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A Market in Your Social Network:
The Effects of Extrinsic Rewards on
Friendsourcing and Relationships
Haiyi Zhu
haiyi@cs.umn.edu
Sauvik Das
sauvik@cmu.edu
Yiqun Cao
yiqunc@andrew.cmu.edu
Shuang Yu
shuangy@andrew.cmu.edu
Aniket Kittur
nkittur@andrew.cmu.edu
Robert Kraut
robert.kraut@cmu.edu
#friendsourcing
I source you!
Seeking answers
to tough questions
Asking for
opinions
Enlisting
collaborators
#trending
Friendsourcing is useful and free.
No surprise, then, that friendsourcing and tools to
support friendsourcing are on the rise.
Over 50% of SNS
users asked friends
questions online.
- Morris, Teevan, Panovic, 2010
Friendsourcing has
been used to create
social systems.
e.g., Bernstein et al. 2010,
Brady et al. 2013
But #couldbebetter
Friendsourcing
requests often fall
on deaf ears.
- Paul, Hong and Chi, 2011
Perceived social
capital costs can be
prohibitively high.
- Rzeszotarski and Morris, 2014
How can we increase response rates
to friendsourcing requests?
Money, Cash, Skrilla
Currently, friendsourcing responses are largely
altruistic. But what if they weren’t?
Research Questions
Does adding extrinsic rewards affect response rates
to friendsourcing requests?
Does adding extrinsic rewards change a requester’s
perceived relationship strength with friends who
respond versus those who do not?
Does the size and nature of the reward affect
response rates and perceived relationship strength?
Methodology
1 2
4
3
Mobilyzr: A platform to create and attach
extrinsic rewards to friendsourcing requests.
Reward Conditions
Small ($1) Large ($5)
Monetary
Non-monetary
Control
Requests
Two types of tasks: survey and document revision.
Each participant posted two requests. First was
preset Second was self-defined and posted three
days afterwards.
Participants shared each task on Facebook with a
short pitch.
Also tagged six different friends on each task.
Pre/post lab sessions
Two lab sessions: the first before participants posted
their first request, and the second a week later.
First session: Logistics, relationship strength scale
questionnaire for each friend they would tag.
Second session: Relationship strength scale
questionnaire for each friend they had tagged. Exit
interview.
Measures
Responses: Responses from tagged and untagged
friends. Integer value from 0.
Relationship strength: Pre/post change in
relationship strength. Range: -100 to 100.
Interview and comment thread data to better
understand rationales for response rates and
relationship strength ratings.
Hypotheses
Control Monetary
Non-
monetary
Small reward Large reward
H1: Market Response
Control Monetary
Non-
monetary
H2: Crowd-out Response
Hypotheses > Response Rate
Control Monetary
Non-
monetary
Small reward Large reward
H1: Market Response
Control Monetary
Non-
monetary
H2: Crowd-out Response
Hypotheses > Response Rate
Control Monetary
Non-
monetary
Small reward Large reward
H1: Market Response
Control Monetary
Non-
monetary
H2: Crowd-out Response
Hypotheses > Response Rate
Control Monetary
Non-
monetary
Small reward Large reward
H1: Market Response
Control Monetary
Non-
monetary
H2: Crowd-out Response
Hypotheses > Response Rate
Control Monetary
Non-
monetary
Small reward Large reward
H3: Hostile Economy
Control Monetary
Non-
monetary
H4: Fair Pay
Hypotheses > Relationship Strength
Control Monetary
Non-
monetary
Small reward Large reward
H3: Hostile Economy
Control Monetary
Non-
monetary
H4: Fair Pay
Hypotheses > Relationship Strength
Control Monetary
Non-
monetary
Small reward Large reward
H3: Hostile Economy
Control Monetary
Non-
monetary
H4: Fair Pay
Hypotheses > Relationship Strength
Control Monetary
Non-
monetary
Small reward Large reward
H3: Hostile Economy
Control Monetary
Non-
monetary
H4: Fair Pay
Hypotheses > Relationship Strength
Summary
H1 Market model: Extrinsic rewards will provide more incentive and,
thus, increase responses. Should also reduce social capital costs.
vs.
H2 Crowd-out model: Extrinsic rewards might undermine the natural
social motives to assist friends and, thus, decrease responses.
H3 Hostile economy model: Extrinsic rewards are harmful to social
relationships by introducing market-forces into the relationship.
vs.
H4 Fair pay model: Extrinsic rewards can strengthen social relationships
by enhancing fairness.
Response
Rate
Relationship
Strength
Results
Descriptive Stats
60 participants posted 105 friendsourcing requests
and solicited 630 friends to respond to their requests.
Small ($1) Large ($5) Total
Monetary 17 23 40
Non-
monetary
11 19 30
Control 35 35
105
Response Rate of Tagged Friends
ResponseRate
0
15
30
45
60
Control Monetary Non-monetary
Small Large
11 111
Response Rate of Tagged Friends
ResponseRate
0
15
30
45
60
Control Monetary Non-monetary
Small Large
11 11
30
Response Rate of Tagged Friends
ResponseRate
0
15
30
45
60
Control Monetary Non-monetary
Small Large
11
37
3130
Response Rate of Tagged Friends
ResponseRate
0
15
30
45
60
Control Monetary Non-monetary
Small Large
51
47
37
3130
For you, not for the candy
Large rewards attracted more responses, but
responders wanted requesters to attribute their
response to the relationship, not the reward.
Direct attribution: “I’m doing this just for you!”
Indirect attribution: “Seriously? 1 dollar can hardly
compensate my apartment rent for the revision work.
just treat me well”
Rewards on Response
Partial support for two market model hypothesis (H1):
•small rewards yield no greater response
•large rewards yield significantly greater response
•same pattern for both monetary and non-
monetary
Summary: People attracted by larger rewards but
attribute their response to their relationship with a
requester, not the presence of the reward.
Change in Relationship Strength
between Requesters and Tagged Friends
-6
-4.5
-3
-1.5
0
1.5
3
4.5
6
Control Monetary Non-monetary
Small Large
Change in Relationship Strength
between Requesters and Tagged Friends
-6
-4.5
-3
-1.5
0
1.5
3
4.5
6
Control Monetary Non-monetary
Small Large
Change in Relationship Strength
between Requesters and Tagged Friends
-6
-4.5
-3
-1.5
0
1.5
3
4.5
6
Control Monetary Non-monetary
Small Large
Change in Relationship Strength
between Requesters and Tagged Friends
ChangeinRelationship
Strength
-8
-6
-4
-2
0
2
4
Response No Response
Change in Relationship Strength
between Requesters and Tagged Friends
ChangeinRelationship
Strength
-8
-6
-4
-2
0
2
4
Response No Response
Reward
Change in Relationship Strength
between Requesters and Tagged Friends
ChangeinRelationship
Strength
-8
-6
-4
-2
0
2
4
Response No Response
Control Reward
Change in Relationship Strength
between Requesters and Tagged Friends
ChangeinRelationship
Strength
-8
-6
-4
-2
0
2
4
Response No Response
Control Reward
p=0.4
p<0.01
Externalizing non-response
Extrinsic rewards preserves perceived relationship
strength by providing requester with an external factor
on which to attribute non-response.
I was surprised that there is no
replies. Because I thought they
might feel a little bit better
about me. Those people they
kinda of let me down by not
sending me a reply. I got
nothing. I am hurt by it…
Control condition
“None of them seriously want
the candies. They probably
just (think) this is dumb.”
“They like the big dollars.
They don’t play around with
the little dollar”
Reward conditions
Rewards on Relationships
Support for fair pay hypothesis (H4):
•presence of rewards increases perceived
relationship strength in presence of response.
•presence of rewards resists lowering perceived
relationship strength in absence of response.
Summary: Extrinsic rewards have a beneficial and/or
protective effect on perceived relationship strength.
Conclusion
Overview
Friendsourcing is powerful and increasingly utilized,
but often requests go unanswered.
Introducing extrinsic rewards could help, but could
hurt relationship strength between requesters and
friends, in turn.
To that end, we tested the effects of introducing
extrinsic rewards to friendsourcing requests on:
response rates and perceived relationship strength.
Control Monetary
Non-
monetary
Small reward Large reward
Response Rates
Control Monetary
Non-
monetary
Relationship Strength
A Market in Your Social Network:
The Effects of Extrinsic Rewards on
Friendsourcing and Relationships
Sauvik Das
sauvik@cmu.edu
@scyrusk
Presenter:
Haiyi Zhu, Sauvik Das, Yiqun Cao, Shuang Yu, Aniket Kittur
and Robert Kraut
Takeaways:
1. Extrinsic rewards, if large enough, can motivate
more response to friendsourcing requests.
2. Extrinsic rewards have a beneficial or
protective effect on perceived relationship
strength between requesters and friends.
Limitations
• Self-selected tagged friends biases potential
responders to stronger-than-average friends.
• Could not measure perceived relationship strength
from the perspective of the responder.
• Only tested some kinds of requests. Effects could
potentially vary across different kinds of requests.
• Better personalized pitches?

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A Market In Your Social Network: The Effect of Extrinsic Rewards on Friendsourcing and Relationships

  • 1. A Market in Your Social Network: The Effects of Extrinsic Rewards on Friendsourcing and Relationships Haiyi Zhu haiyi@cs.umn.edu Sauvik Das sauvik@cmu.edu Yiqun Cao yiqunc@andrew.cmu.edu Shuang Yu shuangy@andrew.cmu.edu Aniket Kittur nkittur@andrew.cmu.edu Robert Kraut robert.kraut@cmu.edu
  • 3. Seeking answers to tough questions Asking for opinions Enlisting collaborators
  • 4. #trending Friendsourcing is useful and free. No surprise, then, that friendsourcing and tools to support friendsourcing are on the rise. Over 50% of SNS users asked friends questions online. - Morris, Teevan, Panovic, 2010 Friendsourcing has been used to create social systems. e.g., Bernstein et al. 2010, Brady et al. 2013
  • 5. But #couldbebetter Friendsourcing requests often fall on deaf ears. - Paul, Hong and Chi, 2011 Perceived social capital costs can be prohibitively high. - Rzeszotarski and Morris, 2014 How can we increase response rates to friendsourcing requests?
  • 6. Money, Cash, Skrilla Currently, friendsourcing responses are largely altruistic. But what if they weren’t?
  • 7. Research Questions Does adding extrinsic rewards affect response rates to friendsourcing requests? Does adding extrinsic rewards change a requester’s perceived relationship strength with friends who respond versus those who do not? Does the size and nature of the reward affect response rates and perceived relationship strength?
  • 10. Mobilyzr: A platform to create and attach extrinsic rewards to friendsourcing requests.
  • 11. Reward Conditions Small ($1) Large ($5) Monetary Non-monetary Control
  • 12. Requests Two types of tasks: survey and document revision. Each participant posted two requests. First was preset Second was self-defined and posted three days afterwards. Participants shared each task on Facebook with a short pitch. Also tagged six different friends on each task.
  • 13. Pre/post lab sessions Two lab sessions: the first before participants posted their first request, and the second a week later. First session: Logistics, relationship strength scale questionnaire for each friend they would tag. Second session: Relationship strength scale questionnaire for each friend they had tagged. Exit interview.
  • 14. Measures Responses: Responses from tagged and untagged friends. Integer value from 0. Relationship strength: Pre/post change in relationship strength. Range: -100 to 100. Interview and comment thread data to better understand rationales for response rates and relationship strength ratings.
  • 16. Control Monetary Non- monetary Small reward Large reward H1: Market Response Control Monetary Non- monetary H2: Crowd-out Response Hypotheses > Response Rate
  • 17. Control Monetary Non- monetary Small reward Large reward H1: Market Response Control Monetary Non- monetary H2: Crowd-out Response Hypotheses > Response Rate
  • 18. Control Monetary Non- monetary Small reward Large reward H1: Market Response Control Monetary Non- monetary H2: Crowd-out Response Hypotheses > Response Rate
  • 19. Control Monetary Non- monetary Small reward Large reward H1: Market Response Control Monetary Non- monetary H2: Crowd-out Response Hypotheses > Response Rate
  • 20. Control Monetary Non- monetary Small reward Large reward H3: Hostile Economy Control Monetary Non- monetary H4: Fair Pay Hypotheses > Relationship Strength
  • 21. Control Monetary Non- monetary Small reward Large reward H3: Hostile Economy Control Monetary Non- monetary H4: Fair Pay Hypotheses > Relationship Strength
  • 22. Control Monetary Non- monetary Small reward Large reward H3: Hostile Economy Control Monetary Non- monetary H4: Fair Pay Hypotheses > Relationship Strength
  • 23. Control Monetary Non- monetary Small reward Large reward H3: Hostile Economy Control Monetary Non- monetary H4: Fair Pay Hypotheses > Relationship Strength
  • 24. Summary H1 Market model: Extrinsic rewards will provide more incentive and, thus, increase responses. Should also reduce social capital costs. vs. H2 Crowd-out model: Extrinsic rewards might undermine the natural social motives to assist friends and, thus, decrease responses. H3 Hostile economy model: Extrinsic rewards are harmful to social relationships by introducing market-forces into the relationship. vs. H4 Fair pay model: Extrinsic rewards can strengthen social relationships by enhancing fairness. Response Rate Relationship Strength
  • 26. Descriptive Stats 60 participants posted 105 friendsourcing requests and solicited 630 friends to respond to their requests. Small ($1) Large ($5) Total Monetary 17 23 40 Non- monetary 11 19 30 Control 35 35 105
  • 27. Response Rate of Tagged Friends ResponseRate 0 15 30 45 60 Control Monetary Non-monetary Small Large 11 111
  • 28. Response Rate of Tagged Friends ResponseRate 0 15 30 45 60 Control Monetary Non-monetary Small Large 11 11 30
  • 29. Response Rate of Tagged Friends ResponseRate 0 15 30 45 60 Control Monetary Non-monetary Small Large 11 37 3130
  • 30. Response Rate of Tagged Friends ResponseRate 0 15 30 45 60 Control Monetary Non-monetary Small Large 51 47 37 3130
  • 31. For you, not for the candy Large rewards attracted more responses, but responders wanted requesters to attribute their response to the relationship, not the reward. Direct attribution: “I’m doing this just for you!” Indirect attribution: “Seriously? 1 dollar can hardly compensate my apartment rent for the revision work. just treat me well”
  • 32. Rewards on Response Partial support for two market model hypothesis (H1): •small rewards yield no greater response •large rewards yield significantly greater response •same pattern for both monetary and non- monetary Summary: People attracted by larger rewards but attribute their response to their relationship with a requester, not the presence of the reward.
  • 33. Change in Relationship Strength between Requesters and Tagged Friends -6 -4.5 -3 -1.5 0 1.5 3 4.5 6 Control Monetary Non-monetary Small Large
  • 34. Change in Relationship Strength between Requesters and Tagged Friends -6 -4.5 -3 -1.5 0 1.5 3 4.5 6 Control Monetary Non-monetary Small Large
  • 35. Change in Relationship Strength between Requesters and Tagged Friends -6 -4.5 -3 -1.5 0 1.5 3 4.5 6 Control Monetary Non-monetary Small Large
  • 36. Change in Relationship Strength between Requesters and Tagged Friends ChangeinRelationship Strength -8 -6 -4 -2 0 2 4 Response No Response
  • 37. Change in Relationship Strength between Requesters and Tagged Friends ChangeinRelationship Strength -8 -6 -4 -2 0 2 4 Response No Response Reward
  • 38. Change in Relationship Strength between Requesters and Tagged Friends ChangeinRelationship Strength -8 -6 -4 -2 0 2 4 Response No Response Control Reward
  • 39. Change in Relationship Strength between Requesters and Tagged Friends ChangeinRelationship Strength -8 -6 -4 -2 0 2 4 Response No Response Control Reward p=0.4 p<0.01
  • 40. Externalizing non-response Extrinsic rewards preserves perceived relationship strength by providing requester with an external factor on which to attribute non-response. I was surprised that there is no replies. Because I thought they might feel a little bit better about me. Those people they kinda of let me down by not sending me a reply. I got nothing. I am hurt by it… Control condition “None of them seriously want the candies. They probably just (think) this is dumb.” “They like the big dollars. They don’t play around with the little dollar” Reward conditions
  • 41. Rewards on Relationships Support for fair pay hypothesis (H4): •presence of rewards increases perceived relationship strength in presence of response. •presence of rewards resists lowering perceived relationship strength in absence of response. Summary: Extrinsic rewards have a beneficial and/or protective effect on perceived relationship strength.
  • 43. Overview Friendsourcing is powerful and increasingly utilized, but often requests go unanswered. Introducing extrinsic rewards could help, but could hurt relationship strength between requesters and friends, in turn. To that end, we tested the effects of introducing extrinsic rewards to friendsourcing requests on: response rates and perceived relationship strength.
  • 44. Control Monetary Non- monetary Small reward Large reward Response Rates Control Monetary Non- monetary Relationship Strength
  • 45. A Market in Your Social Network: The Effects of Extrinsic Rewards on Friendsourcing and Relationships Sauvik Das sauvik@cmu.edu @scyrusk Presenter: Haiyi Zhu, Sauvik Das, Yiqun Cao, Shuang Yu, Aniket Kittur and Robert Kraut Takeaways: 1. Extrinsic rewards, if large enough, can motivate more response to friendsourcing requests. 2. Extrinsic rewards have a beneficial or protective effect on perceived relationship strength between requesters and friends.
  • 46. Limitations • Self-selected tagged friends biases potential responders to stronger-than-average friends. • Could not measure perceived relationship strength from the perspective of the responder. • Only tested some kinds of requests. Effects could potentially vary across different kinds of requests. • Better personalized pitches?