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      <title-group>
        <article-title>A Mixed Methods Analysis of Local Facebook Groups in Helsinki</article-title>
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        <contrib contrib-type="author">
          <string-name>Author: Matti Autio</string-name>
        </contrib>
      </contrib-group>
      <abstract>
        <p>In Helsinki, the largest city of Finland, local Facebook groups have become increasingly popular. Communities in Helsinki have developed a virtual existence as a part of everyday life. More than 50 discussion groups exist that are tied to a certain residential district. The membership of local Facebook groups totals at least 130 000 in a city of little more than half a million. The content of discussion groups was studied using a mixed methods approach. The qualitative results give a typology of local Facebook groups and an insight to the reoccurring topics of posts. The quantitative study reveals significant differences in the amount of local social control exerted through the Facebook group. The discussion groups are used for social control more prominently in areas with a lot of detached housing. The social cohesion and control of local Facebook groups strengthen the community's collective efficacy.</p>
      </abstract>
      <kwd-group>
        <kwd>urban sociology</kwd>
        <kwd>urban studies</kwd>
        <kwd>social media</kwd>
        <kwd>Facebook</kwd>
        <kwd>collective efficacy</kwd>
        <kwd>social control</kwd>
        <kwd>social cohesion</kwd>
        <kwd>Helsinki</kwd>
        <kwd>neighborhood</kwd>
      </kwd-group>
    </article-meta>
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    <sec id="sec-1">
      <title>Introduction</title>
    </sec>
    <sec id="sec-2">
      <title>Data and methods</title>
      <p>The data consists of posts from Facebook groups that are dedicated to a specific residential area in
Helsinki. The groups in question were sought on Facebook by using names of residential areas and
with the aid of lists found on the web. 41 most active groups were analyzed for the study. The
membership varies between two hundred and more than ten thousand. The average is ca. 2500.
Data collection was done manually. A sample from a group’s feed, often hundreds of pages, was
saved as text along with pictures. Automated methods such as harvesting bots, robots, spiders, or
scrapers require prior permission from Facebook (Facebook 2018) and were not used in this study.
The data consists of several thousand pages of Facebook feed and the posts are dated mostly
between 2014 and 2016.</p>
      <p>This study originates from an exploratory interest towards the content of discussion in local
Facebook groups in Helsinki. Notable differences in the amount of social control of the residential
area in the Facebook group were observed and research proceeded to a quantitative comparison.
The study thus combines both qualitative and quantitative methods and could accurately be called
mixed-methods research. More precisely the method can be described as “exploratory sequential
mixed-methods approach” (Creswell 2014, 14–16 and 225–227).</p>
      <p>The study is predominantly ethnographic in nature. Kozinets (2010, 60) uses the concept of
“netnography” to describe “participant-observational research based in online fieldwork”. This
study positions itself in the field of netnography in the wider ethnographic context. Another frame
of reference for the study is digital humanities. The study examines the digital world and the data is
digital born. The data was created in the virtual realm and exists only digitally. The study examines
the virtual existence of local communities.</p>
      <p>To create statistical data from the group feed posts were coded using Atlas.ti. Only two codes were
used: cohesion and control. In this simple coding style, it was possible to manually go through
several thousand pages of Facebook feed. The motive of the writer in terms of cohesion / control
was interpreted from the tone and wider context in addition to the lexical content. David and Sutton
(2011, 342) describe this is as latent coding.</p>
      <p>A line had to be drawn as to what material is of interest. The focus was on posts that were
personally written by the user who had put in the effort of formulating the message in text and
communicated directly to the local audience. Ads were omitted. The original posts were analyzed,
comments were not. In other research comments have sometimes been included in the analysis (e.g.
Farina 2015) or a similar approach as in this study has been implemented (e.g. Stock 2016).
Discretion was used in deciding what counts as social cohesion and what constitutes social control.
Posts about vandalism are obviously social control, but for example posts about found bikes that
likely have been stolen are more complicated to interpret. The writer wants to help someone recover
the stolen bike, but also wants to direct attention to bike theft in the area. These were usually coded
as both cohesion and control. The tone and choice of words in a post sometimes indicated whether
the aim was control, neighborhood assistance or both. Coding of different groups was revised as
work progressed to keep the coding consistent throughout the data. The total number of coded
entries was 6302.</p>
      <p>Research ethics have been considered by protecting participants from any harm that might be
caused by the study. Identities have been protected by reporting the findings as general
characterizations of discussions and in the form of statistics. No direct quotes have been used as to
avoid any traceability. In this study local Facebook groups are considered public in the sense that
when membership is required it appears to be for purposes of keeping fake accounts out.
Membership as such is available to anyone. Informed consent is not considered a requirement in a
study of this nature and would be virtually impossible to receive from all parties involved. The
ethical guidelines of the Association of Internet Researchers (2012) have been followed.</p>
    </sec>
    <sec id="sec-3">
      <title>Collective efficacy, control and cohesion</title>
      <p>Some light will be shed on the motive for choosing social control as an object of interest in this
study. The collective efficacy of a community has its foundations in the social cohesion of a
neighborhood and the expectations for social control (Sampson 2012, 127 and 152).
The level of collective efficacy has been measured through questionnaires that measure how
strongly people agree to propositions such as “this is a close-knit neighborhood” or how likely they
consider that someone would intervene in case of disturbance. The questions measure both social
cohesion and expectations for social control. By combining these two the resulting variable
measures the community’s collective efficacy. (Sampson et.al. 1997, 919–922.)
Collective efficacy is connected to many indicators of well-being, such as low crime rates, higher
birth weight, fewer teen pregnancies and generally more altruistic behavior (Sampson 2012, 178
and 212; Odgers et.al. 2009, 954–955). Social cohesion and the expectations for social control are
among the basic building blocks of any community. Therefore, the difference in the level of social
control in local Facebook groups presents itself as a fruitful subject for further investigation. The
differences and their possible explanations may be sociologically revealing of the communities and
the role of virtual networks within them.</p>
    </sec>
    <sec id="sec-4">
      <title>Results of qualitative analysis</title>
      <p>The first result of the qualitative analysis is a typology of local Facebook discussion groups. The
content of discussion groups is for the most part similar in most neighborhoods. However, in some
districts the discussion group consists mostly of old photos dating typically from the 50’s to the
80’s. People reminisce about old neighbors and schoolmates. These can be called nostalgia groups.
Some districts have a separate group for announcements, mostly about upcoming events.
Information on jumble sales, park yoga, panels at the local library and the like is spread through
these groups. In most districts announcements are a part of the general discussion group feed.
Singles groups were also found when collecting the data. These are usually meant for singles of all
ages in the wider district. One local group was found dedicated to lost, found and stolen things. Two
groups were devoted to neighborhood help.</p>
      <p>Messages fall into categories that are similar in all studied Facebook groups. One of the most
common message types has to do with things that are lost, found or stolen. There is at least one
local Facebook group solely for this purpose. Requests for local information are common.
Questions are often about small details that only locals would know. Residents also request
concrete, face to face assistance. People may ask to have a rarely needed item for loan or ask to
have a ride home from the doctor. It is also quite common for someone to offer help without anyone
asking for it first.</p>
      <p>Another type of posts are complaints about something going on in the neighborhood. Vandalism,
traffic violations and noise are some the most common subjects for complaints. These posts clearly
represent social control as meant in this study. Some posts are warnings. Neighbors are warned, for
example, about suspicious looking people taking peeks into people’s back yards and dog owners
warn about pieces of food left by a jogging trail that they think might be poisoned on purpose.
Warnings can be seen as manifestations of both social control and social cohesion.
Messages are quite similar throughout the city, and for the most part discussion promotes social
cohesion. There are, however, differences in the amount of social control exercised through the
Facebook group. The use of local discussion groups could be described as pragmatic. There is not
much socializing or banter. Almost all of the discussion has to do with practical issues. The
pragmatic nature of discussion is an important starting point for elaboration further on in the article.</p>
    </sec>
    <sec id="sec-5">
      <title>Results of quantitative analysis</title>
      <p>The amount of social control varies between residential areas. To enable comparison of the amount
of social control in local Facebook groups the 41 groups were divided into quartiles (4th quartile
containing 11 groups). The percentage of control posts varies between 14% and 32% (Fig. 1). In all
groups cohesive discussion is the most prevalent, but the differences in the amount of control are
notable.</p>
      <p>Areas were placed on the map of Helsinki (Fig. 2). The darker the color, the more social control
there is in the Facebook group.1 It is noticeable that the densest cluster of control-oriented Facebook
groups is situated in the north of Helsinki. Also, an area in the southeast stands out from the
surroundings. East of Helsinki is characterized by a lighter color indicating more cohesive
discussion and less social control.</p>
      <p>Percentage of control</p>
      <p>discussion
35%
30%
25%
20%
15%
10%
5%
0%</p>
      <p>1st Quartile 2nd Quartile 3rd Quartile 4th Quartile</p>
      <sec id="sec-5-1">
        <title>The northern areas in question are known to have</title>
        <p>more detached housing than other residential
areas, as is the individual area located in the
southeast (City of Helsinki Urban Facts 2017).</p>
        <p>The percentage of detached housing was
calculated for each quartile. An average of all the
areas in that quartile was used. The averages were
examined in comparison to the amount of social
control in the local discussion group (Fig. 3).
1 It should be noted that the Facebook groups are placed on the map based on the district mentioned in the group’s
name. In reality the geographical area of influence can in many cases be assumed to extend farther.</p>
        <p>Percentage of detached housing
1st Quartile 2nd Quartile 3rd Quartile 4th Quartile</p>
      </sec>
      <sec id="sec-5-2">
        <title>The amount of social control exerted in the</title>
        <p>Facebook groups has a noticeable
connection with the predominance of
detached housing. Also, in these areas the
group's membership and geographical area
of influence are smaller.</p>
      </sec>
      <sec id="sec-5-3">
        <title>In this statistical analysis, not all factors</title>
        <p>that characterize an area have been
considered. Nevertheless, the connection
between a high rate of control and
detached housing is distinct and makes
sense in terms of urban sociology.</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>Different uses of local Facebook groups</title>
      <p>The results of the quantitative analysis show that social control through Facebook is more prevalent
in neighborhoods with detached housing. Groups in these areas tend to be more local and thus the
membership is also smaller. What can these differences implicate? A qualitative analysis of
discussion in local Facebook groups reveals that people use the groups quite pragmatically. This
suggests that people have harnessed their local Facebook group to serve them in needs that existing
networks could not fulfill.</p>
      <p>In high rise areas there are organizations through which social control can be exerted. Cases of
disturbance can be taken up with the real estate manager, housing cooperative or the tenant
committee. There are parties who have power to exert social control and in whose interest it is to do
so. In areas with detached housing the situation is different. There are no such organizations in
whose interest it is to tackle disturbance, apart from the police. It is possible that local Facebook
groups have been adopted as a means of getting connected for purposes of social control in the
neighborhood.</p>
      <p>Detached housing districts are commonly well-to-do. Individuals whose socio-economic status is
high typically have wide networks, but those networks are located elsewhere than the neighborhood
itself (Campbell et.al. 1986; Henning &amp; Lieberg 1996). The geographical scatteredness poses a
problem for local social control. A spatially scattered network doesn’t share an interest for social
control in any specific neighborhood. The Facebook group provides a platform for creating new
local networks that share an interest in social control.</p>
      <p>In high rise areas socioeconomic status is typically lower. People whose socioeconomic status is
relatively low are typically networked in their immediate neighborhood (e.g. Granovetter 1973;
Henning &amp; Lieberg 1996). Organization for social control already exists and in the new social
media forums social control is less pronounced.</p>
      <p>There are also other ways to explain the lower level of control in high rise areas. Cost of living is
not the only factor that guides people’s choice of residential area. Those who choose to live in a
house of their own might appreciate privacy and peace more than residents who choose a high-rise
area. Not all high-rise areas lower in socioeconomic status either. Areas close to downtown Helsinki
and newly built high-rise districts have some of the most expensive apartments. Residents’ ideas
about acceptable urban behavior vary and this reflects in their control tendencies and expectations.
In terms of collective efficacy, it seems that local Facebook groups are beneficial for both social
cohesion and control. Assistance given in discussion groups obviously advances social cohesion.
For social control the discussion group has offered a channel through which neighbors find others
who share the interest of keeping the area peaceful. Hampton’s (2010) findings suggest that internet
use breaks down some of the ecological barriers to collective efficacy in disadvantaged
neighborhoods. The results of this study suggest that local Facebook groups strengthen collective
efficacy also in the more affluent communities.</p>
    </sec>
    <sec id="sec-7">
      <title>Thoughts on methodology and future research</title>
      <p>In this study the data was collected manually, and the processing was done mostly by close reading
by a human. Automated methods were not used for data collection or in any major way to process
the data. The study originated from an exploratory interest about the content of local Facebook
groups and qualitative text analysis was the intended method. The acquisition of capabilities
necessary for extensive use of automated methods was not feasible given the resources and time
frame.</p>
      <p>The yields of this study leave open the obvious possibility of taking better advantage of
computerized data processing. When the quantitative examination came under consideration the
workload had to be assessed. With this data set it was possible to process the whole data manually
through close reading. With digital methods the data set size could naturally be increased by
magnitudes and big data research would become possible.</p>
      <p>The approach chosen in this study requires the semantic understanding of Facebook posts. The
interpretation of the writer's motives through tone and choice of words is difficult with
computerized methods. With a different research question and methodology, however, approaches
such as data mining would probably be most useful. Topic modeling, sentiment analysis and similar
tools would likely prove their utility along with many other computerized applications.</p>
    </sec>
    <sec id="sec-8">
      <title>Conclusion</title>
      <p>Local communities in Helsinki have extended themselves into the virtual world. The novelty of
social media has subsided, and it has become an integral part of everyday life. Local Facebook
groups along with other social media are at the heart of local communities’ virtual existence.
This side of the neighborhood is not separate from the face-to-face physical world, rather together
they form the community. Kellerman (2014) depicts the internet as a "second action space". It
seems that some communities have expanded to the virtual realm in a way that merges the physical
and the digital in a seamless way.</p>
      <p>A large percentage of adults in Helsinki take part in a neighborhood Facebook group. Residents
have taken a pragmatic approach to the new networking platform. The new form of communal life
is mainly used for everyday cooperation and social control of the neighborhood. Cohesiveness is
prevalent in all discussion groups but differences in control tendencies are revealing.
The communality of local Facebook groups holds a promise of something durable. It is purely
bottom up and it is based on practicality rather than a communal ideal. A good guess is that local
Facebook groups will continue to thrive until something better comes along. What is clear from the
popularity and the level of activity in the local Facebook-groups is that a local community that lives
also virtually can no longer be fully understood only by studying the face to face physical existence.
The virtual part of the community must be taken into account.</p>
    </sec>
    <sec id="sec-9">
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