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Crisis Information Management:
A Primer
Sanjana Hattotuwa
TED Fellow
Senior Advisor, ICT4Peace Foundation
sri lanka: complex political emergency
post-war, not post-conflict
sri lanka: sudden onset emergency




 30,000+ dead in a couple
       of minutes
haiti: sudden onset emergency
points to ponder

• Are new technologies and ICTs more helpful in dealing with sudden-onset
  natural disasters / acts of God as opposed to acts of men & women?


• Why are you here? Is technology a standalone panacea or an enabler to
  thought-leaders?


• In 1981, John Postel he formulated what’s known as Postel’s Law: “Be
  conservative in what you do; be liberal in what you accept from others.”


• Is this a mantra for organisational change? Technology design? Technical
  architecture? Process?
social media
what is social media?

• Social media uses Internet and web-based technologies to transform
  broadcast media monologues (one to many) into social media dialogues
  (many to many).


• It supports the democratization of knowledge and information, transforming
  people from content consumers into content producers. (Wikipedia)
what is new media?

• New media is a term meant to encompass the emergence of digital,
  computerized, or networked information and communication technologies.


• New media is not television programs, feature films, magazines, books, or
  paper-based publications. (Wikipedia)


• But increasingly, old media is leveraging the web, Internet and mobiles in
  generating and disseminating news and information.
disaster is a growth industry
social media landscape in 2011
social media landscape today


        +




                     plus.google.com
Social Media IM foundations
• Blogs


• Social networks (Twitter, Facebook)


• Mobiles: SMS to social networking sites, mobile
  photography and video


• Wired (ADSL) and wireless broadband (3G etc)

• Greater access, also in vernacular

• Lower transactional cost (cost per SMS, subscription
  for ADSL, cost per dongle, data subscriptions)
what’s new

• Ubiquity of two way communications


• Addressable peoples, even those who IDPs or refugees


• Both news generation and dissemination leverages new media

• Disintermediated models vs. traditional media model


• Citizens as producers

• Low resolution content broadcast on high definition media
what’s new

• Sous-veillance (observing from underneath, anchored to human security) in place
  of, or in addition to, surveillance (often from centralised loci, anchored to national
  security)


• Sous-veillance is crowd based intelligence, generally open data (though analysis
  can be bounded). Surveillance ranges from sig int and psy ops to information
  espionage, almost always bounded.


• Important to understand Arab Spring, and situational awareness in sudden onset
  disasters
new media based content generation

• Glocal information – what is local anymore?


• Information agents are rapid moving, transnational


• A person in Boston can report on activities in Port au Prince who sources his
  information from someone in Les Cayes via SMS, who goes on to plot it on a
  map that helps someone from New York to deploy aid via a request made
  over the web to someone in Rome


• Models of news gathering and trust are changing
old information model

Event / Issue / Victim
                                    Policy making


     Journalist


    Mainstream
      media              Consumer
new information models


 Event / Issue
                 Consumer     Citizen media
   / Victim




  Journalist     Mainstream    Consumer
                   media



 Policy making
the revolution


     First
responders/ UN
                     Victim

Closed systems     No agency


     First           Victim /
responders/ UN       Witness
Open systems     Enhanced agency
the revolution
                                         Passive

     Media                          Consumer

Information as a package

                                Active / Reactive

                                   Consumer /
     Media                          Witness /
                                    Producer
Information as a conversation
Knowledge through curation
power of sms

• “My name is Mohammed Sokor, writing to you from Dagahaley refugee camp
  in Dadaab. Dear Sir, there is an alarming issue here. People are given too few
  kilogrammes of food. You must help.”


• Humble SMS text messages from refugees could become an effective SOS
  for millions whose voices are so rarely heard.
power of sms: post tsunami

• The web is littered with examples on how SMS helped in the immediate
  aftermath of the tsunami in Indonesia and Sri Lanka.


  • “I'm standing on the Galle road in Aluthgama and looking at 5 ton trawlers
    tossed onto the road. Scary shit.”


  • “Found 5 of my friends, 2 dead. Of the 5, 4 are back in Colombo. The last
    one is stranded because of a broken bridge. Broken his leg. But he's alive.”


  • “Made contact. He got swept away but swam ashore. Said he's been
    burying people all day.”


  • “Just dragging them off the beach and digging holes with his hands.”
what is out there?
Leverage crowd maps
Bounded, geo-fenced models help contextualise unbounded, larger inputs
crisis in darfur: using google earth
http://www.ushmm.org/maps/projects/darfur
mainstream media: all use crowdsourced media
bombings in london

• 7 July 2005


• Within 24 hours, the BBC had received
  1,000 stills and videos, 3,000 texts and
  20,000 e-mails.
“saffron revolution” in myanmar, 2007

• 100,000 people joined a Facebook group
  supporting the monks


• No international TV crews allowed in the
  country


• Mobile phone cameras were the first
  footage of the monks protest


• Blogs from Rangoon were the only sources
  of information


• The junta shut down all Internet and mobile
  communications
burma vj: reporting from a closed country
the ‘green revolution’: post-election Iran, 2009
the ‘green revolution’: post-election Iran, 2009

• Social media played three very important roles in the Iran situation:


   1.It helped Iranians communicate with each other.


   2.It helped Iranians communicate with the outside world.


   3.It helped the rest of the world communicate with both Iranians and others
     who sympathize with the protesters.


• YouTube and Flickr brought multimedia out of the distressed country. Twitter
  and Facebook updates have spread videos virally. Blogs, Wikipedia, and
  citizen journalism have helped disseminate and filter this information. Most of
  all though, these tools have helped people take action.
reliefweb
http://www.reliefweb.int
irin
http://www.irinnews.org
OCHA COD / FOD repository
http://www.irinnews.org
humanitarian early warning service
http://www.hewsweb.org/home_page/default.asp
prevention web
http://www.preventionweb.net/english
reuters alertnet
http://www.trust.org/alertnet
crisis information management wikis
http://wiki.ict4peace.org/Pakistan-Floods
mental health and psychosocial support
http://mhpss.net
haiti earthquake, january 2010
http://haiti.ushahidi.com
local efforts
http://www.local.com.pk
google resource finder
http://pakistan.resource-finder.appspot.com/?&lang=ur
google maps
google news
google reader: a web based RSS reader
getting updates: google crisis response
http://www.google.com/crisisresponse/japanquake2011.html
social networking: facebook
600 million+ users
case study: mumbai bomb blasts
         November 2008
Flickr: first images of the attacks
http://www.flickr.com/photos/vinu/sets72157610144709049
Wikipedia: first narratives of the attacks
http://en.wikipedia.org/wiki/26_November_2008_Mumbai_attacks
Wikipedia: first narratives of the attacks
http://en.wikipedia.org/wiki/26_November_2008_Mumbai_attacks




                                              400+ edits / updates

                                              100+ authors

                                              Less than 24 hours after first
                                              attack
Getting updates: twittering the attacks
http://spy.appspot.com
curating content
curated content
curated content akin to selecting the best produce
curating crowdsourced information
• Buying fruits of vegetables          • Curating crowdsourced information


• Check price                          • Check authorship


• Weigh it in one’s hands              • Check for veracity, quality


                                       • Is it accurate, fair, topical?
• Look at it from all angles

                                       • What is the bias? Is it progressive?
• Look at it in context

                                       • Select a few from many sources
• Look at a few, not just one

                                       • Discard if out-dated information is
• Discard if old                         presented

• Be suspicious if it looks too good   • Be cautious of unverified information
                                         and breaking news
• Ascertain location where it was
  produced                             • Is the producer local or foreign?
UN and crisismapping
awareness never 100% accurate, or complete



            Trust&


                        Satis&icing*
                        situational&
                        awareness&
          Veri*iable&
what’s satisficing?

• Satisficing, (satisfy with suffice), is a decision-making strategy that attempts
  to meet criteria for adequacy, rather than to identify an optimal solution.


• A satisficing strategy may often be (near) optimal if the costs of the decision-
  making process itself, such as the cost of obtaining complete information, are
  considered in the outcome calculus.


• The word satisfice was coined by American political scientist Herbert Simon
  in 1956.
situational awareness today



                                   Traditional media


                                   Citizen journalism / Digital, web based
                                   media / Crowdsourced information

                                   Trusted intelligence from UN system




Situational Awareness / Response
some key differences between crisismapping and
UN platforms


UN                                     Crisismapping
Agency focused                         Crowd sourced information
Inward looking                         Outward looking
Generally verified                      Verifiability an option, not default
UN Agency produced or trusted          Designed for scalability
source                                 Open source / Open data standards
Information products range from        Information products generally external,
internal & confidential to external     declassified
Proprietary data formats and systems   Potential of interoperability high
Little systemic interoperability       Easier to learn
Hard to learn                          Wider ownership
crisismapping and UN: conflict or collaboration?
UN IASC Common Operational Datasets


    Humanitarian)profile)


    Popula0on)sta0s0cs)


    Administra0ve)boundaries)


    Populated)places)


    Transporta0on)network)


    Hydrology)


    Hypsography)
crisismapping and UN: conflict or collaboration?
Strengthening Common Operational Datasets




                          • CODs&
                                                                           Response&               • Community&owned&and&driven&
                          • Crowdsourced&informa3on&at&                                              recovery&plaAorms&
                            community&level&(in&vernacular)&   • Oneresponse&et#al&and&updated&    • UN&systems&(e.g.&UNDP&
                          • Remote&sensing&data&                 CODs&                               plaAorms)&
                                                               • Crowdsourced&ground&truths&       • Systems&established&by&
                                                                 via&crisismapping&plaAorms&         government&
                                                               • Feedback&to&vic3ms&(e.g.&
     Clusters)                                                   Project&4636&and&CDAC&in&Hai3)&
                                   Preven3on&&&
                                                                                                               Recovery&
                                  Risk&Reduc3on&
        APIs)




                                  Crisis)
                                                                Crisismapping)
  Popula'on)of)   APIs)                                         pla5orms)and)
  UN)CODs)                                                      crowdsourced)
                                                                data)
                                Disaster)
Libya Crisis Map: Model for progress?
Some enduring challenges
    Tweets from ICCM 2010
challenges

• Concept of failing forward missing. Everyone parading what worked, but
  more imp to know - what failed, why?


• Heard first cursory mention of ethics amidst overwhelmingly technocratic
  perspectives. Good. Need to flesh out.


• No recognition of (geo) politics and US strategic interests in use & availability
  of tech. Compare Haiti, Pakistan & Myanmar in '08


• A bigger disaster than Haiti, Pakistan had comparably little of this tech,
  volunteerism and focus. Why?
challenges

• Surprisingly everyone seems to believe crowdsourcing is good, and is only
  used for good. Context, content, creator, consumer absent


• At risk of sounding Rumsfeldian, why don't we know what we should know?
  Core datasets vital for community resilience and response


• Trust is mutable, relative, contextual, locally defined, gendered, framed by
  identity, inter alia.


• Violence as a result of knowledge creation.
challenges

• Impartial, accurate coverage still vital, increasingly hard to ascertain


• Torrent of information. Trickle of knowledge.


• Veracity hard to determine


• Pace of technology development hard to keep pace with
enduring challenges with crisismapping and
crowdsourcing

• Nature of violence, partisan bias, citizenship, governance structures, public
  institutions heavily influence crowdsourcing.


• Crowdsourced HR or election violations mapping with volunteers from
  perpetrator party/tribe/ethnicity? Proceed with caution


• Volunteerism undergirding stand-by crowdsourcing good, but what about
  CPE's, where personal bias can deeply influence curation?


• Related to last tweet, volunteerism works better for sudden onset natural
  disasters, which are also mediagenic
how and who do we trust?
abduction of a gay girl of damascus. or so we thought.




 http://damascusgaygirl.blogspot.com   Jelena Lecic, of London




 Tom MacMaster, 40 year old American
A lesbian in Damascus
And other tall tales



                       Disinformation
                       Misinformation
                       Partial accounts
                       Gaming the system
                       Gender imbalance (e.g. rape reports in DRC)
                       Lack of access leads to challenges in verification
                       Multiple retweets mistaken for authenticity
                       Anonymity online (esp. post-Norwegian terrorist attack)
                       Machine translation / Lack of translation
                       Little or no direct access
                       Trauma
                       Anxiety
                       Fear
                       Persecution
                       Network infiltration and disruption
                       Trust perceptions and authority markers
                       Bias in mainstream media
                       Bias in citizen media
two key effects of information overload


• Continuous partial attention, Linda Stone, Microsoft,
  1997. With continuous partial attention we keep the
  top level item in focus and scan the periphery in case
  something more important emerges.




• The immediate altruistic response rapidly diminishes
  over time (Melissa Brown, associate director of
  research at the Center on Philanthropy at Indiana
  University, 2010) Our brains release congratulatory hits
  of dopamine when we engage in selfless behaviour —
  which we’re moved to do the instant we witness
  something awful.
two key effects of information overload
two key effects of information overload
The new violence
       Data loss is lives lost
organisational hr & financial costs
 Skilled / Free                                                                                         Skilled / Paid
              IBM ManyEyes       Ustream                                                    Flash based infoviz

              Google Moderator                       Timetoast
                                                                     Open Data statistics      Wordpress VIP
                              Bundlr      Storify



  Curated Twitter             Wordpress                   Wordle




                                       Google Maps

                                            Facebook               Facebook Ads   Flickr Pro

                                                                                   Vimeo
               Google News

              Google Reader        Flickr           YouTube




  Easy / Free                                                                                               Easy / Paid
thank you
sanjanahattotuwa@ict4peace.org

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Crisis Information Management: A Primer

  • 1. Crisis Information Management: A Primer Sanjana Hattotuwa TED Fellow Senior Advisor, ICT4Peace Foundation
  • 2. sri lanka: complex political emergency post-war, not post-conflict
  • 3. sri lanka: sudden onset emergency 30,000+ dead in a couple of minutes
  • 5. points to ponder • Are new technologies and ICTs more helpful in dealing with sudden-onset natural disasters / acts of God as opposed to acts of men & women? • Why are you here? Is technology a standalone panacea or an enabler to thought-leaders? • In 1981, John Postel he formulated what’s known as Postel’s Law: “Be conservative in what you do; be liberal in what you accept from others.” • Is this a mantra for organisational change? Technology design? Technical architecture? Process?
  • 7. what is social media? • Social media uses Internet and web-based technologies to transform broadcast media monologues (one to many) into social media dialogues (many to many). • It supports the democratization of knowledge and information, transforming people from content consumers into content producers. (Wikipedia)
  • 8. what is new media? • New media is a term meant to encompass the emergence of digital, computerized, or networked information and communication technologies. • New media is not television programs, feature films, magazines, books, or paper-based publications. (Wikipedia) • But increasingly, old media is leveraging the web, Internet and mobiles in generating and disseminating news and information.
  • 9. disaster is a growth industry
  • 11. social media landscape today + plus.google.com
  • 12. Social Media IM foundations • Blogs • Social networks (Twitter, Facebook) • Mobiles: SMS to social networking sites, mobile photography and video • Wired (ADSL) and wireless broadband (3G etc) • Greater access, also in vernacular • Lower transactional cost (cost per SMS, subscription for ADSL, cost per dongle, data subscriptions)
  • 13. what’s new • Ubiquity of two way communications • Addressable peoples, even those who IDPs or refugees • Both news generation and dissemination leverages new media • Disintermediated models vs. traditional media model • Citizens as producers • Low resolution content broadcast on high definition media
  • 14. what’s new • Sous-veillance (observing from underneath, anchored to human security) in place of, or in addition to, surveillance (often from centralised loci, anchored to national security) • Sous-veillance is crowd based intelligence, generally open data (though analysis can be bounded). Surveillance ranges from sig int and psy ops to information espionage, almost always bounded. • Important to understand Arab Spring, and situational awareness in sudden onset disasters
  • 15.
  • 16. new media based content generation • Glocal information – what is local anymore? • Information agents are rapid moving, transnational • A person in Boston can report on activities in Port au Prince who sources his information from someone in Les Cayes via SMS, who goes on to plot it on a map that helps someone from New York to deploy aid via a request made over the web to someone in Rome • Models of news gathering and trust are changing
  • 17. old information model Event / Issue / Victim Policy making Journalist Mainstream media Consumer
  • 18. new information models Event / Issue Consumer Citizen media / Victim Journalist Mainstream Consumer media Policy making
  • 19. the revolution First responders/ UN Victim Closed systems No agency First Victim / responders/ UN Witness Open systems Enhanced agency
  • 20. the revolution Passive Media Consumer Information as a package Active / Reactive Consumer / Media Witness / Producer Information as a conversation Knowledge through curation
  • 21. power of sms • “My name is Mohammed Sokor, writing to you from Dagahaley refugee camp in Dadaab. Dear Sir, there is an alarming issue here. People are given too few kilogrammes of food. You must help.” • Humble SMS text messages from refugees could become an effective SOS for millions whose voices are so rarely heard.
  • 22. power of sms: post tsunami • The web is littered with examples on how SMS helped in the immediate aftermath of the tsunami in Indonesia and Sri Lanka. • “I'm standing on the Galle road in Aluthgama and looking at 5 ton trawlers tossed onto the road. Scary shit.” • “Found 5 of my friends, 2 dead. Of the 5, 4 are back in Colombo. The last one is stranded because of a broken bridge. Broken his leg. But he's alive.” • “Made contact. He got swept away but swam ashore. Said he's been burying people all day.” • “Just dragging them off the beach and digging holes with his hands.”
  • 23. what is out there?
  • 24. Leverage crowd maps Bounded, geo-fenced models help contextualise unbounded, larger inputs
  • 25. crisis in darfur: using google earth http://www.ushmm.org/maps/projects/darfur
  • 26. mainstream media: all use crowdsourced media
  • 27. bombings in london • 7 July 2005 • Within 24 hours, the BBC had received 1,000 stills and videos, 3,000 texts and 20,000 e-mails.
  • 28. “saffron revolution” in myanmar, 2007 • 100,000 people joined a Facebook group supporting the monks • No international TV crews allowed in the country • Mobile phone cameras were the first footage of the monks protest • Blogs from Rangoon were the only sources of information • The junta shut down all Internet and mobile communications
  • 29. burma vj: reporting from a closed country
  • 30. the ‘green revolution’: post-election Iran, 2009
  • 31. the ‘green revolution’: post-election Iran, 2009 • Social media played three very important roles in the Iran situation: 1.It helped Iranians communicate with each other. 2.It helped Iranians communicate with the outside world. 3.It helped the rest of the world communicate with both Iranians and others who sympathize with the protesters. • YouTube and Flickr brought multimedia out of the distressed country. Twitter and Facebook updates have spread videos virally. Blogs, Wikipedia, and citizen journalism have helped disseminate and filter this information. Most of all though, these tools have helped people take action.
  • 34. OCHA COD / FOD repository http://www.irinnews.org
  • 35. humanitarian early warning service http://www.hewsweb.org/home_page/default.asp
  • 38. crisis information management wikis http://wiki.ict4peace.org/Pakistan-Floods
  • 39. mental health and psychosocial support http://mhpss.net
  • 40. haiti earthquake, january 2010 http://haiti.ushahidi.com
  • 45. google reader: a web based RSS reader
  • 46. getting updates: google crisis response http://www.google.com/crisisresponse/japanquake2011.html
  • 48. case study: mumbai bomb blasts November 2008
  • 49. Flickr: first images of the attacks http://www.flickr.com/photos/vinu/sets72157610144709049
  • 50. Wikipedia: first narratives of the attacks http://en.wikipedia.org/wiki/26_November_2008_Mumbai_attacks
  • 51. Wikipedia: first narratives of the attacks http://en.wikipedia.org/wiki/26_November_2008_Mumbai_attacks 400+ edits / updates 100+ authors Less than 24 hours after first attack
  • 52. Getting updates: twittering the attacks http://spy.appspot.com
  • 55. curated content akin to selecting the best produce
  • 56. curating crowdsourced information • Buying fruits of vegetables • Curating crowdsourced information • Check price • Check authorship • Weigh it in one’s hands • Check for veracity, quality • Is it accurate, fair, topical? • Look at it from all angles • What is the bias? Is it progressive? • Look at it in context • Select a few from many sources • Look at a few, not just one • Discard if out-dated information is • Discard if old presented • Be suspicious if it looks too good • Be cautious of unverified information and breaking news • Ascertain location where it was produced • Is the producer local or foreign?
  • 58. awareness never 100% accurate, or complete Trust& Satis&icing* situational& awareness& Veri*iable&
  • 59. what’s satisficing? • Satisficing, (satisfy with suffice), is a decision-making strategy that attempts to meet criteria for adequacy, rather than to identify an optimal solution. • A satisficing strategy may often be (near) optimal if the costs of the decision- making process itself, such as the cost of obtaining complete information, are considered in the outcome calculus. • The word satisfice was coined by American political scientist Herbert Simon in 1956.
  • 60. situational awareness today Traditional media Citizen journalism / Digital, web based media / Crowdsourced information Trusted intelligence from UN system Situational Awareness / Response
  • 61. some key differences between crisismapping and UN platforms UN Crisismapping Agency focused Crowd sourced information Inward looking Outward looking Generally verified Verifiability an option, not default UN Agency produced or trusted Designed for scalability source Open source / Open data standards Information products range from Information products generally external, internal & confidential to external declassified Proprietary data formats and systems Potential of interoperability high Little systemic interoperability Easier to learn Hard to learn Wider ownership
  • 62. crisismapping and UN: conflict or collaboration? UN IASC Common Operational Datasets Humanitarian)profile) Popula0on)sta0s0cs) Administra0ve)boundaries) Populated)places) Transporta0on)network) Hydrology) Hypsography)
  • 63. crisismapping and UN: conflict or collaboration? Strengthening Common Operational Datasets • CODs& Response& • Community&owned&and&driven& • Crowdsourced&informa3on&at& recovery&plaAorms& community&level&(in&vernacular)& • Oneresponse&et#al&and&updated& • UN&systems&(e.g.&UNDP& • Remote&sensing&data& CODs& plaAorms)& • Crowdsourced&ground&truths& • Systems&established&by& via&crisismapping&plaAorms& government& • Feedback&to&vic3ms&(e.g.& Clusters) Project&4636&and&CDAC&in&Hai3)& Preven3on&&& Recovery& Risk&Reduc3on& APIs) Crisis) Crisismapping) Popula'on)of) APIs) pla5orms)and) UN)CODs) crowdsourced) data) Disaster)
  • 64. Libya Crisis Map: Model for progress?
  • 65. Some enduring challenges Tweets from ICCM 2010
  • 66. challenges • Concept of failing forward missing. Everyone parading what worked, but more imp to know - what failed, why? • Heard first cursory mention of ethics amidst overwhelmingly technocratic perspectives. Good. Need to flesh out. • No recognition of (geo) politics and US strategic interests in use & availability of tech. Compare Haiti, Pakistan & Myanmar in '08 • A bigger disaster than Haiti, Pakistan had comparably little of this tech, volunteerism and focus. Why?
  • 67. challenges • Surprisingly everyone seems to believe crowdsourcing is good, and is only used for good. Context, content, creator, consumer absent • At risk of sounding Rumsfeldian, why don't we know what we should know? Core datasets vital for community resilience and response • Trust is mutable, relative, contextual, locally defined, gendered, framed by identity, inter alia. • Violence as a result of knowledge creation.
  • 68. challenges • Impartial, accurate coverage still vital, increasingly hard to ascertain • Torrent of information. Trickle of knowledge. • Veracity hard to determine • Pace of technology development hard to keep pace with
  • 69. enduring challenges with crisismapping and crowdsourcing • Nature of violence, partisan bias, citizenship, governance structures, public institutions heavily influence crowdsourcing. • Crowdsourced HR or election violations mapping with volunteers from perpetrator party/tribe/ethnicity? Proceed with caution • Volunteerism undergirding stand-by crowdsourcing good, but what about CPE's, where personal bias can deeply influence curation? • Related to last tweet, volunteerism works better for sudden onset natural disasters, which are also mediagenic
  • 70. how and who do we trust? abduction of a gay girl of damascus. or so we thought. http://damascusgaygirl.blogspot.com Jelena Lecic, of London Tom MacMaster, 40 year old American
  • 71. A lesbian in Damascus And other tall tales Disinformation Misinformation Partial accounts Gaming the system Gender imbalance (e.g. rape reports in DRC) Lack of access leads to challenges in verification Multiple retweets mistaken for authenticity Anonymity online (esp. post-Norwegian terrorist attack) Machine translation / Lack of translation Little or no direct access Trauma Anxiety Fear Persecution Network infiltration and disruption Trust perceptions and authority markers Bias in mainstream media Bias in citizen media
  • 72. two key effects of information overload • Continuous partial attention, Linda Stone, Microsoft, 1997. With continuous partial attention we keep the top level item in focus and scan the periphery in case something more important emerges. • The immediate altruistic response rapidly diminishes over time (Melissa Brown, associate director of research at the Center on Philanthropy at Indiana University, 2010) Our brains release congratulatory hits of dopamine when we engage in selfless behaviour — which we’re moved to do the instant we witness something awful.
  • 73. two key effects of information overload
  • 74. two key effects of information overload
  • 75. The new violence Data loss is lives lost
  • 76. organisational hr & financial costs Skilled / Free Skilled / Paid IBM ManyEyes Ustream Flash based infoviz Google Moderator Timetoast Open Data statistics Wordpress VIP Bundlr Storify Curated Twitter Wordpress Wordle Google Maps Facebook Facebook Ads Flickr Pro Vimeo Google News Google Reader Flickr YouTube Easy / Free Easy / Paid