interacting with social media content about events
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interacting with social media content about events
Mor Naaman
Rutgers SC&I
social media information lab?
social media research:
1. what are people doing (and why)?
social media research:
2. understanding social systems at scale
social media research:
3. creating new experiences
events in social media
BYOBW
Vox Civitas: reasoning about events with social media content
Multiplayer: organizing social multimedia content from live events
evaluating social multimedia experiences ov
ervi
ew
social multimedia
social multimedia
online sources of multimedia content posted in settings that foster significant individual participation and that promote community curation, discussion and re-use of content.
social multimedia on Twitter
“media’s conversational shadow”
- @ayman
research questions
how can (Twitter) content contributed around large-scale broadcast news events inform journalistic inquiry?
what kinds of insights and analyses are enabled through visual analytic tools?
how to build better tools to support journalistic inquiry?
“Hey Fellas, have a look
at this scoop I just pulled from TWITTER.”!
designing for journalism
what would a journalist ask of Twitter?
tendency to cover “decisive moments”, divergent points of view, audience criticism/applause
newsworthiness: favors surprising, unusual, good / bad
useful indicators: – sentiment: applause, criticism, controversy, good /
bad – response magnitude: quotes, topics / issues – unique / novel contributions
supporting analysis
direct attention to relevant information
automatic content analysis for filtering – relevance – uniqueness / novelty – sentiment – keyword extraction
vox civitas
Nicholas Diakopoulos, Mor Naaman, Funda Kivran-Swain,
Diamonds in the Rough: Social Media Visual Analytics for Journalistic Inquiry (VAST 2010)
http://sm.rutgers.edu/vox
Vox Civitas: reasoning about events with social media content
Multiplayer: organizing social multimedia content from live events
evaluating social multimedia experiences ov
ervi
ew
social multimedia
social multimedia on YouTube
research questions
how can we transform the consumption of video content created by users attending large-scale events?
what kinds of practices and user tasks can be enabled through a new experience?
how to build better tools to leverage the social context of video capture?
Lyndon Kennedy and Mor Naaman. Less Talk, More Rock (WWW 2009)
1 master’s student
3 months
relive with YouTube
Multiplayer (w/ Coco)
multiple perspectives:
relevance
no redundancy
improves as content added
leverages social metadata
Nicholas Diakopoulos, Mor Naaman, Tayebeh Yazdani, Zihao Yu. Navigating Events in a Multi-Perspective Social Video Browser (in submission)
Vox Civitas: reasoning about events with social media content
Multiplayer: organizing social multimedia content from live events
evaluating social multimedia experiences ov
ervi
ew
challenge: evaluate!
challenge: evaluate!
produce insights about use and usefulness that go beyond a specific implementation
challenge: evaluate!
what are the di!erent factors that are in play when users interact with the new application?
challenge: evaluate!
how do users perceive and understand the presentation and interaction mode?
challenge: evaluate!
how does the new experience help (or hinder) users in performing tasks?
two-pronged approach
directly evaluate the output of the algorithms (quantitative)
deep, extensive evaluation of the users interaction with the system or interactive prototype (qualitative) in the context of their task
read more: Olsen (UIST ’07); Naaman (MTAP ’10)
Multiplayer study goals
what utility is provided to event content consumption?
how users interact with a multi-perspective videos from an event?
laboratory study
two tasks/scenarios: – seen a show, reminisce/share – considering a show, checking it out
data collected – think-aloud data – detailed, open-ended questionnaire – Interaction logging
data analysis
themes extracted from notes, transcripts
logging data examined for support
insights: event viewing
seeing all activities on stage
“There’s a lot of activities on stage ... normally I would not be able to see everything at once and this allows me to do that”
insights: event viewing
“being there”
“get an idea of what it’d be like to be in the audience”
“This preview is better than a seating chart!”
insights: interaction
thumbnails natural, timeline not so much
audio switching problematic
insights: taking control
users expressed need, desire to generate new media artifacts
If I really like a certain performance then I’d set it up as a mini-editor to have a super-customized version of this great event”
Vox study goals
how do journalists use Vox Civitas and what is its journalistic utility?
what features do journalists interact with?
what kinds of insights does Vox Civitas support?
online study
deployment scenario/task:: – “use the tool to develop two story pitches for
the event”
data collected – detailed, open-ended questionnaires – interface logging
participants – 15 / 18 with training in journalism
data analysis
themes extracted from answers to questionnaire
types of story angles
logging data examined for support
insights: utility
ideas for follow-up; mechanism to find sources
“figure out what statement resonated the most with the public”
“used as a compliment to stories that include more sound data”
insights: story angles
audience response in multiple scales – individual – aggregate volume, sentiment
insight: using search
Keyword searches and filtering helped find story angles
“Further investigation into statistics on college loan debt. How much are students carrying? And how long does it take to pay o!?”
insight: using search
Keyword searches and filtering helped find story angles
““I chose the keyword ‘overseas’. This gave me more of mixed emotions for the audience due to the slash in tax breaks being given to companies who ship their jobs overseas”
created new experiences for social media content from/about events
evaluations resulted in insights that are not necessarily tied to particular implementation sum
mar
y
joint work with superstars:
Nicholas Diakopoulos
Funda Kivran-Swaine
Tayebeh Yazdani
Zihao Yu
than
ks to…
mor@rutgers.edu
mornaaman.com
@informor
join us at rutgers SMIL
(email me or introduce yourself)
than
k yo
u
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