Do your friends make you smarter? Exploring social interactions in search

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Do your friends make you smarter? Exploring social interactions in search Supervised by: David Kirsh Brynn M. Evans Photo Credit: Mikey Ottawa

description

This was my end-year talk to my department (Cognitive Science at UCSD). It is a pre-advancement talk, but one where I can explore ideas that I might pursue for my dissertation.

Transcript of Do your friends make you smarter? Exploring social interactions in search

Page 1: Do your friends make you smarter? Exploring social interactions in search

Do your friends make you smarter? Exploring social interactions in search

Supervised by: David KirshBrynn M. Evans

Photo Credit: Mikey Ottawa

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i. Search as an activity ii. Related workiii. My previous workiv. Theoretical orientationv. Conclusion

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Search as an activity

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What hummingbird species is this?

Search Question

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Photo Credit: OpenThreads

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16 Apr 30Apr 20 May 9

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16

GOOGLE

Apr 30Apr 20 May 9

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16

GOOGLE BOOK

Apr 30Apr 20 May 9

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16

FRIENDSGOOGLE BOOK

Apr 30Apr 20 May 9

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16

FRIENDS SOCIAL NETWORK

(http://watch.birds.cornell.edu)

GOOGLE BOOK

Apr 30Apr 20 May 9

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Icon Credit: fasticon.com & iconaholic.com

Apr 13 Apr 16

FRIENDS SOCIAL NETWORKGOOGLE BOOK

Apr 30Apr 20 May 9 Anna’s Hummingbird!

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search ≠ database lookup

search ≠ keyword queries

Photo Credit: B1gJ4k3

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search ≠ database lookup

search ≠ keyword queries

Photo Credit: B1gJ4k3

search = an activity

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Even smaller searches are embedded in rich activities

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Even smaller searches are embedded in rich activities

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Even smaller searches are embedded in rich activities

Photo Source: Peter Voerman

examples from EVANS & CHI 2008

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A reaction to the classic view of search

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single‐user activity

query‐response mechanism

few keywords, short sessions

log files from single search engine 

Photo Credit: Thomas Hawk

classic view of search

Photo Credit: David Wild

revised view of search

activity can involve other people (remotely or co‐located)

highly dynamic, fluid process 

search can last over an extended period

search takes place in a rich ecology of social and information resources

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single‐user activity

query‐response mechanism

few keywords, short sessions

log files from single search engine 

Photo Credit: Thomas Hawk

classic view of search

Photo Credit: David Wild

revised view of search

activity can involve other people (remotely or co‐located)

highly dynamic, fluid process 

search can last over an extended period

search takes place in a rich ecology of social and information resources

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single‐user activity

query‐response mechanism

few keywords, short sessions

log files from single search engine 

Photo Credit: Thomas Hawk

classic view of search

Photo Credit: David Wild

revised view of search

activity can involve other people (remotely or co‐located)

highly dynamic, fluid process 

search can last over an extended period

search takes place in a rich ecology of social and information resources

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ActivitiesGoalsOperators

With a revised notion of search......comes a revised method of study

Searches are composed of:

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ActivitiesGoalsOperators

Log files reveal operators

With a revised notion of search......comes a revised method of study

Searches are composed of:

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ActivitiesGoalsOperators

Observations reveal activities

With a revised notion of search......comes a revised method of study

Searches are composed of:

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Related work

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SEARCH GOAL

SEA

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SEARCH GOAL

SEA

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ALLEN 1977; CROSS ET AL 2001; CROSS & SPROULL 2004; BORGATTI & CROSS 2003

Information seeking in physical contexts

Photo Credit: Rachael Lovinger

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ALLEN 1977; CROSS ET AL 2001; CROSS & SPROULL 2004; BORGATTI & CROSS 2003

Information seeking in physical contexts

Photo Credit: Rachael Lovinger

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ALLEN 1977; CROSS ET AL 2001; CROSS & SPROULL 2004; BORGATTI & CROSS 2003

Information seeking in physical contexts

Photo Credit: Rachael Lovinger

PROXIMITYHIERARCHY (STATUS) SOCIAL OBLIGATIONS

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MORRIS 2008; PICKENS ET AL. 2008; PAUL & MORRIS 2009; SHAH 2008.

(Joint) collaborative search online

CO-SENSESEARCH TOGETHER

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MORRIS 2008; PICKENS ET AL. 2008; PAUL & MORRIS 2009; SHAH 2008.

(Joint) collaborative search online

CO-SENSESEARCH TOGETHER

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SEARCH GOAL

SEA

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SEARCH GOAL

SEA

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How can we improve search with social networking technologies?

Research Questions

Empirical question:

Design question:

How do social interacTons help with individual search tasks?

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My previous work

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study one survey: everyday searches

study two

study three

survey: difficult or failed searches

observaTons: cogniTve benefits of social interacTons during search

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Characterization studies of social search(studies one and two)

EVANS & CHI 2008; EVANS & CHI 2009

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generic or “everyday” 150

difficult or failed 150

SEARCH STUDY N =

Mechanical Turk

Photo Credit: egoldviet (USED WITHOUT PERMISSION)

Large scale characterization studies

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generic or “everyday” 150

difficult or failed 150

SEARCH STUDY N =

searching for informaTon assumed to be present, but otherwise unknown

INFORMATIONAL

Large scale characterization studies

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generic or “everyday” 150

difficult or failed 150

SEARCH STUDY N =

59%

87%

INFORMATIONAL

searching for informaTon assumed to be present, but otherwise unknown

INFORMATIONAL

Large scale characterization studies

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generic or “everyday” 150

difficult or failed 150

SEARCH STUDY N =

59%

87%

INFORMATIONAL

DURING

• search preparaTon• problem formulaTon

• search execuTon• lookup, foraging, re‐finding

• reflecTon, synthesis• feedback, iteraTon• sensemaking

AFTERBEFORE

Large scale characterization studies

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generic or “everyday” 150

difficult or failed 150

SEARCH STUDY N =

59%

87%

INFORMATIONAL

40%

61%

SOCIAL INTERACTIONS

DURING

• search preparaTon• problem formulaTon

• search execuTon• lookup, foraging, re‐finding

• reflecTon, synthesis• feedback, iteraTon• sensemaking

AFTERBEFORE

Large scale characterization studies

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SEARCH GOAL

SEA

RC

H L

OC

ATIO

N

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SEARCH GOAL

SEA

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Social tactics do support informational searches, but in different ways:

Social networks: users parse problems themselves, firstTargeting friends: users synthesize info better, later

Cognitive benefits of social searching(study three)

EVANS, KAIRAM, PIROLLI 2009; EVANS, KAIRAM, PIROLLI 2009

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PARTICIPANTS (N=8)PRE-TEST SURVEY

• knowledge of energy policies• computer and internet use

• search experTse

• social acTviTes

Icon Credit: Iconaholic.com, dryicon.com

Recruiting subjects

EVANS, KAIRAM, PIROLLI 2009; EVANS, KAIRAM, PIROLLI 2009

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PARTICIPANTS (N=8)PRE-TEST SURVEY

• knowledge of energy policies• computer and internet use

• search experTse

• social acTviTes

Icon Credit: Iconaholic.com, dryicon.com

Recruiting subjects

EVANS, KAIRAM, PIROLLI 2009; EVANS, KAIRAM, PIROLLI 2009

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Two task questions

Icon Credit: iconfactory.com, http://ecotechdaily.com/wp-content/uploads/2008/05/oil_drums_450.jpg

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“If we lowered the speed limit nationally to 55 mph, how many fewer barrels of oil would the U.S. consume every year?”

55 mph

Two task questions

Icon Credit: iconfactory.com, http://ecotechdaily.com/wp-content/uploads/2008/05/oil_drums_450.jpg

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“If we lowered the speed limit nationally to 55 mph, how many fewer barrels of oil would the U.S. consume every year?”

55 mph

“What role does pyrolytic oil (or pyrolysis) play in the debate over carbon emissions?”

Pyrolytic oil

Two task questions

Icon Credit: iconfactory.com, http://ecotechdaily.com/wp-content/uploads/2008/05/oil_drums_450.jpg

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Icon Credit: fasticon.com, deleket.com, sykonist.deviantart.com

• friends   (email, phone, IM, etc.)

• social networks• blogs•QuesTon‐Answer sites 

• search engines  (Google, Yahoo)

•Wikipedia

Two search conditions

NON-SOCIALSOCIAL

Talk

-alo

ud p

roto

col

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Icon Credit: fasticon.com, deleket.com, sykonist.deviantart.com

• friends   (email, phone, IM, etc.)

• social networks• blogs•QuesTon‐Answer sites 

• search engines  (Google, Yahoo)

•Wikipedia

Two search conditions

NON-SOCIALSOCIAL

Talk

-alo

ud p

roto

col

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12:00 - 35:00

Icon Credit: mugenb16.deviantart.com, bombiadesign.com, dryicon.com

5:00 - 20:00 5:00 - 40:00 5:00 - 18:00

Protocol

NON-SOCIALSOCIAL INTERVIEW INTERVIEW

Block duration

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12:00 - 35:00

Icon Credit: mugenb16.deviantart.com, bombiadesign.com, dryicon.com

5:00 - 20:00 5:00 - 40:00 5:00 - 18:00

Protocol

NON-SOCIALSOCIAL INTERVIEW INTERVIEW

Block duration

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SEARCHING

NETWORK ASKING

TARGETED ASKING

Icon Credit: fasticon.com, deleket.com, walrick.deviantart.com

Three social tactics

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Coding of activities

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LEGEND

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1 identified or perceives facts, data, or info

2understands the meaning of info; presents a translaTon of info

3 integrates and synthesizes learned info

SCORE DESCRIPTION

TIMEEx. of learning of one fact over time

SCORE 1 2 3

Depth of processing

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1 identified or perceives facts, data, or info

2understands the meaning of info; presents a translaTon of info

3 integrates and synthesizes learned info

(FINAL)SCORE FOR FACT #1

SCORE DESCRIPTION

TIMEEx. of learning of one fact over time

SCORE 1 2 3

Depth of processing

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the U.S. enacted a 55mph speed limit in 1974

TIME

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17PERFORMANCE SCORETIME

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ID#social tactics

Performance score

S04 1 1

S07 1 3

S02 1 6

S06 2 2

S05 2 9

S08 3 7

S01 3 9

S03 3 17

Spearman R: 0.77

More social tactics leads to better performance

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ID#social tactics

Performance score

S04 1 1

S07 1 3

S02 1 6

S06 2 2

S05 2 9

S08 3 7

S01 3 9

S03 3 17

Spearman R: 0.77

More social tactics leads to better performance

SOCIAL TACTICS

TARGETED ASKING

NETWORK ASKING

SEARCHING

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Number of social tactics is more predictive of task performance than...

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...social network sizeNumber of social tactics is more predictive of task performance than...

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...social network size

...how much knowledge is in the network

Number of social tactics is more predictive of task performance than...

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...social network size

...how much knowledge is in the network

Number of social tactics is more predictive of task performance than...

...the user’s:• background knowledge • and interest in energy policy

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Are there complimentary benefits to different social tactics?

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NETWORK ASKING

TARGETED ASKING

Results

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NETWORK ASKING

TARGETED ASKING

Thinking beforeposTng quesTon

Thinking a'erreceiving replies

Results

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60% OF USERS

29% OF USERS

0% OF USERS

100% OF USERS

NETWORK ASKING

TARGETED ASKING

Thinking beforeposTng quesTon

Thinking a'erreceiving replies

TIME

TIME

Results

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More thinking before posting questions on social networking sites

60% OF USERS

29% OF USERS

0% OF USERS

100% OF USERS

NETWORK ASKING

TARGETED ASKING

Thinking beforeposTng quesTon

Thinking a'erreceiving replies

TIME

TIME

Results

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More thinking after receiving replies sent from targeted friends

60% OF USERS

29% OF USERS

0% OF USERS

100% OF USERS

NETWORK ASKING

TARGETED ASKING

Thinking beforeposTng quesTon

Thinking a'erreceiving replies

TIME

TIME

Results

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Social networking sites: Thinking before posting to many

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“Now, what could I say?”“Is this better phrased as two questions?”

“Let’s see...what do I really want to be asking?”

Social networking sites: Thinking before posting to many

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Targeting friends: Thinking after getting replies from few

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Targeting friends: Thinking after getting replies from few

instant messenger

Pyro means...

email

Long reply...

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“What are people’s average driving speeds anyway?”

“If ‘pyro’ means fire, then this might be a process to...”

“Given that, then I needto also know...”

Targeting friends: Thinking after getting replies from few

instant messenger

Pyro means...

email

Long reply...

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Nature of Replies

• short, conversa2onal• funny, not relevant

• long, detailed• focused, relevant 

TARGETED ASKINGNETWORK ASKING

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“Lots more waste sitting idly in traffic”

“Isn’t that something I rub on my [body]? Are you still in San Francisco?”

Nature of Replies

• short, conversa2onal• funny, not relevant

• long, detailed• focused, relevant 

TARGETED ASKINGNETWORK ASKING

“Because no one drives the speed limit”

Page 86: Do your friends make you smarter? Exploring social interactions in search

“Lots more waste sitting idly in traffic”

“Isn’t that something I rub on my [body]? Are you still in San Francisco?”

Nature of Replies

• short, conversa2onal• funny, not relevant

• long, detailed• focused, relevant 

TARGETED ASKINGNETWORK ASKING

“There’s no one national speed limit, there are two: 55 miles per hour in general, 65 miles per hour for certain roads.”

“15-25% savings. But if those cars were electric, we’d have all those barrels left to use for something else.”

“Because no one drives the speed limit”

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Network prediction

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PREDICTED

probability of at least one

(relevant) reply

NETWORK SIZE

Network prediction

0

20

40

60

80

100

1 ... ... 450 ... ... 700 ... ... 1000

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PREDICTED

probability of at least one

(relevant) reply

NETWORK SIZE

Network prediction

0

20

40

60

80

100

1 ... ... 450 ... ... 700 ... ... 1000

OBSERVED

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PREDICTED

probability of at least one

(relevant) reply

NETWORK SIZE

Network prediction

0

20

40

60

80

100

1 ... ... 450 ... ... 700 ... ... 1000

OBSERVED

TARGETED ASKING NETWORK ASKING

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How can we improve search with social networking technologies?

Design question:

Research Question

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Theoretical orientation

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“Inhabitedness”

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“Inhabitedness”

Photo Credit: Niall Kennedy

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Social Presence Theory

“A communicator’s sense of awareness of the presence of an interaction partner”

Short, Williams, & Christie 1976

Photo Credit: Carlo Nicora; George Duncan

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Social Presence Theory

“A communicator’s sense of awareness of the presence of an interaction partner”

Short, Williams, & Christie 1976

Photo Credit: Carlo Nicora; George Duncan

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Social Presence Theory

“A communicator’s sense of awareness of the presence of an interaction partner”

Short, Williams, & Christie 1976

Photo Credit: Carlo Nicora; George Duncan

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ROBERT & DENNIS 2005

??

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Inhabitedness

Photo Credit: Carlo Nicora; George Duncan, Sebastian Tauchmann,Guennadi Ivanov-Kuhn

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Social Presence

Inhabitedness

Photo Credit: Carlo Nicora; George Duncan, Sebastian Tauchmann,Guennadi Ivanov-Kuhn

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Social Presence Structure of the Space

+

Inhabitedness

Photo Credit: Carlo Nicora; George Duncan, Sebastian Tauchmann,Guennadi Ivanov-Kuhn

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CARMONA, HEATH, OC, & TIESDELL 2003

Banks of the Seine, Paris A street cafe in Manchester, UK

Structure of the space

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Banks of the Seine, Paris

Structure of the space

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Structure of the space

A street cafe in Manchester, UK

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Structure of the space

A street cafe in Manchester, UK

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Structure of the space

A street cafe in Manchester, UK

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Structure of the space

A street cafe in Manchester, UK

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Social Presence Structure of the Space+

Inhabitedness

nature of the relaTonship!e strength (e.g., strong !es, weak !es)

relaTve group membershipsocial network size

apparent idenTtypseudonym vs. real name

visibilityfrequency of updates

features of the channelmul!media content

the acTviTes supported“social objects”

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• operaTonalize the model

• develop hypotheses about how inhabitedness predicts behaviors

• test our predicTons experimentally

Analytical

Methodological

Next Steps...

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Conclusion

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Photo Credit: David Wild

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TARGETED ASKING

NETWORK ASKING

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generic or “everyday”

difficult or failed

SEARCH STUDY

40%

61%

SOCIAL INTERACTIONS

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Predicted

0

20

40

60

80

100

1 ... ... 450 ... ... 700 ... ... 1000

Observed

old models ??

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“Inhabitedness”

Photo Credit: Niall Kennedy

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Third year classKaya de BarbaroMatthew LeonardJosh LewisAnne Marie Piper

SupervisorDavid Kirsh

Outside Collaborators Ed H. ChiPeter PirolliSanjay KairamMichael MullerElizabeth Churchill

PARCPARCPARCIBM ResearchYahoo! Research

Friend Helpers!Chris MessinaSharoda PaulMichael Bernstein

Third year advisorAndrea Chiba

Thank you!!

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Search as an ac2vity: • Searches are embedded in rich acTviTes that benefit from social interacTons with others, and from social communiTes online

Research Findings: • More thinking before asking quesTons to large social networks;• More thinking amer genng replies from targeted friends

Towards a theory: • Social presence theory alone doesn’t explain most social search behaviors

• Inhabitedness may explain some of these behaviors

• This is a rich area for future design work

Discussion

Photo Credit: Peter Lee