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Advances in Social
Media Listening

Braulio Medina
Mathematician (PUC-RIO - TU Darmstadt)
Co-founder of Vortio.com.br

  @bmedinadias
  Facebook.com/webmining
  brauliomedina@vortio.com
How can we compare brands?


   Cold Metrics       Warm Metrics

‣Market value     ‣Sentiment
‣Market share     ‣Emotional  bonding
‣Revenue          ‣Target relevance
‣Profit           ‣Sustainability
‣Price            ‣Awareness




    Measure            Measure
    Numbers            Opinions
What changed with social media?
    It allows us to understand the opinion of
    the crowd almost instantaneously
What is wrong with social media measurement?




We are approaching it as a cold metric problem
Heineken X Budweiser (15-28 february)
     Distribution of Twitter mentions about these brands


‣ 91K mentions         26.5K              55K      ‣ 77K mentions
                       12.4K             1.9K

                        8.5K             1.7K

                        1.8K             1.6K
‣ USA 15%                                                  ‣ USA 58%
‣ Brazil 13%            0.9K             0.3K              ‣ Canada 11%
‣ Turkey 7%                                                ‣ UK 5%
‣ Spain 6%                Data obtained from               ‣ Brazil 4%
‣ Netherlands 5%             ubervu.com                    ‣ France 1%
How do we get true insights without
having to read hundreds of thousands
of conversations?

To answer this question, we think
that basic statistics and naïve
sentiment analysis are not
enough
We decided to study how information spreads
  Douglas Hofstaedter Aaron Lynch            Susan Blackmore
  Mathematician &     Mathematician &
                                             Psychologist
  physician           philosopher
                                             The meme
  Metamagical Themas Thought Contagion       machine



1976     1985      1996      1996         1997 1999

                   Richard Brodie
                   Microsoft Executive    Journal of
Richard Dawkins
                   Virus of the mind: The Memetics
The Selfish Gene
                   new science of the
                   meme
   And we found out that memes reveal us a lot
A meme is a unit of information that spreads
It can be a video, an image or a textual idea
This is a text meme that spread on Twitter


 Love Is Like ADIDAS And NIKE . " Nothing Is ImpossibLe , JUST DO IT

  Life is like Adidas and Nike. "Nothing Is Impossible, so Just Do It. √ :)

   True Life = Adidas + Nike → "Nothing is impossible" so "Just Do It"

Adidas said " Nothing is impossible" so Nike came up and said " Just do it

        Life=Adidas+Nike> "nothing is impossible" so "just do it"



   How can we spot clusters automatically?
Raw data




Clustering
 Engine


                        Insights
We chose the stream graph visualization
technique to represent each cluster/meme

                           Cluster 1

                           Cluster 2

                           Cluster 3

                           Cluster 4




                           Sum of the conversations
                              in a stream graph
Benefits of analysing social media clusters


• More precise and much faster

• Classify in bulk - classify whole clusters instead of single
  mention

• Straightforward disambiguation (eg Visa is a brand but it
  also means work permit)

• Powerful sentiment metric (weighted average of clusters
  sentiment score)

• Visualization of dominant topics in a timeline
Most important benefit of analysing
social media clusters



          Quickly obtain insights for
              decision making
Same approach can be used Job Interview
             Feb
             2013
                                The Worst
        Proof that @heineken_uk is
        totally out of touch.                                           Ever, Brought to You by Heineken
        (92 mentions)                                                   (1032mentions)

                                                                    I liked a @YouTube video
                                                                    Heineken - The Candidate
                                                                    (175 mentions)

The best job interview process
ever by #Heineken
(73 mentions)                                                 Why Heineken Understands the Importance of
                                                              Employee Culture (53 mentions)

             Feb
             2013    I just wanted to apologize to all the people
                                                                                        Budweiser being sued
                     who had to replace their Budweiser Red
                                                                                        for watering down its
                     Light bulb after yesterday's debacle (4.985
                                                                                        beer
                     mentions)
                                                                                        (> 4.000 mentions)



The Budweiser Clydesdale
commercial gets me teary Beer lovers in class-action lawsuits accuse
every time(1.500 mentions)Anheuser-Busch of watering down its
                          Budweiser, Michelob and other brands
                          (1.066 mentions)
The Worst Job
    # mentions: 22.321                                         Interview
                                                           Ever, Brought to
    # clusters found:                                      You by Heineken
    Language: english                                       (1032mentions)
    Sentiment: very positive      Influencer: @mashable
                                        Country: USA
                                     Sentiment: positive




                                                      I liked a @YouTube video
                                                   http://t.co/FXHTcZjV Heineken -
                                                             The Candidate
                                                             (175 mentions)
                                                                          The best job interview process
                                                                               ever by #Heineken
                                                                                 (73 mentions)




                                                                              Heineken Music Hall
                                                                                (107 mentions)


 Proof that @heineken_uk is
 totally out of touch. Pass the
needle & thread, our sides are
  splitting! #DoYourResearch
          (92 mentions)                                                Why Heineken Understands the
                                                                       Importance of Employee Culture
                                                                               (53 mentions)
Influencer: @brains9
                                                         Country: Brasil
   # mentions: 6.780
                                                    Sentiment: very positive
   # clusters found:
   Language: portuguese
   Sentiment: very positive
                                            Heineken realiza entrevista de
                                           emprego nada convencional para
                                          contratar estagiário (264 mentions)




                                                                                  Então tá tudo bem
                                                                                Tomando uma Heineken
                                                                                   (171 mentions)

Heineken exige que estagiário salva uma
     vida antes de ser contratado
            (256 mentions)




                                                                                   Heineken simula desmaio de
                                                                                   entrevistador e incêndio para
                                                                                        contratar estagiário
           Other clusters about “The                                                      (172 mentions)
                  Candidate”
              (> 500 mentions)
Me sumo al grupo de
                                                                              consumidores que dejan de
# mentions: 10.992                                                           tomar Cerveza Heineken por
                                                                              patrocinar peleas de perros
# clusters found:                                                                    (93 mentions)
Language: spanish                                    Influencers:
                                           @tutunelo, @sangrevn, @elkritic
Sentiment: very positive                                  on
                                                 Country: Argentina
                                              Sentiment: very negative




                                          Heineken y su original proceso de selección The     Heineken hace sudar a sus
                                                             Candidate                    aspirantes a becario en su campaña
                                                          (158 mentions)                    "The candidate"(224 mentions)




                                                                             The Candidate, la nueva campaña de Heineken
                                                                              para contratar a un empleado (148 mentions)




                                                                                            Escucha cariño, nuestra canción. —Pero
                                                                                           es el himno de la Champions League. —Tú
                                                                                             cállate...le estoy hablando a mi cerveza
                                                                                                    Heineken !!! (112 mentions)




   Heineken revoluciona las entrevistas
        de trabajo: The Candidate
               (89mentions)
# mentions: 51.004
 # clusters found:
 Language: english
 Sentiment: very negative                                                                     Beer lovers in class-action lawsuits accuse
                                                                                                Anheuser-Busch of watering down its
                                                                                                Budweiser, Michelob and other brands
                                                                                                           (1.066 mentions)




                           The Budweiser Clydesdale
                         commercial gets me teary every just wanted to apologize to all the
                                                      I
                               time(1.500 mentions)      people who had to replace their
                                                         Budweiser Red Light bulb after
                                                           yesterday's debacle (4.985
                                                                   mentions)
Bud light.. Budweiser.. I don't give a fuck. It's
 all beer. Pass me a coozie (713 mentions)




 Influencer: @brains9
     Country: Brasil
Sentiment: very positive
                                               Budweiser accused of watering
                                                      down its beer?
                                                  No shocked faces here          Budweiser being sued for watering
                                                    (1.003 mentions)                      down its beer
        Influencer: @brewdog                                                           (> 3.000 mentions)
# mentions: 1.882
# clusters found:
Language: portuguese                                                  Budweiser: fabricante é
Sentiment: very negative                                              acusado de colocar mais
                                                                      água na cerveja. Marca é
                                                                      processada nos EUA
                                       Influencer: @estadao           (130 mentions)




                                                                   AB Inbev é acusada de
                                                                   ‘aguar’ a Budweiser
                                                                   (68 mentions)
A primeira a ser comprada foi a                               Ambev quer dobrar produção
BUDWEISER, depois o BURGER KING e                             de Budweiser no Brasil até 2014
agora o HEINZ.                                                (29 mentions)
(38 mentions)



                                    AB InBev é acusada de adicionar água demais e
                                    diminuir teor alcoólico da Budweiser
                                    (26 mentions)
# mentions: 1.882
# clusters found: 5
                                                                              Budweiser acusada en EEUU de
Language: spanish                                                             aguar su cerveza
Sentiment: negative                                                           (145 mentions)


                                                  Influencer: @elespectador




       La cerveza Budweiser, puede ser
       utilizada como acondicionador
       para el cabello
       (145 mentions)




            La Cerveza Budweiser está          Acusan a Budweiser de vender
            inspirada en una ciudad de la      cerveza aguada(120 mentions)
            República Checa llamada Budweis.
            (118 mentions)
Meme dimensions analysis

                   Analysis of 22.321tweets
                   about Heineken and 51.004
                   tweets about Budweiser in
                   english




                  -100%                0       +100%
Dimension:

Emotions       Hatred                             Love

Prestige         Low                              High

Sincerity   Dishonest                             Honest
Similarly, we can analyse all
conversations that mention beer
The average human walks
                                                                           900 miles per year and
  Beer is like                                                             drinks 22 gallons of
  sex, when its good                                                       beer.That means that the
  its good, when its                  God is great, beer is good, people   average human gets 41
  bad its still good.                 are crazy                            miles per gallon.Not bad.




                                                                                             Beer lovers accuse
                                                                                             Anheuser-Busch of
Got my toes in the                                                                           watering down brews
water, ass in the                                                                            http://t.co/d8prQxQlXX
sand, not a worry in
the world, cold                                                                               You know I like my
beer in my hand!                                                                              chicken fried, a cold
Life is good today!                                                                           beer on a Friday
                                                                                              night
Tracked keyword: BEER
Language: ENGLISH
Number of mentions: 98.343                               Main associations found: Entertainment
Number of clusters with at least 20                     • Fun
similar mentions: 212
Number of mentions in the clusters:                     • Pleasure
11.895                                                  • Lifestyle
Period: February 15th to 28th
Hijo!! ¡hueles a cerveza! - Y que
                               querías. ¿¡que con el dinero que me
                               diste oliera a whisky?
La bebida alcohólica que más                                                             Beber cerveza no está
calma la sed es la                              ¡Camarero! ¿tiene alitas? —Sí, señor     ligado al aumento de
cerveza, porque su principal                    —Pues tráigame una cerveza ¡Pero         peso y es beneficioso
componente es agua (93%)                        volando! puto JAJAJAJAJÁ.                para la salud
                                                                                         http://t.co/ZB4JKHiw




                                                                                       El consumo moderado de
                                                                                       cerveza beneficia al
                                                                                       embarazo, la lactancia, la
                                                                                       menopausia y ayuda a
                                                                                       combatir el Alzheimer
                                                                                       http://t.co/qJ2RX4Ad




Tracked keyword: CERVEZA
Language: SPANISH                                              Main associations found: Health
Number of mentions: 119.775
Number of clusters with at least 20
similar mentions: 353
                                                        • Beer has no correlation to weight gain
Number of mentions in the clusters:
36.858                                                  • Drinking beer is healthy
Period: February 15th to 28th
Ein durchschnittlicher              "20 Bier, 1 Slayer-Album
                                Deutscher geht im Jahr             und Kippen? Ausweis
                                1550km und trinkt 107 Liter        bitte." "Hier. Ich bin 42."
                                Bier. Macht einen Verbrauch        "Danke. Mich interessiert
                                von 6,9l/100km.                    nur Ihre Adresse. Dann
                                                                   bis heute Abend."




  Ich brauche einen                                                                       Ärger für Anheuser-
  Mann, dem ich                                                                           Busch: Brauereikonzern
  "Hier, halt mal                                                                         soll #Bier mit Wasser
  grad mein Bier!"                                                                        gestreckt haben
  bei einer
  Kneipenschlägerei                                                                       Buch übers Trinken: Im
  sagen kann.                                                                             sakralen Bereich der Bier-
                                                                                          Magie...
                                                                                          http://t.co/rudA4IuQC5
  Die 2 Gründe warum Männer Bier trinken. 1. Sie
  haben keine Frau 2. Sie haben eine Frau                Deutsch for Drinkers: "Bier" = beer. "Wein" = not beer.

Tracked keyword: BIER
Language: GERMAN                                      Main associations found: HEAVY USAGE
Number of mentions: 12.233
Number of clusters with at least 10                  • Beer drinking is a strong characteristic
similar mentions: 44                                 of the german culture
Number of mentions in the clusters:
1.604
Period: February 15th to 28th
Bilancio del primo tempo        Se non hai la birra puoi
               visto da #Pilsen. Zero palle    sempre trovare del vino o
               gol, possesso di palla #barca   del whisky o delle
               70%, possesso birra 100%        sigarette, ma se non hai
               http://t.co/Gg5oPahb            amore non hai un cazzo.




                                                                                        Class action contro
[X] Ho bevuto birra. []                                                                 Budweiser, aggiungere
Ho fumato una                                                                           e acqua nella birra.
sigaretta intera. [] Mi
sono drogato. [X] Ho
scritto sul muro di un
bagno.

    Ok, birra era la
    risposta... Ma non mi
    ricordo più quale fosse
    la domanda.

Tracked keyword: BIRRA
Language: ITALIAN                                            Main associations found: FOOTBALL
Number of mentions: 8.511
Number of clusters with at least 10                    • Drinking beer and watching football
similar mentions: 50                                   • Substitute drugs like cigarretes or other
Number of mentions in the clusters:
1.224
                                                       alcoholical beverages
Period: February 15th to 28th
Different cultures, different behaviours


Based on our 2-week analysis, it seems that most


Americans drink beer to relax and feel good
Italians drink beer because of relationship problems
Brazilians drink beer to party
Spanish speakers consider beer drinking healthy
Germans drink beer to fuel their bodies
French drink beer because it tastes good
These insights can help us

Calculate and compare brand metrics

Understand the consumer

Understand the performance on midia channels

Minimize reputational risk

Build meaningful conversations
www.vortio.com.br
Facebook.com/vortio

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Braulio Medina at Insight Innovation Exchange São Paulo (iiex)

  • 1. Advances in Social Media Listening Braulio Medina Mathematician (PUC-RIO - TU Darmstadt) Co-founder of Vortio.com.br @bmedinadias Facebook.com/webmining brauliomedina@vortio.com
  • 2. How can we compare brands? Cold Metrics Warm Metrics ‣Market value ‣Sentiment ‣Market share ‣Emotional bonding ‣Revenue ‣Target relevance ‣Profit ‣Sustainability ‣Price ‣Awareness Measure Measure Numbers Opinions
  • 3. What changed with social media? It allows us to understand the opinion of the crowd almost instantaneously What is wrong with social media measurement? We are approaching it as a cold metric problem
  • 4. Heineken X Budweiser (15-28 february) Distribution of Twitter mentions about these brands ‣ 91K mentions 26.5K 55K ‣ 77K mentions 12.4K 1.9K 8.5K 1.7K 1.8K 1.6K ‣ USA 15% ‣ USA 58% ‣ Brazil 13% 0.9K 0.3K ‣ Canada 11% ‣ Turkey 7% ‣ UK 5% ‣ Spain 6% Data obtained from ‣ Brazil 4% ‣ Netherlands 5% ubervu.com ‣ France 1%
  • 5. How do we get true insights without having to read hundreds of thousands of conversations? To answer this question, we think that basic statistics and naïve sentiment analysis are not enough
  • 6. We decided to study how information spreads Douglas Hofstaedter Aaron Lynch Susan Blackmore Mathematician & Mathematician & Psychologist physician philosopher The meme Metamagical Themas Thought Contagion machine 1976 1985 1996 1996 1997 1999 Richard Brodie Microsoft Executive Journal of Richard Dawkins Virus of the mind: The Memetics The Selfish Gene new science of the meme And we found out that memes reveal us a lot
  • 7. A meme is a unit of information that spreads It can be a video, an image or a textual idea
  • 8. This is a text meme that spread on Twitter Love Is Like ADIDAS And NIKE . " Nothing Is ImpossibLe , JUST DO IT Life is like Adidas and Nike. "Nothing Is Impossible, so Just Do It. √ :) True Life = Adidas + Nike → "Nothing is impossible" so "Just Do It" Adidas said " Nothing is impossible" so Nike came up and said " Just do it Life=Adidas+Nike> "nothing is impossible" so "just do it" How can we spot clusters automatically?
  • 10. We chose the stream graph visualization technique to represent each cluster/meme Cluster 1 Cluster 2 Cluster 3 Cluster 4 Sum of the conversations in a stream graph
  • 11. Benefits of analysing social media clusters • More precise and much faster • Classify in bulk - classify whole clusters instead of single mention • Straightforward disambiguation (eg Visa is a brand but it also means work permit) • Powerful sentiment metric (weighted average of clusters sentiment score) • Visualization of dominant topics in a timeline
  • 12. Most important benefit of analysing social media clusters Quickly obtain insights for decision making
  • 13. Same approach can be used Job Interview Feb 2013 The Worst Proof that @heineken_uk is totally out of touch. Ever, Brought to You by Heineken (92 mentions) (1032mentions) I liked a @YouTube video Heineken - The Candidate (175 mentions) The best job interview process ever by #Heineken (73 mentions) Why Heineken Understands the Importance of Employee Culture (53 mentions) Feb 2013 I just wanted to apologize to all the people Budweiser being sued who had to replace their Budweiser Red for watering down its Light bulb after yesterday's debacle (4.985 beer mentions) (> 4.000 mentions) The Budweiser Clydesdale commercial gets me teary Beer lovers in class-action lawsuits accuse every time(1.500 mentions)Anheuser-Busch of watering down its Budweiser, Michelob and other brands (1.066 mentions)
  • 14. The Worst Job # mentions: 22.321 Interview Ever, Brought to # clusters found: You by Heineken Language: english (1032mentions) Sentiment: very positive Influencer: @mashable Country: USA Sentiment: positive I liked a @YouTube video http://t.co/FXHTcZjV Heineken - The Candidate (175 mentions) The best job interview process ever by #Heineken (73 mentions) Heineken Music Hall (107 mentions) Proof that @heineken_uk is totally out of touch. Pass the needle & thread, our sides are splitting! #DoYourResearch (92 mentions) Why Heineken Understands the Importance of Employee Culture (53 mentions)
  • 15. Influencer: @brains9 Country: Brasil # mentions: 6.780 Sentiment: very positive # clusters found: Language: portuguese Sentiment: very positive Heineken realiza entrevista de emprego nada convencional para contratar estagiário (264 mentions) Então tá tudo bem Tomando uma Heineken (171 mentions) Heineken exige que estagiário salva uma vida antes de ser contratado (256 mentions) Heineken simula desmaio de entrevistador e incêndio para contratar estagiário Other clusters about “The (172 mentions) Candidate” (> 500 mentions)
  • 16. Me sumo al grupo de consumidores que dejan de # mentions: 10.992 tomar Cerveza Heineken por patrocinar peleas de perros # clusters found: (93 mentions) Language: spanish Influencers: @tutunelo, @sangrevn, @elkritic Sentiment: very positive on Country: Argentina Sentiment: very negative Heineken y su original proceso de selección The Heineken hace sudar a sus Candidate aspirantes a becario en su campaña (158 mentions) "The candidate"(224 mentions) The Candidate, la nueva campaña de Heineken para contratar a un empleado (148 mentions) Escucha cariño, nuestra canción. —Pero es el himno de la Champions League. —Tú cállate...le estoy hablando a mi cerveza Heineken !!! (112 mentions) Heineken revoluciona las entrevistas de trabajo: The Candidate (89mentions)
  • 17. # mentions: 51.004 # clusters found: Language: english Sentiment: very negative Beer lovers in class-action lawsuits accuse Anheuser-Busch of watering down its Budweiser, Michelob and other brands (1.066 mentions) The Budweiser Clydesdale commercial gets me teary every just wanted to apologize to all the I time(1.500 mentions) people who had to replace their Budweiser Red Light bulb after yesterday's debacle (4.985 mentions) Bud light.. Budweiser.. I don't give a fuck. It's all beer. Pass me a coozie (713 mentions) Influencer: @brains9 Country: Brasil Sentiment: very positive Budweiser accused of watering down its beer? No shocked faces here Budweiser being sued for watering (1.003 mentions) down its beer Influencer: @brewdog (> 3.000 mentions)
  • 18. # mentions: 1.882 # clusters found: Language: portuguese Budweiser: fabricante é Sentiment: very negative acusado de colocar mais água na cerveja. Marca é processada nos EUA Influencer: @estadao (130 mentions) AB Inbev é acusada de ‘aguar’ a Budweiser (68 mentions) A primeira a ser comprada foi a Ambev quer dobrar produção BUDWEISER, depois o BURGER KING e de Budweiser no Brasil até 2014 agora o HEINZ. (29 mentions) (38 mentions) AB InBev é acusada de adicionar água demais e diminuir teor alcoólico da Budweiser (26 mentions)
  • 19. # mentions: 1.882 # clusters found: 5 Budweiser acusada en EEUU de Language: spanish aguar su cerveza Sentiment: negative (145 mentions) Influencer: @elespectador La cerveza Budweiser, puede ser utilizada como acondicionador para el cabello (145 mentions) La Cerveza Budweiser está Acusan a Budweiser de vender inspirada en una ciudad de la cerveza aguada(120 mentions) República Checa llamada Budweis. (118 mentions)
  • 20. Meme dimensions analysis Analysis of 22.321tweets about Heineken and 51.004 tweets about Budweiser in english -100% 0 +100% Dimension: Emotions Hatred Love Prestige Low High Sincerity Dishonest Honest
  • 21. Similarly, we can analyse all conversations that mention beer
  • 22. The average human walks 900 miles per year and Beer is like drinks 22 gallons of sex, when its good beer.That means that the its good, when its God is great, beer is good, people average human gets 41 bad its still good. are crazy miles per gallon.Not bad. Beer lovers accuse Anheuser-Busch of Got my toes in the watering down brews water, ass in the http://t.co/d8prQxQlXX sand, not a worry in the world, cold You know I like my beer in my hand! chicken fried, a cold Life is good today! beer on a Friday night Tracked keyword: BEER Language: ENGLISH Number of mentions: 98.343 Main associations found: Entertainment Number of clusters with at least 20 • Fun similar mentions: 212 Number of mentions in the clusters: • Pleasure 11.895 • Lifestyle Period: February 15th to 28th
  • 23. Hijo!! ¡hueles a cerveza! - Y que querías. ¿¡que con el dinero que me diste oliera a whisky? La bebida alcohólica que más Beber cerveza no está calma la sed es la ¡Camarero! ¿tiene alitas? —Sí, señor ligado al aumento de cerveza, porque su principal —Pues tráigame una cerveza ¡Pero peso y es beneficioso componente es agua (93%) volando! puto JAJAJAJAJÁ. para la salud http://t.co/ZB4JKHiw El consumo moderado de cerveza beneficia al embarazo, la lactancia, la menopausia y ayuda a combatir el Alzheimer http://t.co/qJ2RX4Ad Tracked keyword: CERVEZA Language: SPANISH Main associations found: Health Number of mentions: 119.775 Number of clusters with at least 20 similar mentions: 353 • Beer has no correlation to weight gain Number of mentions in the clusters: 36.858 • Drinking beer is healthy Period: February 15th to 28th
  • 24. Ein durchschnittlicher "20 Bier, 1 Slayer-Album Deutscher geht im Jahr und Kippen? Ausweis 1550km und trinkt 107 Liter bitte." "Hier. Ich bin 42." Bier. Macht einen Verbrauch "Danke. Mich interessiert von 6,9l/100km. nur Ihre Adresse. Dann bis heute Abend." Ich brauche einen Ärger für Anheuser- Mann, dem ich Busch: Brauereikonzern "Hier, halt mal soll #Bier mit Wasser grad mein Bier!" gestreckt haben bei einer Kneipenschlägerei Buch übers Trinken: Im sagen kann. sakralen Bereich der Bier- Magie... http://t.co/rudA4IuQC5 Die 2 Gründe warum Männer Bier trinken. 1. Sie haben keine Frau 2. Sie haben eine Frau Deutsch for Drinkers: "Bier" = beer. "Wein" = not beer. Tracked keyword: BIER Language: GERMAN Main associations found: HEAVY USAGE Number of mentions: 12.233 Number of clusters with at least 10 • Beer drinking is a strong characteristic similar mentions: 44 of the german culture Number of mentions in the clusters: 1.604 Period: February 15th to 28th
  • 25. Bilancio del primo tempo Se non hai la birra puoi visto da #Pilsen. Zero palle sempre trovare del vino o gol, possesso di palla #barca del whisky o delle 70%, possesso birra 100% sigarette, ma se non hai http://t.co/Gg5oPahb amore non hai un cazzo. Class action contro [X] Ho bevuto birra. [] Budweiser, aggiungere Ho fumato una e acqua nella birra. sigaretta intera. [] Mi sono drogato. [X] Ho scritto sul muro di un bagno. Ok, birra era la risposta... Ma non mi ricordo più quale fosse la domanda. Tracked keyword: BIRRA Language: ITALIAN Main associations found: FOOTBALL Number of mentions: 8.511 Number of clusters with at least 10 • Drinking beer and watching football similar mentions: 50 • Substitute drugs like cigarretes or other Number of mentions in the clusters: 1.224 alcoholical beverages Period: February 15th to 28th
  • 26. Different cultures, different behaviours Based on our 2-week analysis, it seems that most Americans drink beer to relax and feel good Italians drink beer because of relationship problems Brazilians drink beer to party Spanish speakers consider beer drinking healthy Germans drink beer to fuel their bodies French drink beer because it tastes good
  • 27. These insights can help us Calculate and compare brand metrics Understand the consumer Understand the performance on midia channels Minimize reputational risk Build meaningful conversations
  • 28.