Facebook Fallout: Future Contact Avoidance After Being Unfriended on Facebook

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CONTINUE READING
2013 46th Hawaii International Conference on System Sciences

           Facebook Fallout: Future Contact Avoidance After Being Unfriended on
                                                                 Facebook
                                                         Christopher Sibona
                                        University of Colorado Denver, The Business School
                                                  christopher.sibona@ucdenver.edu

                                 Abstract                                and emotional significance, but there is little research to
                                                                         confirm this view.
          Objectives: Determine the factors that predict
                                                                             The research examines potential consequences to
     whether a person who is unfriended on Facebook will
                                                                         relationship dissolution on Facebook. Facebook behav-
     avoid future contact with the person who unfriended
                                                                         ior is naturally confined within the computer-mediated
     them.
                                                                         setting; however, the consequences of actions on the site
          Results: The research results show that six factors
                                                                         extend beyond the confines of Facebook. The dissolution
     can predict whether a person will avoid future contact
                                                                         of the relationship may have real world consequences
     with the individual who unfriended them: whether the
                                                                         like future contact avoidance of the person who has
     person discussed the event after it occurred, the emo-
                                                                         unfriended a member of the network. This research
     tional response to the unfriending, whether the person
                                                                         may help identify where computer-mediated and face-to-
     who was unfriended believed it was related to their
                                                                         face relationships share similarities. This research may
     offline behavior, the perceived geographical distance be-
                                                                         help develop future lifecycle models of online behaviors
     tween dyad, whether difficulties were discussed between
                                                                         from the initial friend request to maintenance of the
     the dyad prior to the event and how the person valued
                                                                         relationship and potential dissolution.
     the peak-tie strength of the relationship

     1. Introduction                                                     1.1. Friendships Formation and Dissolution
                                                                         Friendships are formed and maintained because they are
     Social network sites (SNS) are where Americans spend
                                                                         rewarding to individuals [29]. Friendships tend to be
     the largest share of their time online; Americans spend
                                                                         formed by people who share certain similarities (such
     approximately 25% of their time online on SNS and
                                                                         as values) [14, 18]. People tend to create friendships
     blogs [19]. Social network users form these connections
                                                                         with those who share a similar race and ethnicity fol-
     under a variety of contexts, ranging from maintaining ex-
                                                                         lowed by age, religion, education, occupation and gender
     isting relationships, forming new romantic connections,
                                                                         and roughly in that order [18]. The largest portion of
     and creating new online friendships [26], these relation-
                                                                         friendships that are formed with those who are not
     ships are fluid and the relationship may be dissolved
                                                                         family members are through organizational structures
     as easily as they are formed. Unfriending has become
                                                                         [18]. Schools, work, and geographic location are major
     a widely-used feature of social networking sites; Pew
                                                                         factors in how relationships are formed.
     Internet found that 63% of users unfriended at least one
                                                                             Friendship formation in the real world has more
     member of their online social network in 2011 up from
                                                                         nuance than in the online world. The initiator of the
     56% in 2009 [17].
                                                                         friend request may communicate the desire to be friends
         Facebook’s mission is to “make the world more
                                                                         with varying degrees of directness [10]. Those who
     open and connected”1 but these connections are not
                                                                         initiate the friendship in less direct ways can avoid
     immutable. The word unfriend was named the word of
                                                                         embarrassment and rejection should the request not be
     the year by the New Oxford American Dictionary for
                                                                         accepted. Computer-mediated settings (e.g. Facebook)
     2009 [8]. The dictionary defined unfriend as follows:
                                                                         lack this nuance and make it very clear that one per-
     “unfriend – verb – To remove someone as a ‘friend’ on
                                                                         son requests the other’s friendship through the visible
     a social networking site such as Facebook”2 . The word
                                                                         friend request. Variations in how directly or indirectly
     suggests that the dissolution of the relationship has social
                                                                         friendship requests are made offline [10] are somewhat
        1 http://newsroom.fb.com/content/default.aspx?NewsAreaId=22      eliminated on Facebook, where a request is sent or
        2 http://blog.oup.com/2009/11/unfriend                           not sent. The online requests are either accepted or

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DOI 10.1109/HICSS.2013.229
“ignored.” boyd [1] notes that some social network site        Grave-dressing allows a member to work through a post-
(SNS) users accept friend request because it is easier to      mortem of the relationship to avoid similar issues in the
say “yes” than “no.”                                           future.
     Facebook users undergo a series of steps to unfriend.         Sibona and Walczak [22] found four common on-
There is no way to mass unfriend; a user must go to            line reasons and two common offline reasons for un-
each individual’s page, scroll down and click the link         friending on Facebook. The four online reasons were
“unfriend” to unfriend. This link is placed in a relatively    frequent/unimportant posts, polarizing posts (politics and
obscure location compared to the prominently placed            religion), inappropriate posts (sexist, racist remarks, etc.)
“Add as Friend” button that is displayed prominently           and everyday life posts (child, spouse, eating habits, etc.)
next to a person’s name. The process to add a friend           and in that order of frequency. The two offline reasons
requires that the invited person grant permission for the      were disliked behavior and changes in the relationship.
union; unfriending is unilateral and no permission is          The research also showed that 55% of people unfriended
needed to unfriend. In most cases the person who was           someone for their online posting behavior, 28% for their
unfriended does not receive notification that they have        offline behavior and 17% unsure.
been unfriended. Many people only notice they have                 Relationship dissolution in computer-mediated set-
been unfriended when they go to view a member of               tings may resemble dissolution in non-mediated set-
their network and that person is no longer displayed as        tings although little is known about either phenomenon
a friend, or when they compare their friendship list to        [20, 18]. Hatfield et al’s [11] noted that reactions to
recent memory to find additions and absences.                  dissolution include a range of emotions including: shock,
     Research evidence is still emerging to clarify how        disbelief, denial, anger and bitterness, guilt, sadness
Facebook friendships do and do not resemble offline            and depression, loneliness, desperation, indifference, re-
friendships in their formation, characteristics, and dis-      lief, euphoria. The reactions are moderated by gen-
solution [20]. After users join Facebook, they are asked       der, culture, self-esteem and overall approach to the
to identify others in the network with whom they have          relationship. Those who experience relationship disso-
an existing relationship. Thus Facebook users tend to          lution often contemplate the causes of the dissolution
maintain existing social ties with people they know            through attributional-search or account making [27]. The
rather than seek out new friends on the social network         members tend to have different narratives regarding the
[7]. However, although these relationships may vary            cause of the dissolution regarding the same event; the
from weak- to strong-ties, there is some consensus that        stories members create tend to be simple, linear and
the majority of ties on Facebook are weak [7, 16]. This        more logical than the actual events [4]. This process
may be because of the ease at which friendship can be          of account making often involves both discussing the
maintained through low levels of commitment [16], or           dissolution with the partner, and "going public" about
because strong-ties are more likely to be maintained with      it with others in the immediate network. Duck [4] and
face time, thus obviating a need for social media.             Weber & Harvey [27] argue that this is the key to gaining
     Relationship dissolution in the real world has been       a sense of finality and completion of the event, and to
defined by Duck as the permanent dismembership of              the restoration of positive affect.
an existing relationship [6]. Duck [6] developed a four            Relationship dissolution is less researched than
phase process model for relationship dissolution. The          friendship formation partly because longitudinal datasets
intrapsychic phase is the first phase of dissolution where     are required to compare the ties at different times
a person reflects on the relationship and evaluates its        [18]. Friendship dissolution research in non-computer-
costs and benefits; the person tends to discuss the re-        mediated settings is largely based on close relationships
lationship with third parties who not directly familiar        including close friends, romantic partners and divorce
with the relationship. The dyadic phase is where the           [18], emotional reactions to unfriending on Facebook
dyad discusses the difficulties in the relationship directly   may differ simply due to the greater preponderance of
in order to resolve any issues. The relationship may           weak-ties [7]. McPherson [18] found that network struc-
still be repaired at this stage. The social phase begins       ture has a role in tie dissolution; members who are less
when the dyad begins to discuss their dissatisfaction with     central to the group (those are have fewer connections to
the relationship with others in their social network (e.g.     core members) are more likely to leave the group. Some
mutual friends). During the social phase members may           real-world friendships end in conflict but most simply
provide support, mediation, and advice and may help            fade away [24]. Facebook users might only hide the posts
maintain the relationship or encourage its dissolution.        of weak ties, rather than choose to unfriend them, and
The final phase, grave-dressing, occurs when the dyad          instead reserve that action when one is making a point
broadcasts to others that the relationship has dissolved.      about the end of formerly meaningful relationships, not

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unlike the process of going public proposed by Duck           person who unfriended the survey respondent, their per-
[5]. Quercia et al. [20] examined how online unfriend-        ception of whether it was for online or offline behavior,
ing between Facebook dyads may differ from offline            questions about the friendship and questions about their
unfriending and found few differences. The research           offline behavior. Part two adds additional questions to
found that important factors that predicted friendship        part one to determine how the survey respondent was
dissolution were whether the dyad was embedded in             affected by the unfriending. Part three asks questions
the same social circle, the age difference between the        about how many friends the survey respondent has, how
dyad, and whether one of the two members were neurotic        many people they have unfriended, how many people
or introverted. Relationships that had a common female        they regularly interact with, and questions about their
friend were more stable than those with common male           online posting behavior. Part three also asks questions
friends.                                                      about satisfaction, perceived usefulness and perceived
    Williams et al. [28] examined the emotional effects       ease of use of Facebook. Part four asks demographic
of ostracism in computer-mediated environments (cy-           questions: age, gender, education, the number of years
berostracism) through a series of experiments. Williams       of social network use and whether the person lives in
et al.’s model of ostracism has two factors; (1) the          the United States of America. The analysis of this study
needs-threatened which includes a sense of belonging,         concentrates on part two of the survey.
control, meaningful existence and self-esteem and (2)
the aversive impact index which includes lowered mood,
intensity of ostracism and lowered group cohesiveness.        2.1. Data Collection
Unfriending on a social network may resemble cyberos-         Survey recruitment was conducted by sending Twitter
tracism which is a form of exclusion and ignoring             users who posted about unfriending a reply asking
that occurs in computer-mediated environments [28].           them to take a survey about the topic. The respondents
Ostracism differs from other forms of rejection in that       were found and recruited through Sibona and Walczak’s
it is less clearly defined and more ambiguous; those          method of Twitter recruitment [23]. Twitter was used to
who are ostracized are often kept from participating with     recruit survey participants for several reasons: Twitter
others without an explicit confrontation or explanation.      has a large user population where the majority of users
Ostracism in online settings can be more ambiguous            have publicly accessible messages; Twitter users had
than in real-life settings because there is a lack of real-   a good fit with research (social network sites); it is a
time cues that occur in face-to-face settings [28]. In one    simple process to contact a person on Twitter through the
experiment, participants were placed in a online chat         @reply mechanism; and the tweets can be screened for
room and were intentionally left out of conversations.        recruitment purposes. It is also helpful to recruit people
Subjects who experienced cyberostracism had lower             to the survey who had a recent experience with the matter
moods, feelings of belonging, control, self-esteem and        for two important factors [2]: (1) Those who experienced
meaningful existence [28]. People who are unfriended          an event more recently may be able to provide more
may face similar psychological effects as cyberostracism      accurate answers because the event occurred recently. (2)
because unfriending may be viewed as a form of social         Those had recently experienced an event may be more
exclusion.                                                    willing to take a survey about the topic because they
                                                              may still be thinking about the topic. Experiences need
2. Study Design                                               to be reported immediately after they have happened
                                                              in order to be remembered [2]. There is not a random
The research was conducted using a survey to determine        sample in this research; a purposive sampling method
the survey respondents’ opinions and behaviors about          was used to recruit participants. The recruitment tweet
unfriending on Facebook. The survey was conducted             was sent in a single tweet of 140 characters and provided
solely on the Internet using a commercially available         enough information to the Twitter user to take the
survey tool. The survey questions are a combination           survey. The recruitment tweet was designed to follow
of established questions from previous studies and new        the methodology of Dillman [2] as much as possible
questions to examine friendship dissolution in online         within the constraints of Twitter.
settings plus demographic questions.                              Surveys were collected between April 17th and
    Part one of the survey asked questions about the type     September 15, 2010 for 151 total days. 7,327 recruitment
of person unfriended, whether it was for online or offline    tweets were sent during the time period. A total of 2,865
behavior, questions about the friendship and questions        surveys were started and 1,552 were completed; 54% of
about online and offline behavior. Part two mirrors part      those who started the survey completed the survey. The
one of the survey and asks questions about the type of        number of surveys in the analysis varies depending on

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the path the user took during the survey as not every sur-    to determine its coefficient and statistical significance.
vey respondent answered all four parts of the survey. The     Linear regression was used in a forward stepwise fashion
analysis of future contact avoidance analyzed 582 survey      to include the variables that met statistical significance
responses. The surveys were started by 39.6% of those         criteria (p
Affect/Behavior Factors
the affect/behavior questions asked were distinct factors                  Question                Affect      Avoid              Net-
based on Eigenvalues greater than 1. The factors were                                                         Contact            work
rotated using the Varimax function to determine factor                                                                           Vigi-
                                                                                                                                 lance
loadings. Component groupings were then analyzed and
                                                                     It bothered me that this         .862           .246
named according to the questions in the group. Three                  person unfriended me
constructs were confirmed and generated for affect and             I felt sad after this person       .838
behavior: affect, avoid contact & network vigilance. Two                   unfriended me
                                                                       I was surprised to be          .736
constructs were confirmed based on Duck’s dissolution               unfriended by this person
model: dyadic phase and grave-dressing phase.                           I was amused to be            -.665
    The overall model fit was assessed on two models -              unfriended by this person
the affect/behavior model and Duck’s Dissolution Model              I would avoid seeing this                        .922
                                                                   person in real life after the
and are considered acceptable. KMO measure of sam-                           unfriending
pling adequacy for the affect/behavior model and Duck’s             I do not want to see this                        .910
Dissolution model are .857 and .640, respectively, and             person in real life after the
                                                                             unfriending
are considered acceptable by Hair [9]. The three fac-
                                                                   It would be uncomfortable                         .904
tors in the affect/behavior model explain 75% of the              for me to see this person in
variance for the factors. The two factor loadings for            real life after the unfriending
Duck’s Dissolution model explain 75% of the variance                I would avoid seeing this                        .901
                                                                   person in real life after the
for the factors. Factor analysis is considered acceptable                  unfriending (2)
for social science research where more than 60% of the              I do not want to see this                        .864
variance is explained [9]. Bartlett’s Test of Sphericity is        person in real life after the
                                                                           unfriending (2)
statistically significant for the both factor models at the        It would be uncomfortable          .246           .853
.001 level.                                                       for me to see this person in
                                                                 real life after the unfriending
                                                                                 (2)
                                                                     I look at the number of                                        .893
3.2. Construct Creation & Reliability Results                     friends I have on Facebook
                                                                 to see if someone unfriended
                                                                                 me
Constructs were generated based on the factor analy-                  I tried to find out who                                       .867
sis results – see Table 2. . The Cronbach’s alpha for                      unfriended me
the constructs were calculated. The six constructs are                             Duck’s Dissolution Model
considered reliable: Cronbach’s alpha measures above                           Question                Dyadic               Grave-
.70 are considered acceptable [9]. Table 2. shows the                                                                       Dressing
reliability of the nine constructs and number of questions          Person who did the unfriending            .923
in the construct. Fifteen types of friends were analyzed          stated dissatisfied with relationship
                                                                    Person who did the unfriending            .919
in the research; these friend types are: church, college,              stated friendship in trouble
common interest, family member, friend of a friend,                    Common friends know the                               .851
friend through a child, friend through a parent, friend                    relationship is over
through a spouse, grade school, graduate school, high                Mutual friends know through                             .790
                                                                                 Facebook
school, neighbor, romantic partner, work and other.                       Unfriended told others                             .782
                                                              Cross-loadings above a .200 threshold are shown in the summary table
                                                                                              Table 1.
3.3. Future Contact Avoidance Histogram                                                  FACTOR ANALYSIS

Future contact avoidance is skewed to the right where
a large percentage of survey respondents who were un-
friended stated that they would not avoid future contact      3.4. Avoidance Descriptives
(13%) – see Figure 1 . This research shows that there is
                                                              Three questions were used to determine a survey respon-
a wide range in the future contact avoidance of friends
                                                              dent’s position of future contact avoidance after being
on Facebook and those who are unfriended appear to
                                                              unfriended; survey respondents were asked if they avoid,
experience a wide range of responses from avoidance
                                                              did not want to see, or would be uncomfortable after
to non-avoidance but the largest group was unlikely to
                                                              being unfriended – see Table 3. The three questions
avoid future contact.
                                                              were combined into a single construct future contact
                                                              avoidance with factor analysis and reliability shown in

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Measure                                    Questions                            Cronbach’s          Mean       Std. Dev       N
                                                                                             Alpha
           Affect                           bothered, sad, surprised, amused                  .794              4.20          1.58      609
        Avoid Contact               avoid, do not want to see again, uncomfortable,           .950              3.56          1.80      611
                                        avoid (2), do not want to see again (2),
                                                    uncomfortable (2)
      Network Vigilance          look at friends number, find person who unfriended            .750             3.19          1.83      609
      Dyadic Discussion              stated dissatisfaction with relationship, stated          .846             2.30          1.64      611
                                                  friendship in trouble
        Grave-Dressing            common friends know relationship is over, mutual             .748             4.20          1.66      611
                                 friends know through Facebook, unfriended person
                                                        told others
       Offline Behavior             did misdeed, distrust, dislike, disliked behavior,         .840             3.03          1.23      599
                                      betray broke rule, disliked personality, new
                                                       information
    Geographical Distance         lives far away, do not see often, will probably not          .707             4.66          1.71      598
                                                         see again
       Peak tie strength         very good friends, committed to relationship, spent           .907             4.16          2.00      590
                                                  lots of time together
    Personal Responsibility         could have tried to maintain relationship, could           .747             3.50          1.17      584
                                           have eased tension in relationship
        Valid (listwise)                                                                                                                571
All questions are based on a 1-7 Likert-type scale
                                                                  Table 2.
                                                        C ONSTRUCT D ESCRIPTIVES

                                                                                          Question                     Disagree No      Agree
                                                                                                                        %      Opin-     %
                                                                                                                                ion
                                                                                                                                 %
                                                                            It would be uncomfortable for me to        47.4     12.3    40.3
                                                                             see this person in real life after the
                                                                                          unfriending
                                                                             I do not want to see this person in       47.0      16.5   36.5
                                                                                real life after the unfriending
                                                                             I would avoid seeing this person in       53.8      14.7   31.5
                                                                                real life after the unfriending
                                                                                                        Table 3.
                                                                                               AVOIDANCE D ESCRIPTIVES

                                                                         this person after being unfriended.

                                                                         3.5. Regression Analysis for Future Contact
                                                                         Avoidance
         Skewness is .267 and Kurtosis is -1.064.
                                                                         Linear regression was used to determine whether the
Figure 1 . Future Contact Avoidance Histogram
                                                                         eight constructs (affect, network vigilance, dyadic discus-
                                                                         sion about unfriending, grave-dressing, offline behavior,
                                                                         geographic distance, peak relationship and personal
Table 1. and Table 2. The most common reaction to being                  responsibility) are significant factors in whether a person
unfriended on Facebook is discomfort; 40.3% of survey                    who is unfriended will avoid contact with that person.
respondents agreed that would be uncomfortable seeing                    There are nine discrete variables included in the regres-
the person who unfriended them. The next most common                     sion equation: (1) the number of friends a person has
reaction was that the person did not want to see the                     on Facebook, (2) the number of friends with whom the
person again - a minority of people (36.5%) expressed                    person interacts, (3) number of times the person has
that they do not want to see this person again after being               unfriended others, (4) frequency that the person looks
unfriended. The lowest level of agreement (31.5%) were                   at Facebook for updates, (5) frequency that the person
survey respondents who agreed that they would avoid                      updates their own Facebook account, (6) the number of

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friends in common between the dyad, (7) the type of                       Construct                   B       Beta     Sig.
friend, (8) frequency that the person was seen in the                                 Continuous Variables
last year, and (9) the length of the friendship. There                     Constant                 -.803              .039
are five demographic variables included in the regression
                                                                        Grave Dressing               .430     .396     .001
equation: age, gender, education, years of social network
site use, and whether the person lives in the US. The                       Affect                   .230     .202     .001
number survey responses analyzed for this regression                   Offline Behavior              .232     .160     .001
analysis is 582.                                                    Geographical Distance            .120     .114     .002
     The analysis uses avoid contact as the dependent            Discussed unfriending in dyad       .137     .126     .001
variable to model how the independent continuous and                         Peak                   -.091     -.101    .001
discrete variables may predict whether a Facebook user
                                                                                         Discrete Variables
will avoid future contact with the person who unfriended
them. All of the constructs were measured with a 1-7                Yrs soc networking (6)          -.525     -.069    .052
Likert-type scale; avoid contact was measured from 1                Type: Family Member             -.622     -.084    .019
(will not avoid future contact) to 7 (will avoid future                     Gender                   2.74     .071     .048
contact). The coefficient of determination was measured
                                                              Yrs Soc Networking (6) >10 year of social network site use, Gender:
using the adjusted R2 measures. The adjusted R2 for the       Male (0), Female (1).
12 variable equation is .283; which means that approxi-
                                                                                             Table 4.
mately 28% of the variance in the construct avoid contact                   AVOID C ONTACT R EGRESSION R ESULTS
may be explained by the factors in the equation. The
residuals of the regression equation are heteroscedastic
and show no signs of bias in the equation. Six of the
constructs were statistically significant: grave dressing,    avoid future contact. The fourth construct, geographical
offline behavior, affect, geographical distance, dyadic       distance, indicates that the larger the perceived geo-
discussion and how the person valued peak of the              graphical distance between the dyad the more likely
relationship; three discrete variables were statistically     that the survey respondent would avoid future contact.
significant. Personal Responsibility was omitted from the     The fifth construct, dyadic discussion, indicates that the
regression analysis because it had missing correlations       more the survey respondent perceived that the person
with the dependent variable avoid contact. Positive coef-     who unfriended them discussed the unfriending prior to
ficients indicate that the person was more likely to avoid    its occurrence the more likely that they would avoid
future contact and negative coefficients indicate that the    future contact. The last construct, peak, indicates that
person was less likely to avoid future contact. See Table     the higher the survey respondent valued the peak of the
4. for details.                                               relationship with the person who unfriended them the
     The regression equation coefficients for the continu-    less likely they were to avoid future contact. Two of
ous and discrete variables may be interpreted as follows.     the discrete variables are negative in their direction and
Six of the constructs were statistically significant and an   one, gender, is positive. Negative coefficients indicate
examination of the coefficients indicates the magnitude       that the person is less likely to avoid future contact. An
and direction of the effect. Grave-dressing was the most      example from the Table 4. is that if the friend type is a
important factor in whether the survey respondent would       family member then the survey respondent is less likely
avoid future contact with the person who unfriended           to avoid future contact with the person who unfriended
them. The more the survey respondent perceived that           them compared to all other friend types. The discrete
they discussed the unfriending with someone (not the          variable, gender, is positive and indicates that women
person who unfriended them) the more likely that survey       are more likely to avoid future contact with the person
respondent will avoid future contact with the person          who unfriended them compared to men.
who unfriended them. The second construct, affect, had
the second largest effect and indicates that the more         4. Discussion
negatively affected (e.g. sad, bothered) the survey re-
spondent is about the unfriending the more likely the         The research results show that six factors can predict
survey respondent will avoid future contact. The third        whether a person will avoid future contact with the
construct, offline behavior had the third largest effect      individual who unfriended them: (1) whether the person
and indicates that the more the survey respondent per-        discussed the event after it occurred, (2) the emotional
ceived the unfriending was related to their own offline       response to the unfriending (affect), (3) whether the per-
behavior the more likely the survey respondent would          son who was unfriended believed it was related to their

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offline behavior, (4) whether difficulties were discussed    unfriended them because the one member knew that
between the dyad prior to the event, (5) the perceived       there was an existing issue that caused friction in the
geographical distance between dyad, and (6) how the          dyad, that the issue remained unresolved, and that the
person valued the peak-tie strength of the relationship.     eventual unfriending was a signal that relationship is
    Facebook users who discussed the unfriending with        over. One of the technical affordances that Facebook
someone (not the person who unfriended them) after           has that face-to-face relationships do not is that there
it occurred, what Duck [6] terms grave dressing, had         is a clear signal regarding the relationship through the
the strongest predictive power, overall, for how strongly    symbolic link that connects users on social network sites
a person may avoid or be uncomfortable around the            online that does not exist offline. Often in face-to-face
person who unfriended them. Duck [6] has hypothesized        settings one member does not know who dissolved the
that relationship dissolutions pass through at least four    relationship because most relationships fade away [24].
stages before achieving closure. These are an intrapsy-          Users who experience a larger negative emotional
chic stage, a dyadic stage, a social stage, and a grave-     response to being unfriended (affect) were more likely
dressing stage. Each of these refers to a specific means     to avoid future contact with the person who unfriended
of coming to terms with problems in the relationship,        them compared to those who experienced a less nega-
depending on whom a dissatisfied partner discusses their     tive emotional response. Affect is the second strongest
problems with, and whether this discussion occurs before     predictor for future contact avoidance. It is notable that
or after the breakup. Both the dyadic and grave-dressing     this construct is the second strongest predictor since it
stages were examined in the present research in order to     most directly measures the psychological state of the
test whether Facebook unfriending is at all related to the   person who was unfriended. Facebook users who have
current understanding of relationship breakups.              processed their emotions by discussing the unfriending
    Grave-dressing occurs because people feel a need         with someone else (grave-dressing) is a stronger predic-
to publish a record of the relationship’s demise and         tor for future contact avoidance compared to the negative
work through a post-mortem of the relationship so that       emotions regarding the particular unfriending. This result
future relationships may not develop the same issues         supports cognitive-behavioral therapy perspective where
[6]. Facebook users who perceived they went through          how a person processes an event can be have a larger
a grave-dressing process by discussing the unfriending       role than the event itself.
event with others were more likely to avoid future               Users who felt more strongly that their own offline
contact with the person who unfriended them and may          behavior was negative said they would avoid future
indicate that the person discussed the event and is          contact with the person who unfriended them. The offline
ready to move forward. It is unlikely that those who         behaviors in this survey are strongly negative in tone,
discussed the unfriending with others simply had weak-       e.g., “I betrayed this person in real life,” and, “This
tie relationships with the Facebook user and thus may be     person unfriended me after I violated a rule in real life,”
more likely to discuss the event. The peak-tie strength      so those who believe they did these types of misdeeds
construct remains in the analysis (although is the weakest   appear to avoid future contact with the person who
predictor in the model) and is a distinct construct from     unfriended them more than those who did not engage
grave-dressing and the effects are disambiguated through     in these behaviors. The person who was unfriended may
the step-wise regression analysis.                           recognize that their own behavior was unacceptable, and,
    Dyadic discussions between two Facebook friends          after the unfriending, may believe that the person is
occasionally occur prior to unfriending where a dissatis-    sent a signal that they no longer want to see the survey
fied member addresses concerns regarding the relation-       respondent. The negative behavior was based on self-
ship in attempt to fix the issues before dissolution may     report survey items so the survey respondent realized
occur. This research does not differentiate who initiated    that their behavior was negative; this is not a case
the conversation about the trouble in the relationship;      where the person did not realize their actions could be
it could be the person who did the unfriending or the        interpreted negatively. Negative offline behavior was the
person who was unfriended. Facebook users who felt           third strongest predictor for future contact avoidance.
more strongly that they discussed trouble in the relation-       Facebook users who perceived larger geographical
ship prior to its dissolution were more likely to avoid      distances between the dyad said they were more likely
future contact with the person who unfriended them.          to avoid future contact with the person who unfriended
Dyadic discussions are the fourth strongest predictor        them. Geographical distance was the fifth strongest
for future contact avoidance and are also part of the        predictor for future contact avoidance. Having a larger
Duck model of friendship dissolution. Facebook users         physical distance between the dyad may make it easier to
may want to avoid future contact with the person who         avoid contact with the person who unfriended the survey

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respondent because they simply may have less likelihood       real world simply fade away [24], some relationships end
of being in the same organizational contexts as those who     as a consequence of a particular event and unfriending
are close in geography.                                       someone may feel like the appropriate action for a user
    Peak-tie strength was the weakest predictor in the        e.g. after romantic relationship dissolution one member
model of the constructs, overall, where users who had         may unfriend the other on the social networking site to
closer relationships at the height of their friendship, the   signal that this relationship is over.
less strongly the Facebook user said that they would
avoid future contact following the unfriending. Friends       5. Limitations
who had strong-ties at the peak of their relationship may
be more likely to have bonding social capital (strong) and    Participants in the present study were not recruited
less likely to have bridging social capital (weak). Face-     randomly. Respondents were recruited via Twitter by
book use has been shown to have a stronger relationship       approaching users who had used the terms “unfriend,”
with bridging social capital (weak-tie relationships) than    “defriend,” or “unfriending.” The goal this sampling
bonding social capital [7, 25]. Bonding social capital        method was to reach people from whom Facebook’s
may allow the dyad to maintain an offline relationship        unfriending tool was meaningful and relevant, but it may
where future contact avoidance is less likely even after      also have led to the over-representation of those who
being unfriended compared to weak-tie relationships that      had been strongly affected by a recent experience. Future
mostly exist on Facebook [7, 16]. Unfriending dissolves       studies will work to reach a broader range of participants
the social network site dyadic tie but does not always        in order to widen the generalizability of our results.
signal the end of the offline relationship or online rela-        The recruitment method may be biased toward survey
tionships in other contexts.                                  respondents who had higher levels of grave-dressing
    The technical affordances of Facebook have changed        as they were tweeting about unfriending on Twitter.
over time; the site has attempted to present users with       It remains unclear how many users feel that tweeting
more relevant information through news feed improve-          about unfriending is the same as publicly declaring the
ments and customizations, generates smart lists based         end of the relationship. Approximately 37% of survey
on organizational settings (e.g. education and work) and      respondents agreed that they told others that they are
geographic proximity to more narrowly cast a message,3        no longer friends with the person who unfriended them
and allows users to hide all posts from a specific member     despite their tweeting about unfriending.
from the news feed. The news feed is the center of                Finally, the coefficient of determination (R2 ) may
the Facebook home page where there is a constantly            be considered relatively low and indicates that approx-
updating list of posts from the member’s social network       imately 28% of the variance in the construct future
and the organizations that a person follows.4 The news        contact avoidance may be explained by the factors in the
feed attempts to show the most relevant content based         equation. The low coefficient of determination indicates
on proprietary algorithms and includes factors like how       that there are factors that may explain whether someone
many friends are commenting on a post, who posted the         will avoid future contact with someone who unfriended
content, and type of content (link, photo, etc.).             them that are not measured in the model. The coefficient
    Despite the new technical capabilities on Facebook,       of determination is likely to be acceptable given the
unfriending still occurs and has increased to 63% in 2011     difficulty in measuring the psychological response to
from 56% in 2009 [17]. Certain topics, like politics,         unfriending at this stage of research.
appear to be more troubling in online conversations.
Rainie & Smith [21] found that 10% of Facebook users
have blocked, unfriended or hidden someone for posting
                                                              6. Conclusion
too frequently about political subjects. Facebook users
                                                              The goal of the present research was to investigate
could simply hide the members’ posts so they will
                                                              factors that predict whether a Facebook user will avoid
no longer be displayed in the news feed but some
                                                              contact with a person after being unfriended on Face-
members do take the step to publicly dissolve the tie.
                                                              book. The research results show that six factors can
One reason that unfriending may still occur is that social
                                                              predict whether a person will avoid future contact with
network site users have a sense of integrity, i.e. when the
                                                              the individual who unfriended them: (1) whether the
relationship is over they make a public declaration online
                                                              person discussed the event after it occurred, (2) the
by unfriending the user - this is similar to grave-dressing
                                                              emotional response to the unfriending, (3) whether the
as described by Duck [6]. While most relationships in the
                                                              person who was unfriended believed it was related to
  3 http://www.facebook.com/help/friends/lists                their offline behavior, (4) the perceived geographical
  4 http://www.facebook.com/help/newsfeed                     distance between dyad, (5) whether difficulties were

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discussed between the dyad prior to the event and (6)              [15] Lee, Y., Kozar, K. A., and Larsen, K. R. (2003). The
how the person valued the peak-tie strength of the                    technology acceptance model: Past, present, and future.
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clear that unfriending is meaningful and has important                on social media sites. Technical report, Pew Research
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