Bursting bubbles &
building bridges:
Tracking the global climate change
conversation
Alberto Abellán Gavela, Gabriele Colombo, Sarah Oates,
Francesca Arcostanzo, Maya Livio, Jonas Kaiser, Paolo
Gerbaudo, Soenke Lorenzen, Tobias Buerger, Frederik de
Grove, Saskia Kok
Digital Methods
WINTER SCHOOL 2015
12 - 16
JANUARY
2015
Introduction
•  COP20 took place in Lima in December 2014
•  People’s Climate March took place on 21 September 2014
Research questions
•  Have the meta-narratives disseminated by climate action network stakeholders,
particularly those about the fossil fuel phase-out, gained traction in the overall
discourse surrounding two major climate-related events: the Lima COP20 and
People’s Climate March.
•  Which meta-narratives have resonated, and with which actors? Are those actors from
within the ‘bubble’ of committed environmental organizations, or has the key meta-
narratives moved beyond the bubble?
•  If so, who are the key bridge actors responsible from moving the meta-narratives from
inside to outside the bubble?
Method
•  Cross-platform: Twitter and Facebook
•  Twitter: COP20 data + People’s Climate March
•  Facebook: dataset Filtered	
  by	
  @LimaCop20	
  OR	
  COP20	
  OR	
  Peru	
  
•  Timeframe for both platforms: 23 November 2014 – 19 December 2014
Method: Twitter
1.  We utilised two datasets cop20 and globalwarming.
2.  The globalwarming dataset was filtered for
#peoplesclimate
3.  We performed co-hashtag analysis on both datasets to
identify shared and dominant discourses
4.  We searched for the most engaged actors in the
conversation and manually categorised according to their
type (CSO/GOV/COM/etc.)
5.  We used Tcat, Gephi and Excel, and Illustrator to analyse
and visualise our findings
6.  We drank white wine... a lot
Findings: Twitter
1.  Substantive difference between two events (political narrative vs.
civic society)
2.  There is a lack of science in both datasets
3.  There is a relatively large amount of users engaging in both events
(10.000 overlap)
4.  Narrative takes place in the ‘bubble’
•  Discourse	
  is	
  dominated	
  by	
  a	
  “bot”	
  that	
  retweets	
  
informa6on	
  on	
  climate	
  change	
  
•  @Theearthnetwork	
  also	
  retweets	
  informa6on	
  
which	
  is	
  curated	
  by	
  @johnlundin	
  
•  However,	
  number	
  is	
  not	
  a	
  valid	
  indicator	
  for	
  
“impact”…	
  
•  @peoples_climate	
  is	
  the	
  account	
  men6oned	
  most	
  oCen	
  
•  (Non)-­‐governmental	
  organisa6ons	
  such	
  as	
  @amnesty,	
  
@350,	
  @sierraclub,	
  and	
  @greenpeace	
  are	
  prominent	
  in	
  
the	
  discourse	
  
•  Also	
  journalis6c	
  source	
  such	
  as	
  @thena6on	
  and	
  
@mashable	
  are	
  influental	
  
Bursting bubbles & building bridges: Tracking the global climate change conversation
Bursting bubbles & building bridges: Tracking the global climate change conversation
Bursting bubbles & building bridges: Tracking the global climate change conversation
Bursting bubbles & building bridges: Tracking the global climate change conversation
Using “globalwarming” data
Filtered by #peoplesclimate
Bursting bubbles & building bridges: Tracking the global climate change conversation
Bursting bubbles & building bridges: Tracking the global climate change conversation
Method: Facebook
1.  Derive most-engaged-with posts of dataset (20.000 posts)
2.  Perform qualitative content analysis on posts: which themes
emerge. Use word count/cloud to generate list of words.
3.  From content analysis/list of words, create themes or labels.
4.  Associate words with these themes.
5.  Search all Facebook posts relating to COP20 over set time
period to create graphic representation of how users engage
with these themes.
6.  Identify the most relevant actors.
Findings: Facebook
1.  Top engagement generated by celebs – Emma Watson
2.  The most engaged with content and topics of interest were
labeled as ‘action, ‘venue’, ‘global community’
3.  More meaningful messages appear to get ‘lost’ in Facebook
4.  Need to establish ‘islands’ of engagement. Bring people to
the bubble
Theme label	
   key words to use for search in FB content	
  
Celebrity	
   Watson, Kardashian, Beyonce, Bieber, Cyrus, Swift, Jolie, Diego Muñoz, Wilfred Dass, Jason
Day 	
  
Politicians	
   Barack Obama, Ki-moon, Morales, Humala, John Kerry, Gore	
  
Venue	
   Peru, London, Paris	
  
Indigenous	
   indigenous, indians	
  
Weather	
   tornado, hurricane, typhoon, temperature, rubyph, droughts, storms, floods 	
  
Economics	
   trade-offs, cost, economy, jobs	
  
Action	
   strike, demonstrate, protest, arrest, watch, defenders, action, savetheartic, climatejustice,
nownottomorrow, idlenomore, rubyph, “climate action”, justice, hunger, Amazon	
  
COP20 events	
   speech, meeting, announcement	
  
Anti	
   lies	
  
Greenpeace	
   Greenpeace	
  
Global Community	
   NGO, United Nations, WWF 	
  
Renewables	
   renewables 	
  
Nazca	
   Nazca	
  
n° of posts per LABEL and keyword
ACTION (11629)
action (4277)
watch (2310)
protest (1372)
arrest (954)
climate action (950)
justice (668)
Amazon (534)
demonstrate (154)
strike (101)
climatejustice (93)
hunger (64)
idlenomore (58)
defenders (50)
nownottomorrow (44)
savetheartic (0)
VENUE (7322)
Peru (4178)
Paris (2868)
London (276)
GLOBAL COMMUNITY
(3376)
United Nations (1598)
NGO (936)
WWF (842)
Economics (2518)
cost (1753)
economy (543)
jobs (219)
trade-offs (3)
COP20 EVENTS (2045)
meeting (1696)
speech (225)
announcement (124)
WEATHER (1596)
temperature (694)
typhoon (211)
storms (160)
droughts (135)
floods (107)
hurricane (93)
rubyph (68)
rubyph (68)
tornado (60)
GREENPEACE (1557)
Greenpeace (1557)
POLITICIANS (1550)
Obama (583)
Ki-moon (341)
Gore (183)
Morales (164)
Humala (150)
Kerry (129)
INDIGENOUS (1285)
indigenous (1253)
indians (32)
NAZCA (109)
Nazca (109)
ANTI (600)
lies (600)
CELEBRITY (557)
Diego (455)
Swift (64)
Watson (28)
Bieber (5)
Cyrus (4)
Beyonce (1)
Kardashian (0)
Jolie (0)
Muñoz (0)
Wilfred Dass (0)
Jason Day (0)
RENEWABLES (126)
renewables (126)
ACTION
ANTI
COP20 EVENTS
ECONOMICS
GLOBAL COMMUNITY
GREENPEACE
INDIGENOUS
NAZCA
PERSONALITIES
POLITICIANS
RENEWABLE
VENUE
WEATHER
23/11 24/11 25/11 26/11 27/11 28/11 29/11 30/11 01/12 02/12 03/12 04/12 05/12 06/12 07/12 08/12 09/12 10/12 11/12 12/12 13/12 14/12 15/12 16/12 17/12 18/12 19/12
overall
engagement
engagement of posts
with keywords
23-11-14
24-11-14
25-11-14
26-11-14
27-11-14
28-11-14
29-11-14
30-11-14
01-12-14
02-12-14
03-12-14
04-12-14
05-12-14
06-12-14
07-12-14
08-12-14
09-12-14
10-12-14
11-12-14
12-12-14
13-12-14
14-12-14
15-12-14
16-12-14
17-12-14
18-12-14
19-12-14
19-12-14
Diario La Republica
wattsupwiththat
Diario La Republica
SuperProfs.com
for CA, CS e CMA
COP20 Lima Moms Clean Air Force
Front Line
Action on Coal
Bosch Global
1 Million Women Campaign
Greenpeace Australia PacificCOP20 LimaDiario El Comercio (Peru)
Diario La Republica Friends of the Earth U.S.Amazon Watch
Friends of Science Greenpeace New Zealand
Diario La Republica
Diario La Republica
Diario La RepublicaCAspot.com
Greenpeace UK
TuTeve
Greenpeace Italia
Diario
La Republica
Diario El
Comercio (Peru)
TuTeve
Diario La Republica
Indigenous Environmental Network
Diario La Republica
AFD
Bosch Global
GreenpeaceUSA
Amazon Watch
CNNGreenpeace
UK
TuTeve
Friends of the Earth International
UNESCO en espanol
Diario La Republica
Greenpeace USA
Diario La Republica
Bosch Global
TuTeve Diario La Republica
Elizabeth May
Diario El Comercio (Peru)
Democracy Now
Diario El Comercio (Peru)
Democracy Now
Avaaz
Diario El Comercio (Peru)
Avaaz
350.org
rfi
Diario La Republica
Christine Milne
Pia Olsen DyhrTuTeve
l'Humanite
Marina SilvaDemocracy NowIPS Agencia de Noticias
Greenpeace USAMarina SilvaDiario La Republica
Marina SilvaCAspot.comKlimaschutz-Netz
CAspot.com
CAspot.com
Chemtrails Project UK
The White HouseBold Nebraska
Gurukul
Les Editions Ariane
U.S. Department of the InteriorCAspot.com
Diario El Comercio (Peru)Diario La Republica
Greenpeace Philippines
engagementdate
1,000 2,000 3,000 4,000 5,000 6,000 7,000
Top 3 actors per day
Bursting bubbles & building bridges: Tracking the global climate change conversation
Ref:  h'p://thepoli.csofsystems.net/2012/10/the-­‐new-­‐york-­‐.mes-­‐vs-­‐the-­‐wall-­‐street-­‐journal-­‐on-­‐facebook/
      User
      Post_Page:  COP20  Lima
      Post_Page:  People's  Climate  March
  
Ref:  h'p://thepoli.csofsystems.net/2012/10/the-­‐new-­‐york-­‐.mes-­‐vs-­‐the-­‐wall-­‐street-­‐journal-­‐on-­‐facebook/
      User
      Post_Page:  COP20  Lima
      Post_Page:  People's  Climate  March
  
ß   68  à
      users
Conclusions: most significant findings
•  Climate change narrative is ‘bubbled’ – on Facebook as well as
Twitter..
•  Celebs and media capitalize most of the engagement..
•  Consider platform specific properties – engagement with users as
opposed to imposing a specific narrative..

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Bursting bubbles & building bridges: Tracking the global climate change conversation

  • 1. Bursting bubbles & building bridges: Tracking the global climate change conversation Alberto Abellán Gavela, Gabriele Colombo, Sarah Oates, Francesca Arcostanzo, Maya Livio, Jonas Kaiser, Paolo Gerbaudo, Soenke Lorenzen, Tobias Buerger, Frederik de Grove, Saskia Kok Digital Methods WINTER SCHOOL 2015 12 - 16 JANUARY 2015
  • 2. Introduction •  COP20 took place in Lima in December 2014 •  People’s Climate March took place on 21 September 2014
  • 3. Research questions •  Have the meta-narratives disseminated by climate action network stakeholders, particularly those about the fossil fuel phase-out, gained traction in the overall discourse surrounding two major climate-related events: the Lima COP20 and People’s Climate March. •  Which meta-narratives have resonated, and with which actors? Are those actors from within the ‘bubble’ of committed environmental organizations, or has the key meta- narratives moved beyond the bubble? •  If so, who are the key bridge actors responsible from moving the meta-narratives from inside to outside the bubble?
  • 4. Method •  Cross-platform: Twitter and Facebook •  Twitter: COP20 data + People’s Climate March •  Facebook: dataset Filtered  by  @LimaCop20  OR  COP20  OR  Peru   •  Timeframe for both platforms: 23 November 2014 – 19 December 2014
  • 5. Method: Twitter 1.  We utilised two datasets cop20 and globalwarming. 2.  The globalwarming dataset was filtered for #peoplesclimate 3.  We performed co-hashtag analysis on both datasets to identify shared and dominant discourses 4.  We searched for the most engaged actors in the conversation and manually categorised according to their type (CSO/GOV/COM/etc.) 5.  We used Tcat, Gephi and Excel, and Illustrator to analyse and visualise our findings 6.  We drank white wine... a lot
  • 6. Findings: Twitter 1.  Substantive difference between two events (political narrative vs. civic society) 2.  There is a lack of science in both datasets 3.  There is a relatively large amount of users engaging in both events (10.000 overlap) 4.  Narrative takes place in the ‘bubble’
  • 7. •  Discourse  is  dominated  by  a  “bot”  that  retweets   informa6on  on  climate  change   •  @Theearthnetwork  also  retweets  informa6on   which  is  curated  by  @johnlundin   •  However,  number  is  not  a  valid  indicator  for   “impact”…  
  • 8. •  @peoples_climate  is  the  account  men6oned  most  oCen   •  (Non)-­‐governmental  organisa6ons  such  as  @amnesty,   @350,  @sierraclub,  and  @greenpeace  are  prominent  in   the  discourse   •  Also  journalis6c  source  such  as  @thena6on  and   @mashable  are  influental  
  • 16. Method: Facebook 1.  Derive most-engaged-with posts of dataset (20.000 posts) 2.  Perform qualitative content analysis on posts: which themes emerge. Use word count/cloud to generate list of words. 3.  From content analysis/list of words, create themes or labels. 4.  Associate words with these themes. 5.  Search all Facebook posts relating to COP20 over set time period to create graphic representation of how users engage with these themes. 6.  Identify the most relevant actors.
  • 17. Findings: Facebook 1.  Top engagement generated by celebs – Emma Watson 2.  The most engaged with content and topics of interest were labeled as ‘action, ‘venue’, ‘global community’ 3.  More meaningful messages appear to get ‘lost’ in Facebook 4.  Need to establish ‘islands’ of engagement. Bring people to the bubble
  • 18. Theme label   key words to use for search in FB content   Celebrity   Watson, Kardashian, Beyonce, Bieber, Cyrus, Swift, Jolie, Diego Muñoz, Wilfred Dass, Jason Day   Politicians   Barack Obama, Ki-moon, Morales, Humala, John Kerry, Gore   Venue   Peru, London, Paris   Indigenous   indigenous, indians   Weather   tornado, hurricane, typhoon, temperature, rubyph, droughts, storms, floods   Economics   trade-offs, cost, economy, jobs   Action   strike, demonstrate, protest, arrest, watch, defenders, action, savetheartic, climatejustice, nownottomorrow, idlenomore, rubyph, “climate action”, justice, hunger, Amazon   COP20 events   speech, meeting, announcement   Anti   lies   Greenpeace   Greenpeace   Global Community   NGO, United Nations, WWF   Renewables   renewables   Nazca   Nazca  
  • 19. n° of posts per LABEL and keyword ACTION (11629) action (4277) watch (2310) protest (1372) arrest (954) climate action (950) justice (668) Amazon (534) demonstrate (154) strike (101) climatejustice (93) hunger (64) idlenomore (58) defenders (50) nownottomorrow (44) savetheartic (0) VENUE (7322) Peru (4178) Paris (2868) London (276) GLOBAL COMMUNITY (3376) United Nations (1598) NGO (936) WWF (842) Economics (2518) cost (1753) economy (543) jobs (219) trade-offs (3) COP20 EVENTS (2045) meeting (1696) speech (225) announcement (124) WEATHER (1596) temperature (694) typhoon (211) storms (160) droughts (135) floods (107) hurricane (93) rubyph (68) rubyph (68) tornado (60) GREENPEACE (1557) Greenpeace (1557) POLITICIANS (1550) Obama (583) Ki-moon (341) Gore (183) Morales (164) Humala (150) Kerry (129) INDIGENOUS (1285) indigenous (1253) indians (32) NAZCA (109) Nazca (109) ANTI (600) lies (600) CELEBRITY (557) Diego (455) Swift (64) Watson (28) Bieber (5) Cyrus (4) Beyonce (1) Kardashian (0) Jolie (0) Muñoz (0) Wilfred Dass (0) Jason Day (0) RENEWABLES (126) renewables (126)
  • 20. ACTION ANTI COP20 EVENTS ECONOMICS GLOBAL COMMUNITY GREENPEACE INDIGENOUS NAZCA PERSONALITIES POLITICIANS RENEWABLE VENUE WEATHER 23/11 24/11 25/11 26/11 27/11 28/11 29/11 30/11 01/12 02/12 03/12 04/12 05/12 06/12 07/12 08/12 09/12 10/12 11/12 12/12 13/12 14/12 15/12 16/12 17/12 18/12 19/12 overall engagement engagement of posts with keywords
  • 21. 23-11-14 24-11-14 25-11-14 26-11-14 27-11-14 28-11-14 29-11-14 30-11-14 01-12-14 02-12-14 03-12-14 04-12-14 05-12-14 06-12-14 07-12-14 08-12-14 09-12-14 10-12-14 11-12-14 12-12-14 13-12-14 14-12-14 15-12-14 16-12-14 17-12-14 18-12-14 19-12-14 19-12-14 Diario La Republica wattsupwiththat Diario La Republica SuperProfs.com for CA, CS e CMA COP20 Lima Moms Clean Air Force Front Line Action on Coal Bosch Global 1 Million Women Campaign Greenpeace Australia PacificCOP20 LimaDiario El Comercio (Peru) Diario La Republica Friends of the Earth U.S.Amazon Watch Friends of Science Greenpeace New Zealand Diario La Republica Diario La Republica Diario La RepublicaCAspot.com Greenpeace UK TuTeve Greenpeace Italia Diario La Republica Diario El Comercio (Peru) TuTeve Diario La Republica Indigenous Environmental Network Diario La Republica AFD Bosch Global GreenpeaceUSA Amazon Watch CNNGreenpeace UK TuTeve Friends of the Earth International UNESCO en espanol Diario La Republica Greenpeace USA Diario La Republica Bosch Global TuTeve Diario La Republica Elizabeth May Diario El Comercio (Peru) Democracy Now Diario El Comercio (Peru) Democracy Now Avaaz Diario El Comercio (Peru) Avaaz 350.org rfi Diario La Republica Christine Milne Pia Olsen DyhrTuTeve l'Humanite Marina SilvaDemocracy NowIPS Agencia de Noticias Greenpeace USAMarina SilvaDiario La Republica Marina SilvaCAspot.comKlimaschutz-Netz CAspot.com CAspot.com Chemtrails Project UK The White HouseBold Nebraska Gurukul Les Editions Ariane U.S. Department of the InteriorCAspot.com Diario El Comercio (Peru)Diario La Republica Greenpeace Philippines engagementdate 1,000 2,000 3,000 4,000 5,000 6,000 7,000 Top 3 actors per day
  • 24. Ref:  h'p://thepoli.csofsystems.net/2012/10/the-­‐new-­‐york-­‐.mes-­‐vs-­‐the-­‐wall-­‐street-­‐journal-­‐on-­‐facebook/      User      Post_Page:  COP20  Lima      Post_Page:  People's  Climate  March   ß   68  à      users
  • 25. Conclusions: most significant findings •  Climate change narrative is ‘bubbled’ – on Facebook as well as Twitter.. •  Celebs and media capitalize most of the engagement.. •  Consider platform specific properties – engagement with users as opposed to imposing a specific narrative..