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HMG Corporate Development Team 
gloria.andreu@havasmg.com 
ines.campanella@havasmg.com 
oscar.munoz@havasmg.com 
santiago.murillo@havasmg.com
NOTICE: Proprietary and Confidential 
All the content of this document (text, figures, lists, financial information, graphics, design, 
diagrams, as well as other graphic elements and/or audio and videos), whichever the format used 
(paper or electronic), is confidential and proprietary to Havas Media Group. This document 
includes ideas and information based on the experience, know-how, intellectual/creative effort of 
Havas Media Group. For these reasons, this material shall not be used, reproduced, copied, 
disclosed, transmitted, transformed, commercialized or communicated, in whole or in part, neither 
to third parties nor to the public, without the express and written consent of Havas Media Group. 
Havas Media Group © All rights reserved 
This presentation is not a contractual proposal and has no binding effects for any Havas Media 
Group company until a final and written contract is entered into between the parties.
5 Continents 
Billings – 
$18billion 
Over 100 
Countries 
15,000 
Professionals 
6th global 
media agency 
group
Strong European presence 
80 Offices +70 countries 3,900 Media Experts 
Havas Media has the leading position in the key European markets: 
• UK, Germany, France, Italy, Spain
Our clients 
5,000+ customers all 
over the world 
100+ international 
customers
Our job 
• To establish relevant touch points between brands and 
consumers 
• Intermediating between brands and media for optimising 
advertising budget allocation 
• 80% of global advertising budget is managed by media 
agencies 
• Ensuring that brands’ messages reaches consumers efficiently 
(maximising ROI) 
“Our aim is to be the world’s best company 
at connecting brands 
with people using creativity, media 
and technology”
From a traditional communication model… 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
Brand 
• Investment in mass media (TV, Radio, Press, Outdoor, ...) 
• Communication performance measurement made through KPIs based on 
audience (Gross Rating Points) 
• Consumer insights are obtained through opinion surveys
…to a digital world 
• Consumers are the most influent media (producing content in social media) 
• Communication performance measurement is performed through many different 
KPIs (visibility, engagement, conversion, recommendation) 
• Market insights are extended with the analysis of content published in social 
media by consumers
Havas Media Communication Process 
Understand consumers 
through data analysis 
• Decision-making drivers 
• Brand recommendation 
factors 
Design communication 
strategy 
Cross-media 
environment (paid, 
owned and earned) 
Activate communication 
strategy 
• Budget Allocation 
• Automated real-time 
communication with 
consumers 
Optimise communication 
processes 
• KPIs evaluation 
• Performance 
measurement through 
data analysis 
DATA 
DRIVEN
RESEARCH 
on content analytics at Havas Media
Awareness 
Evalua-on 
Purchase 
Inten-on 
Postpurchase 
Experience 
45% Barcelona 
30% Madrid 70% - 30% 
Purchase 
funnel 
Marketing 
mix 
Gender 
Location 
Emotions 
50% satisfaction 
20% dissatisfaction 
Purchase Funnel 
Topics 
Media 
Brand 
Intelligent Consumer Profiling
Intelligent Consumer Profiling 
Distribution by 
gender & location 
Marketing Mix 
for the fashion 
domain 
Conversation 
topics when 
evaluating a 
product
Event detection and explanation 
Monitors 23 KPI 
− Based on volume, sentiment 
and relevance 
− Aggregations by brand, media 
(ej. Twitter, Facebook) and 
topics 
Net Promoter Score 
NPS = advocates - detractors 
Time series analysis
Time series analysis 
Analysis of relations between social buzz and advertising pressure 
Advertising Pressure 
− Audience (GRP) & Investment (€) 
− Offline (TV, radio, press) y online 
(display ad.) media 
Social buzz 
− 23 KPIs based on volume, 
sentiment & relevance 
− Brands, Media & topics 
Discovery of relations between series 
− Correlation analysis 
− Events shared
Community Analysis 
Detection of influencers, brand 
ambassadors, detractors, 
viralisers, … 
Social Graph Analysis 
Fashion Domain
Social graph analysis 
Content propagation 
− Posts most viralised (owned & earned, positive y negative) 
− Cross-channel analysis of the propagation tree beyond Twitter (blogs, forums, …)
CHALLENGES 
for Media Agencies
Variety and Velocity of data sources
Volume of data sources 
4,895 brands 
1.3 B records 
230 TB 
8,940 brands 
116.182 M records 
178 TB 
1,913 brands 
6,108 M records 
61 TB 
301 brands 
1,411 M records 
13 TB 
— 
—
Consumer Connected Platform 
https://vimeo.com/88775576 
− Tracking of consumers across online and offline touch points generating consumer 
profiles 
− Real time automation of communication processes 
✴ Online ads, push messages sent to the smartphone, email recommendations, …
Consumer Connected Platform
Conclusions & Challenges for media agencies 
• Understand consumer through audience 
measurement and opinion surveys 
• Segmentation of consumer groups 
• Small tabular data 
• Batch budget allocation 
• Understand consumers through Content Analysis, 
Web Analytics & social media interactions 
- Insights must go beyond polarity detection 
- Multilingualism beyond main European languages 
- Accuracy of the algorithms is a key issue 
• Segmentation of individual consumers 
• Big Linked Data 
- Integration of multiple heterogeneous & unstructured 
data sources at scale 
• Communication with consumer activated in real 
time 
- Meaningful recommendations beyond display 
advertising 
- Online-offline integration through mobile devices
THANK YOU 
Óscar Muñoz-García 
@omunozgarcia 
oscar.munoz@havasmg.com

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Oscar Muñoz: Content Analytics for Media Agencies

  • 1. HMG Corporate Development Team gloria.andreu@havasmg.com ines.campanella@havasmg.com oscar.munoz@havasmg.com santiago.murillo@havasmg.com
  • 2. NOTICE: Proprietary and Confidential All the content of this document (text, figures, lists, financial information, graphics, design, diagrams, as well as other graphic elements and/or audio and videos), whichever the format used (paper or electronic), is confidential and proprietary to Havas Media Group. This document includes ideas and information based on the experience, know-how, intellectual/creative effort of Havas Media Group. For these reasons, this material shall not be used, reproduced, copied, disclosed, transmitted, transformed, commercialized or communicated, in whole or in part, neither to third parties nor to the public, without the express and written consent of Havas Media Group. Havas Media Group © All rights reserved This presentation is not a contractual proposal and has no binding effects for any Havas Media Group company until a final and written contract is entered into between the parties.
  • 3. 5 Continents Billings – $18billion Over 100 Countries 15,000 Professionals 6th global media agency group
  • 4. Strong European presence 80 Offices +70 countries 3,900 Media Experts Havas Media has the leading position in the key European markets: • UK, Germany, France, Italy, Spain
  • 5. Our clients 5,000+ customers all over the world 100+ international customers
  • 6. Our job • To establish relevant touch points between brands and consumers • Intermediating between brands and media for optimising advertising budget allocation • 80% of global advertising budget is managed by media agencies • Ensuring that brands’ messages reaches consumers efficiently (maximising ROI) “Our aim is to be the world’s best company at connecting brands with people using creativity, media and technology”
  • 7. From a traditional communication model… Brand Brand Brand Brand Brand Brand Brand Brand Brand Brand Brand Brand Brand Brand • Investment in mass media (TV, Radio, Press, Outdoor, ...) • Communication performance measurement made through KPIs based on audience (Gross Rating Points) • Consumer insights are obtained through opinion surveys
  • 8. …to a digital world • Consumers are the most influent media (producing content in social media) • Communication performance measurement is performed through many different KPIs (visibility, engagement, conversion, recommendation) • Market insights are extended with the analysis of content published in social media by consumers
  • 9. Havas Media Communication Process Understand consumers through data analysis • Decision-making drivers • Brand recommendation factors Design communication strategy Cross-media environment (paid, owned and earned) Activate communication strategy • Budget Allocation • Automated real-time communication with consumers Optimise communication processes • KPIs evaluation • Performance measurement through data analysis DATA DRIVEN
  • 10. RESEARCH on content analytics at Havas Media
  • 11. Awareness Evalua-on Purchase Inten-on Postpurchase Experience 45% Barcelona 30% Madrid 70% - 30% Purchase funnel Marketing mix Gender Location Emotions 50% satisfaction 20% dissatisfaction Purchase Funnel Topics Media Brand Intelligent Consumer Profiling
  • 12. Intelligent Consumer Profiling Distribution by gender & location Marketing Mix for the fashion domain Conversation topics when evaluating a product
  • 13. Event detection and explanation Monitors 23 KPI − Based on volume, sentiment and relevance − Aggregations by brand, media (ej. Twitter, Facebook) and topics Net Promoter Score NPS = advocates - detractors Time series analysis
  • 14. Time series analysis Analysis of relations between social buzz and advertising pressure Advertising Pressure − Audience (GRP) & Investment (€) − Offline (TV, radio, press) y online (display ad.) media Social buzz − 23 KPIs based on volume, sentiment & relevance − Brands, Media & topics Discovery of relations between series − Correlation analysis − Events shared
  • 15. Community Analysis Detection of influencers, brand ambassadors, detractors, viralisers, … Social Graph Analysis Fashion Domain
  • 16. Social graph analysis Content propagation − Posts most viralised (owned & earned, positive y negative) − Cross-channel analysis of the propagation tree beyond Twitter (blogs, forums, …)
  • 18. Variety and Velocity of data sources
  • 19. Volume of data sources 4,895 brands 1.3 B records 230 TB 8,940 brands 116.182 M records 178 TB 1,913 brands 6,108 M records 61 TB 301 brands 1,411 M records 13 TB — —
  • 20. Consumer Connected Platform https://vimeo.com/88775576 − Tracking of consumers across online and offline touch points generating consumer profiles − Real time automation of communication processes ✴ Online ads, push messages sent to the smartphone, email recommendations, …
  • 22. Conclusions & Challenges for media agencies • Understand consumer through audience measurement and opinion surveys • Segmentation of consumer groups • Small tabular data • Batch budget allocation • Understand consumers through Content Analysis, Web Analytics & social media interactions - Insights must go beyond polarity detection - Multilingualism beyond main European languages - Accuracy of the algorithms is a key issue • Segmentation of individual consumers • Big Linked Data - Integration of multiple heterogeneous & unstructured data sources at scale • Communication with consumer activated in real time - Meaningful recommendations beyond display advertising - Online-offline integration through mobile devices
  • 23. THANK YOU Óscar Muñoz-García @omunozgarcia oscar.munoz@havasmg.com