

Group B

Group O

luxury
restaurant
family
flights
hotels
deal
holidays
all inclusive
cheap
Less Likely
More Likely

©2014 Experian Inc. All rights reserved.
Experian Public.

24
Bespoke Email Illustration Designed for Group B
Design personalized communication

Destinations

©2014 Experian Inc. All rights reserved.
Experian Public.

25
Hitwise Case Study 2
Insights Driven Product Strategy

Photo Products Company:
The client was interested in understanding differences in behaviours
of frequent and infrequent visitors to its own website. It also wanted to
Example 2
compare these two groups against those who visit competitors but
don’t visit client's website. Analysis was done for multiple markets

©2014 Experian Inc. All rights reserved.
Experian Public.

26
Segment Definitions

Visitors to Client’s
Website

Visitors to competitor websites

2
Infrequent Visitors
1 or 2 visits to Client’s
website

Frequent Visitors

1

3 or more visits to Client’s
website

Excluding

Client’s Website
Exclusive Competitor
Visitors

3

©2014 Experian Inc. All rights reserved.
Experian Public.

These three segments were defined
within Hitwise data warehouse and
their behaviour was analysed against
average online UK population (i.e.
everyone in the sample)

27
Product Popularity - UK
Calendars are the most searched for both
Photo cards are more popular for
products by all three audience Client website
frequent
Share of productand infrequentsegments –
Photo books are more popular for related searches that drive traffic to the Competitive Set
aboutvisitors but not so for the exclusive
3 in 10 product searches are
both Client segments than exclusive
calendar related
competitor visitors
Photo Phone Case
Invitations
competitor visitors
Business Cards

Photo Cards
Calendars

Photo Books

T-Shirt Printing

Mugs

Other

Frequent
Visitors

28%

16%

Infrequent
Visitors

28%

15%

Exclusive
Competitors
Visitors

Cards

15%

14%

7%

6%

6%

7%

6%

6%

4% 4% 2%

5%

4% 3%

12%

12%

Photo Phone Cases are 1.5 times more
Exclusive competitor visitors are about
popular amongst the exclusive competitor
twice as likely to search for Business
visitors than the two Client website visitor
Cards and T-Shirt Printing than the two
segments
Client website visitor segments
30%

©2014 Experian Inc. All rights reserved.
Experian Public.

11%

15%

5% 2%

9%

6%

8%

5%

8%

28
Product Popularity - US

Invitations are about twice as popular
within the infrequent and exclusive
competitor visitors than the frequent
visitors

Calendars are more popular for both

Photo cards and cards Client segments than those who visit
are the most
Share Client website
competitor websites searches visit Clienttraffic to the Competitive Set
searched for products by of product related but don’t that drive
website at all
visitors - frequent visitors are more likely
T Shirt Printing
Calendars
to search for these than infrequent visitors

Photo Books

Cards

Photo Cards

Gift & Presents

Invitations

Other

Frequent
Visitors

28%

Infrequent
Visitors

18%

27%

20%

9%

15%

7%

8%

6%

5% 2% 5%

7%

3% 2%

2%
2%

5%

12%

15%

Photo Phone Cases
Exclusive competitor visitors are more are 6x and 2.5x more
popular for T-Shirt
than twice as likely to searchamongst the exclusive competitor
visitors than two
Printing and Business Cards than thefrequent and infrequent
visitors respectively
Client website visitor segments (similar to
Exclusive
Competitors
Visitors

UK))
4%

23%

17%

3%

15%

1%

11%

Business Cards

©2014 Experian Inc. All rights reserved.
Experian Public.

5%

12%

9%

Photo
Phone
Case
29
Insights Driven Product Strategy

 Photo books are more popular within Client visitors than Exclusive Competitor
Visitors in all three markets. However, US is a completely different market as
photo books are not as popular in general.
 Photo Phone Cases, T-Shirt Printing and Business Cards are more popular
amongst the exclusive competitor visitors than the two Client visitor segments
- potential product gaps (common theme across both markets).

©2014 Experian Inc. All rights reserved.
Experian Public.

30
Regional Distribution of Frequent Visitors
Frequent visitors are more likely to be found on East coast of US

Frequent Visitors

©2014 Experian Inc. All rights reserved.
Experian Public.

31
Big Data Practice – Closing Remarks

Start with a
problem

Focus on solution
Distributed data
Be agile
Actionable insights

©2014 Experian Inc. All rights reserved.
Experian Public.

• Start with the problem that needs to be solved /
outcome that needs to be achieved

• It’s not only about data size and speed

• Big Data does not mean all data needs to be
stored in one place only
• Start with simple solution design and be ready
to scale the design when needed
• Without proper processing and interpretation
talents, Big Data is just taking up space

32
Questions?

©2014 Experian Inc. All rights reserved.
Experian Public.

33

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Consumer insights through big data analytics

  • 1. Big Data Practice Consumer Insights through Big Data Analytics Chee-Chan Keng Head of Product Development Experian Marketing Services (Hitwise) 26th February 2014 ©2014 ©2013 Experian Information Solutions, Inc. All rights reserved. Experian and the marks used herein are service marks or regi stered trademarks of registered Experian Information Solutions, Inc. Other product and company names mentioned herein are the trademarks of their respective owners. No part of this copyrighted work may be reproduced, modified, or distributed in any form or manner without the prior written permission of Experian. Experian Public.
  • 2. Who We Are Experian | Experian Marketing Services | Hitwise ©2014 Experian Inc. All rights reserved. Experian Public. 2
  • 3. Experian Overview Experian, a $4.7 billion (USD) information solutions provider listed on the London Stock Exchange Credit Services Consumer credit Business information Transaction processing Automotive services Insurance services Decision Analytics Credit analytics and decision support software Fraud solutions Marketing Services Consumer Services Data and data management Research services Digital services Business strategies Consumer direct services Lead generation 300+ staffs in Cyberjaya ©2014 Experian Inc. All rights reserved. Experian Public. 3
  • 4. About Experian & Marketing Services Experian is the leader in global information services Marketing Services Sales of US $1 billion Target ©2014 Experian Inc. All rights reserved. Experian Public. 17,000 employees in 40 countries servicing over 100,000 clients Marketing Services CheetahMail, MIS, Mosaic, Simmons, QAS, Hitwise Engage Helps marketers through consumer insights, targeting, and cross-channel marketing Convert 4
  • 5. A Selection of the 1,500+ Companies associated with Experian Marketing Services
  • 6. Experian Hitwise  Experian Hitwise is the leading competitive intelligence service, giving marketers a competitive advantage when planning, monitoring and measuring marketing campaigns  Leverages partnerships with multiple ISPs and Opt-In Panels to monitor consumer behaviour as they visit online websites – every day  25 million Internet users (10m in the US) ► The largest sample measured every day  1,000,000+ online businesses  160+ industry categories  Methodology and data audited by PricewaterhouseCoopers ©2014 Experian Inc. All rights reserved. Experian Public. 6
  • 7. Marketing Campaigns The challenge to target the right audience segments ©2014 Experian Inc. All rights reserved. Experian Public. 7
  • 8. Consumer Insights through the world’s largest sample of Internet users Audience Segmentation ©2014 Experian Inc. All rights reserved. Experian Public. 8
  • 9. Target, Engage, Convert ► ► ► Target and profile segments that present the best opportunity for growth now and in the future  Audience Segmentation Engage consumers with compelling messaging, media mix and timing Convert more visitors having attracted more qualified audience ©2014 Experian Inc. All rights reserved. Experian Public. 9
  • 10. Getting your Target audience in sight Identify and Profile Your Best Customer ©2014 Experian Inc. All rights reserved. Experian Public. Find More of Them Understand Everything You Can about them 10
  • 11. Segmentation – Multiple layered data matching  Custom segmentation, demographics and lifestyle analysis  Identify and interact with your audience ©2014 Experian Inc. All rights reserved. Experian Public. 11
  • 12. Hitwise – Big Data Technology ©2014 Experian Inc. All rights reserved. Experian Public. 12
  • 13. What it takes to maintain world's largest sample of online consumer behavior • 4 TB data • 6 billion URLs • 400 million domains Processed output per day Hadoop Cluster • 60TB in Hadoop • 24 billion rows in largest table • 190 billion row Data Mart Infrastructure • 1000+ Cores • 7TB+ RAM • 850TB+ Storage ©2014 Experian Inc. All rights reserved. Experian Public. 13
  • 14. Latest Technologies Stack Presentation Data warehouse Data Processing ©2014 Experian Inc. All rights reserved. Experian Public. 14
  • 15. Benefits of Hadoop • • • Cluster setup and scalable. Parallel processing. Output is platform independent. ©2014 Experian Inc. All rights reserved. Experian Public. 15
  • 16. Benefits of Greenplum • • • • Cluster setup and scalable. Parallel processing. Data is partitioned. Schema is OLAP friendly. ©2014 Experian Inc. All rights reserved. Experian Public. 16
  • 17. Why Tableau • • • • • Cluster setup Drag and drop No programming required In-memory database Tons of stunning visualization ©2014 Experian Inc. All rights reserved. Experian Public. 17
  • 18. Gartner Magic Quadrant for BI Platform 2014 • • • • ©2014 Experian Inc. All rights reserved. Experian Public. Leader in "Ability to Execute". Tableau is easy to use and fast to deploy business intelligence software that virtually anyone can use. People easily create and share reports, dashboards and visualizations all within the dictates and protocols of IT. Tableau content is even automatically optimized for mobile users. 18
  • 19. Good Stuff for technology stack • • • • Scalable Better performance Speed to market Support Services ©2014 Experian Inc. All rights reserved. Experian Public. 19
  • 20. Hitwise Consumer Insights Case Study ©2014 Experian Inc. All rights reserved. Experian Public. 20
  • 21. Hitwise Case Study 1 Insights Driven Marketing Messages Online Travel Agency: The client was interested in identifying travel preferences and needs of three customer segments. Aim was to then design bespoke Example 1 targeting messages that would cater to each segment’s individual requirements and liking. ©2014 Experian Inc. All rights reserved. Experian Public. 21
  • 22. Segment Definitions Identify high value segments using first party data and find lookalikes Group B Group O These three segments were defined within Hitwise data warehouse and their behaviour was analysed against average online UK population (i.e. everyone in the sample) ©2014 Experian Inc. All rights reserved. Experian Public. Group A 22
  • 23. Destinations Understand popular destinations searched by each Group Group A Group B Group O • Domestic • Domestic • Domestic • London • Edinburgh • Glasgow • International • • • • • Paris Dubai Barcelona Rome Venice ©2014 Experian Inc. All rights reserved. Experian Public. • Manchester • York • Edinburgh • International • • • • • France Spain Italy Dubai Australia • London • Edinburgh • Glasgow • International • • • • • Paris Amsterdam Dubai Berlin Singapore 23
  • 24. Travel Searches – Summary Identify specialised travel needs and travel themes Likelihood of searching for specific travel related themes Group A Group B Group O luxury restaurant family flights hotels deal holidays all inclusive cheap Less Likely More Likely ©2014 Experian Inc. All rights reserved. Experian Public. 24
  • 25. Bespoke Email Illustration Designed for Group B Design personalized communication Destinations ©2014 Experian Inc. All rights reserved. Experian Public. 25
  • 26. Hitwise Case Study 2 Insights Driven Product Strategy Photo Products Company: The client was interested in understanding differences in behaviours of frequent and infrequent visitors to its own website. It also wanted to Example 2 compare these two groups against those who visit competitors but don’t visit client's website. Analysis was done for multiple markets ©2014 Experian Inc. All rights reserved. Experian Public. 26
  • 27. Segment Definitions Visitors to Client’s Website Visitors to competitor websites 2 Infrequent Visitors 1 or 2 visits to Client’s website Frequent Visitors 1 3 or more visits to Client’s website Excluding Client’s Website Exclusive Competitor Visitors 3 ©2014 Experian Inc. All rights reserved. Experian Public. These three segments were defined within Hitwise data warehouse and their behaviour was analysed against average online UK population (i.e. everyone in the sample) 27
  • 28. Product Popularity - UK Calendars are the most searched for both Photo cards are more popular for products by all three audience Client website frequent Share of productand infrequentsegments – Photo books are more popular for related searches that drive traffic to the Competitive Set aboutvisitors but not so for the exclusive 3 in 10 product searches are both Client segments than exclusive calendar related competitor visitors Photo Phone Case Invitations competitor visitors Business Cards Photo Cards Calendars Photo Books T-Shirt Printing Mugs Other Frequent Visitors 28% 16% Infrequent Visitors 28% 15% Exclusive Competitors Visitors Cards 15% 14% 7% 6% 6% 7% 6% 6% 4% 4% 2% 5% 4% 3% 12% 12% Photo Phone Cases are 1.5 times more Exclusive competitor visitors are about popular amongst the exclusive competitor twice as likely to search for Business visitors than the two Client website visitor Cards and T-Shirt Printing than the two segments Client website visitor segments 30% ©2014 Experian Inc. All rights reserved. Experian Public. 11% 15% 5% 2% 9% 6% 8% 5% 8% 28
  • 29. Product Popularity - US Invitations are about twice as popular within the infrequent and exclusive competitor visitors than the frequent visitors Calendars are more popular for both Photo cards and cards Client segments than those who visit are the most Share Client website competitor websites searches visit Clienttraffic to the Competitive Set searched for products by of product related but don’t that drive website at all visitors - frequent visitors are more likely T Shirt Printing Calendars to search for these than infrequent visitors Photo Books Cards Photo Cards Gift & Presents Invitations Other Frequent Visitors 28% Infrequent Visitors 18% 27% 20% 9% 15% 7% 8% 6% 5% 2% 5% 7% 3% 2% 2% 2% 5% 12% 15% Photo Phone Cases Exclusive competitor visitors are more are 6x and 2.5x more popular for T-Shirt than twice as likely to searchamongst the exclusive competitor visitors than two Printing and Business Cards than thefrequent and infrequent visitors respectively Client website visitor segments (similar to Exclusive Competitors Visitors UK)) 4% 23% 17% 3% 15% 1% 11% Business Cards ©2014 Experian Inc. All rights reserved. Experian Public. 5% 12% 9% Photo Phone Case 29
  • 30. Insights Driven Product Strategy  Photo books are more popular within Client visitors than Exclusive Competitor Visitors in all three markets. However, US is a completely different market as photo books are not as popular in general.  Photo Phone Cases, T-Shirt Printing and Business Cards are more popular amongst the exclusive competitor visitors than the two Client visitor segments - potential product gaps (common theme across both markets). ©2014 Experian Inc. All rights reserved. Experian Public. 30
  • 31. Regional Distribution of Frequent Visitors Frequent visitors are more likely to be found on East coast of US Frequent Visitors ©2014 Experian Inc. All rights reserved. Experian Public. 31
  • 32. Big Data Practice – Closing Remarks Start with a problem Focus on solution Distributed data Be agile Actionable insights ©2014 Experian Inc. All rights reserved. Experian Public. • Start with the problem that needs to be solved / outcome that needs to be achieved • It’s not only about data size and speed • Big Data does not mean all data needs to be stored in one place only • Start with simple solution design and be ready to scale the design when needed • Without proper processing and interpretation talents, Big Data is just taking up space 32
  • 33. Questions? ©2014 Experian Inc. All rights reserved. Experian Public. 33