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Page 1: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Strong and Weak CS 278 | Stanford University | Michael Bernstein

Page 2: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Last time: prototyping and cold startPrototyping social computing systems requires a different approach than usual. Use social bricolage to tie together existing social systems in order to understand the social dynamics you’re creating.The cold start problem occurs when a system is too empty to attract initial usage, so it remains empty. Two solutions:

Focus on a narrow group initially, and broaden out laterBe prepared to bootstrap activity

Page 3: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Where we are, and where we’re going

3

Week 1-2: Basic ingredients — motivation, norms, and starting a communityWeek 3: Groups small and large

Designing for strong and weak tiesTeam collaboration systems

Page 4: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,
Page 5: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

HCI Seminar ~one week ago

Page 6: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Do social computing systems make us lonely?

Internet Paradox A Social Technology That Reduces Social Involvement

and Psychological Well-Being ?

Robert Kraut, Michael Patterson, Vicki Lundmark, Sara Kiesler, Tridas Mukopadhyay, and William Scherlis Carnegie Mellon University

The Internet could change the lives of average citizens as much as did the telephone in the early part of the 20th century and television in the 1950s and 1960s. Re- searchers and social critics are debating whether the Internet is improving or harming participation in com- munity life and social relationships. This research exam- ined the social and psychological impact of the lnternet on 169 people in 73 households during their first i to 2 years on-line. We used longitudinal data to examine the effects of the Internet on social involvement and psycho- logical well-being. In this sample, the Internet was used extensively for communication. Nonetheless, greater use of the Internet was associated with declines in partici- pants'communication with family members in the house- hold, declines in the size of their social circle, and in- creases in their depression and loneliness. These findings have implications for research, for public policy, and for the design of technology.

F ifteen years ago, computers were mainly the prov- ince o f science, engineering, and business. By 1998, approximately 40% of all U.S. households owned

a personal computer; roughly one third of these homes had access to the Internet. Many scholars, technologists, and social critics believe that these changes and the In- ternet, in particular, are transforming economic and social life (e.g., Anderson, Bikson, Law, & Mitchell, 1995; At- tewell & Rule, 1984; King & Kraemer, 1995). However, analysts disagree as to the nature of these changes and whether the changes are for the better or worse. Some scholars argue that the Internet is causing people to be- come socially isolated and cut off f rom genuine social relationships, as they hunker alone over their terminals or communicate with anonymous strangers through a so- cially impoverished medium (e.g., Stoll, 1995; Turkle, 1996). Others argue that the Internet leads to more and better social relationships by freeing people from the constraints o f geography or isolation brought on by stigma, illness, or schedule. According to them, the In- ternet allows people to join groups on the basis o f com- mon interests rather than convenience (e.g., Katz & Asp- den, 1997; Rheingold, 1993).

Arguments based on the attributes of the technology alone do not resolve this debate. People can use home

computers and the Internet in many different ways and for many purposes, including entertainment, education, information retrieval, and communication. If people use the Internet mainly for communication with others through email, distribution lists, multiuser dungeons (MUDs), chats, and other such applications, they might do so to augment traditional technologies for social con- tact, expanding their number of friends and reducing the difficulty of coordinating interaction with them. On the other hand, these applications disproportionately reduce the costs of communication with geographically distant acquaintances and strangers; as a result, a smaller propor- tion of people ' s total social contacts might be with family and close friends. Other applications on the Internet, par- Ocularly the World Wide Web, provide asocial entertain- ment that could compete with social contact as a way for people to spend their time.

Whether the Internet is increasing or decreasing so- cial involvement could have enormous consequences for society and for people 's personal well-being. In an influ- ential article, Putnam (1995) documented a broad decline in civic engagement and social participation in the United States over the past 35 years. Citizens vote less, go to church less, discuss government with their neighbors less,

Editor's note. Melissa G. Warren served as action editor for this article.

Author's note. Robert Kraut and Vicki Lundmark, Human Computer Interaction Institute, Carnegie Mellon University; Michael Patterson and Sara Kiesler, Social and Decision Science Department, Carnegie Mellon University; Tridas Mukopadhyay, Graduate School of Industrial Admin- istration, Carnegie Mellon University; William Scherlis, Computer Sci- ence Department, Carnegie Mellon University.

This research has been supported by grants from Apple Computer Inc., AT&T Research, Bell Atlantic, Bellcore, CNET, Carnegie Mellon University's Information Networking Institute, Intel Corporation, Inter- val Research Corporation, Hewlett Packard Corporation, Lotus Devel- opment Corporation, the Markle Foundation, the National Science Foun- dation (Grants IRI-9408271 and DSG-9354995), the NPD Group, Nippon Telegraph and Telephone Corporation (NTT), Panasonic Tech- nologies, the U.S. Postal Service, and U.S. West Advanced Technologies. Farallon Computing and Netscape Communications provided software. Steven Klepper provided valuable statistical advice. We also thank Robert Putnam and Lee Sproull for comments on the article.

Correspondence concerning this article should be addressed to Robert Kraut, Human Computer Interaction Institute, Carnegie Mellon University, 5000 Forbes Avenue, Pittsburgh, PA 15217. Electronic mail may be sent to [email protected].

September 1998 ° American Psychologist Copyright 1998 by the American Psychological Association, Inc. 0003-066X/98/$2.00 Vol. 53, No. 9, 1017-1031

1017

Page 7: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

No.

Well, yes.

It depends on how you use it.

Do social computing systems make us lonely?

Page 8: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

WhatsApp group chat Dorm email list

(Michael’s actual senior year dorm list)(Michael’s actual family)

Why do these feel different?

Page 9: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Tie Strength [Granovetter 1973]

Not all of our relationships are the same.Some are strong ties: trusted friends and family.Others are weak ties: rough acquaintances.Today’s claim: social computing systems must design for each of these groups differently.

9

Page 10: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Today

10

Weak

Strong

Page 11: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Strong ties

Page 12: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

What are we designing for when we design for strong ties?Think:

Your BFFYour roommateYour mom

Strong ties typically have thick offline context. This means that the social computing system will never see everything about the relationship.

12

Page 13: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Who are our strong ties?Strong ties are typically in the social networks that we are already deeply embedded in. [Granovetter 1973]Strong ties provide social and emotional support that improve mental health. [Schaefer et al. 1990]Strong ties communicate with us through multiple channels, rather than through a single widely-available channel (e.g., email). [Haythornthwaite 2002]

13

Page 14: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Designs for strong tiesOften, the design goal is to maintain or deepen the strong tie relationship.

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Page 15: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Designs for strong tiesOther examples?

15

Friend meetups on Animal Crossing, Nintendo

House Party

GroupMe

Page 16: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Why does this work?Why do designs for strong ties succeed at their goal? Why don’t other social computing systems (e.g., Twitter) seem quite so good at it?What’s the secret?[2min]

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Page 17: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Honest Signals [Donath 2007; Pentland 2010; Smith and Harper 2003]

In social situations, it’s easy and quick to throw out perfunctory signals that you care about someone.

“We should grab coffee!” [Your Flaky Friend 2021]

However, other signals are much more costly to produce, and so they are more honest.

In nature: peacocks have amazing plumage because there is no way to fake having the nutritional resources to waste on them.In social life: spending time on something for someone matters.

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Page 18: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Strong tie designs as honest signalsWhat makes designs effective at maintaining and deepening strong ties is that they operate as honest signals: that I cannot fake the attention and effort I am putting into our interactions.

I respond to the text…or I don’t.I FaceTime you…or I don’t.I send you silly emails…or I don’t.

Page 19: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Weak ties

Page 20: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

What are we designing for when we design for weak ties?Think:

That person you kind of remember from your freshman dormSomeone on the team that you interned with last summer but haven’t kept in close touch withAcquaintances you see occasionally

Weak ties typically have thin context because they interact more sparsely. It’s much more likely that WYSIWYG for the system.

20

Page 21: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Who are our weak ties?Weak ties often represent connections to parts of the social network that we do not inhabit. [Granovetter 1973]People with weak ties to other organizational units in a company tend to have higher performance reviews and generate more creative ideas. [Burt 2004]Weak ties often communicate through a single commonly-available channel (e.g., email, Facebook), rather than a multiplicity of channels. [Haythornthwaite and Wellman 1998]

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Page 22: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Designs for weak tiesDesign goals with weak ties are often: Keeping tabs. Celebration. Social movements. Broadcast.

22

Page 23: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Designs for weak tiesOther examples?(Email is trying to do both strong and weak tie communication. It’s one reason why email can stink.)

23Nextdoor MSB’s dorm email list

Page 24: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

The strength of weak ties [Granovetter 1973]Because weak ties are connected to parts of the network that we cannot access, they are valuable sources of new perspectives and professional opportunities: people find new jobs through weak ties.Recent work has tested this using Facebook log data, finding that…

While most people are helped through one of numerous weak ties, a single strong tie is still much more valuable at the margin. [Gee et al. 2017]

In other words, we are much more likely to go where our strong ties are, but we have many more weak ties than strong ties. 24

Page 25: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Weak tie designs as bustling spacesYes, we all leverage weak ties occasionally for favors. But FOMO is not enough of a design lever for most systems to stay active.So, many weak tie designs instead lean on creating bustling spaces

Facebook: newsfeedClubhouse: So Many Rooms — pointing out That One Friend who’s in it

…and weak tie systems die if they’re perceived to be ghost towns25

(except perhaps LinkedIn)

Page 26: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

The Weak Shall InheritIn nearly every social system, there will be extreme inequality (≈ power law distribution) in contribution volume. This means that most of the content you see on Facebook/Twitter/dorm lists is from a small proportion of the people who are on it.

26

# pe

ople

Fewcontributions

Manycontributions

Page 27: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

The Weak Shall InheritSo, chances are, most of the content you see on social computing platforms is from your weak ties.Design challenge: how do you make content from people you barely know worthwhile?

If you are an RA, how do you make the dorm community feel connected even if only a small percentage are actively contributing?

27

# pe

ople

Fewcontributions

Manycontributions

Page 28: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

What about no ties?

At least initially, the members of these systems may not know each other at all. Is the goal of the system to build tie strength? Or something else? [1min]

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Page 29: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Bond- vs. identity-based groups [Ren, Kraut, and Kiesler 2007]

Many social computing systems are formed around people who (initially) share no ties at all. These groups are often bound together by a shared identity, for example Women in CS, or Warriors fans.In contrast, Facebook is more oriented around bonds, or ties.Design the social computing system as relevant for the kind of group you are drawing together.

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Page 30: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

More identity-based groups

30

Facebook Groups Club Penguin Rewritten

Discord (also used with strong ties)

Page 31: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Designing for identity-based groupsHighlighting the group’s unique identity increases commitment [Ren, Kraut, and Kiesler 2012]How can you let people express that shared identity?

Sharing content, stories, etc.

Examples: subreddits, mailing lists, forums

31

Page 32: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Tie strength in actionHow tie strength plays out dynamically in socialcomputing systems

Page 33: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Tie strength changes [Burke and Kraut 2014]

Tie strength isn’t static over time, and social media use changes it.Tie strength does go up on Facebook by reading and reacting to broadcast content:

33Looking at photos

Reading status updates

Performing one-click actions

Page 34: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Tie strength changes [Burke and Kraut 2014]

34

Authoring posts to them Commenting on their posts

Messaging them one-on-one

Tie strength isn’t static over time, and social media use changes it.However, tie strength goes up much more with one-to-one communication:

Page 35: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Tie strength can be predicted [Gilbert and Karahalios 2009]It is feasible to use observable behaviors in social networks to classify the tie strength between two people in the network.Highly predictive features:

How recently have you messaged? How long ago did you first message?Do you talk a lot to each other? 35

Page 36: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Resulting designsNews feed ranking: not just a feature of the content, but also of your predicted tie strength with the other personPeople you may know: friend suggestionsDynamically choosing whether to show comment boxes or quick feedback buttons based on the content and your tie strength with the person

36

vs.

Page 37: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

A note of caution [boyd 2008]

On Friendster, the system would look for people who share a number of strong ties, but are not connected to each other:

37

Friendster : and should totally date!Let’s recommend that they connect!

Reality: and are actually exes.

Page 38: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Back to the original question:

Do social computing systems make us lonely?

Page 39: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

It depends on how you use it. [Burke and Kraut 2016]

An opt-in study of ~2000 Facebook users, connected to their internal log data, revealed:

Viewing strong or weak ties’ status broadcasts, receiving 1-on-1 messages from weak ties, or receiving one-click feedback from strong or weak ties…Receiving one-on-one communications from strong ties…

39

No improvements in psychologicalwell-being.

Improvements in psychologicalwell-being.

Page 40: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

SummaryWe should not design social computing systems to treat our relationships as all the same.

Strong ties: a small number of people we know well — design for honest signals, and don’t assume all communication happens through the system.Weak ties: a large number of acquaintances — design to support feelings of connectedness, but remember that many social systems will be dominated in volume by weak ties.

Tie strength can be modeled, but it doesn’t tell the whole story.

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Page 41: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Assignment 2: Beyond Being TherePick four systems: a system for weak ties, a system for strong ties, a system for identity-based groups, and a system for collaborationDescribe why two screw up by trying too hard to be there; describe why two succeed by finding creative ways to go beyond being there — to be discussed WednesdayRedesign one of the “be there” systems to go beyond being there, try a bricolaged prototype, and report back

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Page 42: Strong and Weak - Stanford Universitycs278.stanford.edu/slides/05-strongandweak.pdf · 2020. 4. 21. · Correspondence concerning this article should be addressed to Robert Kraut,

Creative Commons images thanks to Kamau Akabueze, Eric Parker, Chris Goldberg, Dick Vos, Wikimedia, MaxPixel.net, Mescon, Andrew Taylor, and Jjuni. Slide content shareable under a Creative Commons Attribution-NonCommercial 4.0 International License. 42

Social Computing CS 278 | Stanford University | Michael Bernstein