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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Helsinki, Finland
* Corresponding author.
$ kia.finska@utu.fi (K. Finska); amtmaj@utu.fi (A. Majanoja); antti.hakkala@utu.fi (A. Hakkala)</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Listing of the True and Practical Cyber Security Risks of Social Media: Why Is It a Dangerous Place For a Content Creator And a Business</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Kia Finska</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anne-Maarit Majanoja</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Antti Hakkala</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Computing, University of Turku</institution>
          ,
          <addr-line>20014 Turku</addr-line>
          ,
          <country country="FI">Finland</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2025</year>
      </pub-date>
      <volume>000</volume>
      <fpage>9</fpage>
      <lpage>0009</lpage>
      <abstract>
        <p>This study focuses on the security risks of social media platforms from the perspective of an Social Media Influencer (SMI) or content creator. This study conducts interviews on SMIs and furthermore lists the risks of social media mentioned by the interviewees as well as found in literature. The risks are divided into three main themes: professional, technical and psychological. The conclusion of this study is that working with social media as an individual and with a brand is full of risks from all three themes. For an individual the professional risks cause the most worry, regarding subjects such as cancelling culture, brand image, too much responsibility for one individual, and customer satisfaction. The risks need to be recognized and worked on to ensure a safer working environment for the content creator. In the discussion, also the risks of social media work found in literature will be presented.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;cyber security</kwd>
        <kwd>social media</kwd>
        <kwd>content creators</kwd>
        <kwd>social media influencer</kwd>
        <kwd>business impact</kwd>
        <kwd>professional risks</kwd>
        <kwd>technical risks</kwd>
        <kwd>psychological risks</kwd>
        <kwd>content creator interviews</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        In 2024, there are over 5 billion Social Media (SM) user identities worldwide [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], reflecting the global
reach and integration of social platforms into daily life for communication, information sharing, and
digital interaction. The popularity of SM seems to be on the rise, and the threats and risks of SM are
often discussed. However, the public discourse only superficially discusses the risks. Cyber security
professionals have long discussed threats, such as spam, phishing, identity theft, and fake news, yet
many everyday users still dismiss these as irrelevant to them, often thinking: "If Facebook wants to take
my photos, so be it; there’s nothing interesting there."
      </p>
      <p>A critical issue is understanding the real risks that individuals, including content creators, face when
engaging in social media. Users should be aware of specific threats and risks, and consider the likelihood
that these threats and risks will have a direct negative impact on them. While it is widely recognized
that social media can pose security risks to both individuals and organizations, understanding the
practical ways in which these threats manifest themselves is critical.</p>
      <p>This paper focuses on the security of content creators and small and medium sized businesses that
rely heavily on social media for marketing. It aims to identify the real risks and threats posed by
unsafe social media practices, addressing the security concerns of both the business and the individual
behind the content. Risks will be examined from professional, physical, and technical perspectives
for both individuals and businesses, with additional attention to psychological risks for individuals
and marketing-related risks for businesses. The research questions are: RQ1: What are the practical
risks that content creators and small businesses face when using social media as a marketing or service
delivery platform? RQ2: What are the lived experiences of social media influencers, and what are the
most significant?</p>
      <p>The risks and solutions associated with the use of social media were identified in two ways: 1) risks
found in the literature, 2) risks identified through interviews with content creators. The findings are
integrated to create a complementary set of insights for identifying risks in the use of social media.</p>
      <p>The paper is organized as follows: Section 2 introduces SM risks found in literature, Section 3
describes the research method and how practical results were gathered, Section 4 explains the findings
of this study and the interviews conducted, Section 5 contains the discussion and presents a Table of
the findings in literature, and Section 6 contains the conclusion.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Literature Review: Risks of Social Media</title>
      <p>In this section, we will first define the three main terms related to social media and the content creation
process. Then, we will review the literature on what are the practical risks of SM from an individual’s
point of view (an individual working in a corporation as a marketing professional, a small business
owner, an influencer, a content creator, or any other individual working with social media to market a
product or their content) and from an organization’s point of view. These risks are divided into three
categories: professional, technical, and psychological. This section mentions risks found in the literature
that were not discussed during the interviews, which will be discussed in more detail later in this study.</p>
      <sec id="sec-2-1">
        <title>2.1. Terms in context of research</title>
        <p>
          The following terms are central to reading this paper, so they will be explained in this section. There
has been a lot of public debate about how to define social media (SM). One currently popular way of
explaining it is to refer to SM as a collection of Web 2.0 applications. This includes user profiles, a social
network, and user-generated content. [
          <xref ref-type="bibr" rid="ref2">2</xref>
          ] Content creators in this paper refer to people who create posts,
which can be videos, text, or photos, that are then shared on SM. [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ] Influencers are content creators, but
not all content creators are influencers. Arriagada et al. [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] mention that content creators are "digitally
enabled cultural producers who create and circulate content on social media platforms, driven by an
entrepreneurial spirit and desire to generate their own "media brands". In this study, we assume that
individual content creators are either running their own influencing business or working within a
company with a mandate to create marketing content for their employer. Social Media Influencer (SMI)
in the context of this paper is someone with a large social media platform [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ] that they use with an
entrepreneurial mindset to influence the decisions of others. [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ]
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Risks of SM in Previous Research</title>
        <p>
          A key study that provided a baseline for this literature review was conducted by Kapoor et al. [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ] where
they reviewed 132 papers related to SM research between 1997 and 2017, and found that several studies
suggest educating consumers about privacy related risks on SM sites. They emphasize the importance
of informing users, controlling SM security features, controlling privacy settings, and learning about
the threats associated with sharing personal information online. More recent studies, such as Rukavina
et al. [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ], Finska et al. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ], and Lopes et al. [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ], are written later on and this section combines risks
that are found still relevant in 2025 from studies through the years of social media security study.
        </p>
        <p>
          Professional Risks. Rukavina et al. [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ] mention the main risks of SM use among health care
professionals. Risks mentioned that are appropriate for this study include: damaging professional image
by undermining public trust by providing poor quality information about SM or sharing opinions
or comments on sensitive issues; compromising confidentiality by talking too openly about personal
life, work life, clients, partners, family members, or other personal matters; and blurring professional
boundaries by forgetting where the line is between their professional and personal lives. Another way
of damaging professional image could include commonly frowned upon content online such as pictures
of videos containing alcohol use, substance use, nudity and sexuality, discrimination or downgrading
speech of other people, swear words, and bullying.
        </p>
        <p>
          According to a recent study done by Sprout Social in 2017 [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ], 46% of consumers say that they have
"called out" brands on SM. In a situation where a consumer is dissatisfied with a brand, 55% say that
they are likely to complain in-person, and 47% plan to get the attention of the brand via SM. And only
8% think they would stay silent if they saw inappropriate behavior from a brand. Brand boycotting
trend or hashtag online, or badmouthing can happen due to a consumer talking about a brand in a
negative manner without contacting the brand directly, or even by contacting them in a public manner
and the discussion growing from there.
        </p>
        <p>
          Tow et al. [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ] examined why people continue to share private information online on social
networking sites, even after being warned not to do so. They found that many users consider themselves to be
low-risk targets, or are simply not educated enough to understand the seriousness of sharing private
information online. The paper concludes that "education is absolutely essential. [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ] A recent study
mentions that SMIs are at risk of not only losing their devices (theft or human error), but also having
their information stolen through shoulder surfing, which in practice means that someone is looking
over your shoulder to see what you are doing on your device, and information is leaked as a result. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]
        </p>
        <p>
          Finska et al. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ] list possible risks for SMIs in which sharing too much information can cause a physical
risk of someone physically entering the SMI’s home or other personal environment. Sharing too much
information could also lead to a possible attack on family members, using personal information in a
phishing attempt or physical encounter, for example. Sharing too much information can also create
cross-platform risks, with information that can be used against the individual on their own channels (if
they are working from a business account), for example, or sharing information that can be used to
exploit other platforms by the same user. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]
        </p>
        <p>
          Creating too many ads weakens the trustworthiness of the content creator by saturating the platform
with ads. [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ] Another example of brand damage could be sabotage, where another party spreads lies
or gossip about the company, or an unfavorable online discussion about the company or its actions due
to a sensitive topic, product, or other emotional reasons. An ad can also damage an SMI’s platform if it
is not done well or if the product/service being advertised is a highly debated or sensitive topic. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]
This was very noticeable in Finland in 2024, for example, when several SMIs received backlash for
advertising the fast fashion online store Temu. [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ] Similar backlash can also be received due to an SMI
attending an event that may have a questionable background or organizing party. Also, backlash can
come not only from consumers of the published content, but also from business partners, as saying
something about a brand can cause the brand in question or other brands to react and possibly not want
to work with the SMI anymore. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ] Failed marketing or content creation can have a major negative
impact on an individual or a company. If the company is small, the content creator behind the drama
can be psychologically afected. Psychological risks are discussed in more detail later in this section.
        </p>
        <p>
          Due to the dificulty of understanding SM algorithms, Arriagada and Ibáñez studied [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] that content
creators and SMIs must play a "visibility game" that can be dificult to understand even for its players.
The study found that influencers in Chile feel the need to publish 10-15 stories and 1-2 posts daily to
stay interesting and relevant. This has been shown to cause burnout or stress for SMIs.
        </p>
        <p>
          Technical risks. Various technical risks were found such as sending the wrong message to the wrong
person, data integrity issues, posting the wrong content, data leakage due to technical reasons such
as attack on a website, cloud or device, and data leakage due to human error. Internet of Things (IoT)
was also found to pose a risk to content creation. IoT devices often do not support a very high level
of security, which makes them favorable for malware to spread to and through connected devices.
Malware could include eavesdropping attacks, a virus, Denial of Service (DoS) by depleting the device’s
battery or by exploiting the device’s built-in blocking capabilities, or other unwanted software. An
excessive influx of new followers may seem like a good thing from a marketing perspective, but it can
quickly lead to algorithmic or DoS problems. Such a situation could be caused by a bot attack. In these
situations, it is important to have people who are aware of the possibility, the risks, and how to manage
the situation. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]
        </p>
        <p>
          Falling victim to hacking [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ] can also severely afect the individual and the business. Social
engineering (SE) is the psychological manipulation of people to get them to take an action that, without
their knowledge, causes harm to themselves or to a third party. SE can be as simple as clicking on a
malicious link or answering a malicious phone call. Because human error is the single greatest risk to
an organization in terms of information security, SE is still a relevant risk to any organization where
people work, even if technical security systems can be set at high levels. And even though SE is such a
huge risk, it is often overlooked in corporate cyber security practices. People are considered to be more
exposed than ever, as the most practiced and efective penetration attacks today are much more social
than technical. [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ]
        </p>
        <p>
          Fake news about the organization or something relevant to the organization can influence employees
and/or customers. Fake news, also called disinformation, can be created for many reasons, but it should
not be confused with misinformation (which can be considered a risk in its own right). Some reasons to
create disinformation are financial gain and false credibility [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ], which can cause a decrease in the
trustworthiness, brand value and ultimately customer flow of either the spreader or the target.
        </p>
        <p>
          Psychological Risks. Cyberpsychology is a new field of psychology that has developed as people have
turned to SM to communicate, and as we now have "digital natives," which refers to people who have
grown up using the internet, computers, and mobile devices to communicate, socialize, and go about
their daily lives. A new term "Facebook depression" has been proposed to describe depression caused
by Social Networking Service (SNS) use. Although low mood and low self-esteem are often publicly
linked to SM and SNS, studies support both the theory that SM causes unhappiness and the theory
that it does not. For example, according to a study conducted by Jelenchick et al. [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ], no association
was found between SNS use and clinical depression. However, a paper by Julie Ancis [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ] mentions
negative psychological aspects of SM. She states that excessive use/abuse can become problematic for
some and negatively afect educational, psychological, social, and/or physical well-being. According to
them, a significant association has been found between SM use and increased depression and lower
happiness levels.
        </p>
        <p>
          In addition to causing depression and lower happiness levels, Becker et al. [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ] write that media
interactions may replace face-to-face interactions, resulting in lower quality social interactions and
impaired psychosocial functioning. Media multitasking may also be uniquely associated with deficits in
basic cognitive processes, such as the ability to filter out irrelevant information and ignore distractions,
which may perpetuate or cause depression and anxiety.
        </p>
        <p>
          SM has been shown to negatively afect ones body image. Fardouly and Vartanian found in their
study [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ] that SM afects its consumers body image in a negative manner, rather than only those with
low self-esteem tuning into SM sites. SM users with elevated exposure have been found to experience
greater weight dissatisfaction, drive for thinness, and self-objectification, among other psychological
symptoms. So with these studies, we can summarize that there are several known psychological risks
related to SM use, including depression, anxiety, and lower quality of social interactions.
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Research method and conducting the interviews</title>
      <p>In the spring of 2023, five SMIs were interviewed to explore the risks they had encountered in their
work and the concerns they had. The influencers all operated in Finland, and had a follower base
across platforms between 60 000 - 170 000. All of the interviewees were individual content creators and
entrepreneurs. The interviews were conducted via Google Meets. Five interviewees are considered a
valid sample, as they all have a significant number of followers and run businesses that benefit from
social media. However, additional interviews could provide more clear and reliable data. This study
consists of the aforementioned interviews, their analysis and results, which in this case include tables
and lists of risks faced by SMIs.</p>
      <p>
        The interview was semi-structured and included the same questions for every interviewee, and the
questions were defined to become a conversation-like discussion where the SMI could without earlier
technical background ponder their relationship with cyber security and their platform security. The
answers for the questions were written down by the interviewee and are analyzed both in an earlier
study by Finska et al [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] and this study. There were 10-15 questions for each interviewee, and they
concentrated on the personal experience of the influencer: what is it like to work in their field, what
are they worried about, what do they struggle with, where do they reach out for help if needed, and
how aware are they of security issues on SM overall.
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. Results of the interviews</title>
      <p>This section presents the key findings on the risks identified through interviews with SMIs. For clarity,
risks are categorized into three tables: professional (Table 1), technical (Table 2), and psychological
(Table 3). Additional findings from the literature are included to provide a deeper understanding without
expanding the list of risks. The next section (Discussion) addresses additional risks identified in the
literature, as all actual risks were not mentioned in the interviews. The identified risks are also ranked
based on respondents’ views of the probability and severity of outcomes. However, these rankings
are not supported by technical studies, but rather reflect the opinions of the SMIs interviewed. For
many of these risks, a possible solution would be to refrain from sharing certain content. However, this
contradicts the nature of an SMI’s work, which requires the continuous creation of new content on
various topics.</p>
      <sec id="sec-4-1">
        <title>4.1. Professional risks</title>
        <p>In this section we will be going through the what professional risks were mentioned in the interviews.
The results will also be presented in Table 1. Some of the mentioned risks were also found in literature,
and they will be marked separately. This section explores the various risks faced by social media
influencers (SMIs), focusing on issues such as the fear of losing their platform, privacy concerns, and
the challenges of navigating unpredictable algorithms. It also addresses cyberbullying, problematic
followers, and the stress of sharing personal information online. In addition, the section discusses the
legal risks associated with endorsements and the impact of mistakes on an influencer’s reputation.
Overall, it highlights the significant challenges SMIs face in balancing their personal and professional
lives while maintaining their online presence.</p>
        <p>
          Losing the platform. All of the interviewed SMIs feared the loss of their platform. And as presented
in Table 1, one of the main causes mentioned during all of the interviews was to only be active on one
platform and then losing that platform for any reason. This would mean losing their livelihood and all
work that they had done. This fear was amplified since many of the interviewees mentioned that they
have seen platform loss happening to colleagues. This is why all of the SMIs mentioned that they are
active on several platforms, and a few mentioned that they try to spread their content even wider to
have a more secure status across platforms. Finska et al. mention in their study that reasons for losing
a SM platform can include the platform being closed down, one’s page getting blocked, shadowbanned,
or closed down, an attack on one’s page due to malicious intent, and the platform losing relevance. [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]
        </p>
        <p>Privacy. Some of the SMIs mentioned that they are careful with not posting anyone online without
permission, especially young children, due to privacy reasons and protecting the child. They also
mentioned that platforms are very diferent, and understanding the algorithm on all platforms can be
dificult. TikTok is said by the interviewees to be more unstable but it can also cause more visibility
quickly, and a person can reach a celebrity-like status quicker than on most platforms. Since the
algorithm is very unpredictable, having problems with it can also cost a lot. If the SMI is not able to
post an agreed post or it does not perform well, it can cause unhappy clients and ultimately loss of
clients in the future.</p>
        <p>Issues with the algorithm. Many of the interviewed SMIs in their study feel that they do not have
enough time to complete their work. The paper also highlighted the need to always be creating new
content, testing out diferent solutions and reinventing themselves to stay interesting and to compete
with the constant stream of content being created by other creators. Gaining audience is not easy,
but one must also maintain their current followers. The current fast-pace and instant way to create
content such as stories on Instagram cause more work for SMIs and a pressure to spend more time
online following the reactions and measuring the impact they have on their audiences. There is also
pressure to stay consistent in answering followers messages. The ability for followers to react and
comment builds a relationship with the SMI but also causes a lot of work. Also losing the ability to post
due to any reason, such as health reasons, technical issues, or algorithm changes as mentioned in Table
1, was mentioned several time during the interviews.</p>
        <p>Relationships with clients, colleagues, and followers. All of the interviewees mentioned that
social relationships are extremely important in SMI work. These relationships are needed to keep the
brand image clean, known, and profitable. Fears mentioned during the interviews and in Table 1 are for
example loss of clients, and a bad relationship with SMI colleagues. These both could be caused due to
psychological reasons, bad trust, bad social media activity, algorithm changes, technical issues, drama,
or misunderstandings.</p>
        <p>
          Cyber bullying. Interviewees for this study also mentioned relationships with other content creators
as both a positive thing and a worry. Another creator might utilize one’s fame and try to hop on the same
trend or even attack a person for visibility. For businesses, it is comparable with competitors feeding
from ones dificulties by amplifying the situation and therefore shifting customers from one provider to
another [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ]. Some interviewees also mentioned competition and rude behavior from other influencers
and making videos commenting on what others are doing creating drama online. In addition to other
influencers, also followers and other SM users can take part in mean commentary and cyberbullying.
The anonymity on SM also makes it an ideal platform for cyberbullying, which means someone trying
to blackmale, gossip, or tell lies about the individual, intentional sabotage causing damage to the brand,
and/or personal attacks towards the SMI due to irritation, personal connections, or other emotional
reasoning [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. One of the interviewees even had cyberbullying reach a stage where people contacted
her collaboration partners and customers in attempt to make the SMI lose their clients. And the dilemma
was stated: should a SMI block rude commenters from their profile or let them comment which in turn
creates more buzz on the video and helps it perform better in the algorithm?
        </p>
        <p>Problematic followers. Some interviewees mentioned that some of their followers could be referred
to as "problematic followers". These users come too close to the SMI personally, wanting to know too
much about their lives, sharing heavy discussions, and assuming for a close-friend-like connection.
These situations can feel heavy and dificult for the SMI. Some SMIs had also experience of followers
looking up information about them or realizing things about them that was not intentionally told online.
Many of the SMIs mentioned that their security experience as SMI is very diferent from what it was
when they were just an individual on SM.</p>
        <p>Vast amounts of information shared online. Some SMIs were worried of the information that is
already out there about them. It caused anxiety for some, and one interviewee even said they sometimes
feel like shutting their account down because of the anxiety caused by all the information that is online
about them. They had also wondered, would the information online cause problems in "starting over"
with a new job and life. Accidentally sharing too much information, related to business or future plans
might be hurtful to a business, and/or its employees. It can also potentially cause issues physically at an
event, or technically on other marketing platforms used by the business. Some of the SMIs were aware
that their phone number and/or home address is visible online. One had an experience of showing their
home on a published video which had caused followers appearing outside of their home and looking
into their backyard. One mentioned looking up how to get rid of information about them online.</p>
        <p>
          Legalities and social media rules. Another risk to keep in mind is mistakes or misinformation
related to marking paid content correctly according to the law. In Finland, the Finnish Competition and
Consumer Authority has during the spring of 2024 investigated the actions of influencers that work in
Finland, checking content that has been paid for but is falsely marked, or hidden advertising. [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ] In
case an influencer or a business would do an paid campaign but not mark it correctly, the person or
business may get a oficial warning or even a penalty, since not marking ads correctly is against the
law. [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ] The authorities have noticed falsely marked content online, but keeping up with the constant
influx of content is dificult for authorities to follow. However, an individual or business surely doesn’t
want to get a warning or a fee, therefore this is a realistic risk and point to take into consideration. [24]
        </p>
        <p>Other issues mentioned. Other business related risks mentioned by the SMIs and listed in Table 1
were: having another job and the status of a SMI not being OK to the employer, not remembering what
not to show online due to the hectic and instant culture of current SM, information slipping by mistake
on a live stream (and this possibly being recorded by someone), and family members being afected
even though they might wish for more privacy online. As a wrap-up, since SM businesses often spin
around the face of the account, if the SMI behind the account has dificulties, the whole business will
have dificulties. This makes the SMI an irreplaceable asset for the business, and their well-being or the
lack there-of a huge risk.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Technical risks</title>
        <p>In this section we will be going through the what technical risks were mentioned in the interviews. The
results will also be presented in Table 2. Some of the mentioned risks were also found in literature, and
they will be marked separately. This section explores the security risks and technical concerns faced
by Social Media Influencers (SMIs). It focuses on the fear of losing control over their accounts, with
concerns about phishing attempts and impersonation being prevalent among interviewees. The section
will examine the various types of phishing threats, such as fake accounts and malicious links, and the
dangers of losing personal information through SE tactics. Additionally, the section will discuss the
worries SMIs have about losing their devices, which could lead to information leakage or unauthorized
access to sensitive data, including passwords and bank account details. Through these discussions, the
section highlights the vulnerability of SMIs to both digital and physical security risks.</p>
        <p>
          Losing the platform and phishing. Respondents also expressed concern about technical issues.
Table 2 shows one of the biggest fears mentioned by all five interviewees, which was losing control of
the their account(s). A common worry also included the fear of lacking technical knowledge in a critical
situation. Phishing is a current risk and threat mentioned by all of the SMIs also, and experienced
phishing attempts included posts that they have been tagged to or messaged by, but do not have
anything to do with them or that seem like robot accounts, and fake impersonation accounts (that tried
to gain authority by impersonation). Impersonation can in practice also mean phishing sent to someone
else using the name of the SMI or another known party [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. One interviewee mentioned that they
had received phishing through a friend that had fallen as victim first. SE can include phishing with
malicious links, request of payment or other personal details, download attempt for malware, collection
of information for other attacks or a larger attack, and spam messages [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ][
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. Some of the interviewees
were also scared of losing their bank account details or passwords to other platforms and getting locked
out of their own accounts.
        </p>
        <p>Losing a device. In addition to phishing, also physically losing their device was mentioned several
times. SMIs were worried about information leakage due to someone getting access to their phone, and
two SMIs were scared of their passwords, which one had saved into the notes app and one had saved
onto the phone password library. Another worry was forgetting their passwords and then losing their
phone where the passwords were written down.</p>
        <p>Information leakage. Information leakage occurs when sensitive or confidential data is
unintentionally or unauthorizedly disclosed. This can happen in a number of ways. Accidental disclosure
is a common cause, where individuals post or mention private details online without realizing the
consequences. Phishing attacks also play a significant role, as cybercriminals trick users into revealing
personal or business-related information. Another risk is the loss of a device, such as a phone or laptop,
that may contain stored passwords, private messages, or other sensitive data. For SMIs, information
leakage can have serious consequences. Followers can discover private details such as home addresses
or financial information, competitors can exploit exposed business strategies, and personal opinions
can lead to public backlash.</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.3. Psychological risks</title>
        <p>In this section we will be going through the what psychological risks were mentioned in the interviews.
The results will also be presented in Table 3. Some of the mentioned risks were also found in literature,
and they will be marked separately. This section examines the psychological challenges faced by social
media influencers (SMIs), focusing on the impact of their online presence. It discusses issues such as
the lack of privacy, the dificulty of balancing personal and professional time, and the stress caused
by cyberbullying and unsolicited advice. The section also explores the fear of "cancel culture" and its
impact on mental health, as well as other psychological dificulties such as the pressure to maintain a
perfect image and the fear of controversial posts.</p>
        <p>Lack of privacy. Most of the worries mentioned by the SMIs were somehow regarding psychological
well being. This is a relevant factor, since the well-being of the SMI is crucial for business continuity. As
showed in Table 3, many interviewees mentioned, that the celebrity-like status that they have reached
due to SM has caused anxiety of being in public places. Some mentioned fear that someone follows them
in the streets or to their home, and it was also mentioned that younger followers often do not realize
or respect personal space as adults do. Some SMIs said to get anxiety when someone told them they
recognized them and saw them in real life, and also the uncertainty of not knowing when somebody
recognizes them caused also stress.</p>
        <p>Lack of personal time. It was also mentioned that sometimes SMIs find it dificult to recognize
what time is personal time (and having too little of it) and what is working time. Also cyberbullying,
which was already mentioned earlier, causes anxiety and stress for all of the interviewed SMIs. A few
also mentioned anonymous discussion platforms as a source of cyberbullying.</p>
        <p>Bullying. Some SMIs mentioned that when getting negative feedback as a content creator, sometimes
the happy and thankful messages lose their power due to anxiety caused by the bullying. Some were
irritated by unsolicited guiding and advice that is commonly received from followers. Also parasocial
relationship was mentioned, where followers think that they are close friends with the SMI and therefore
assume them to remember earlier conversations and attributes about them.</p>
        <p>Psychological diseases. SM is not an easy place to work in. Table 3 lists possible psychological
diseases or issues that SMIs could potentially face, and that were mentioned during the interviews.
These include anxiety, worsening of self-image, and even depression. Working around such dificulties
can be dificult especially with the feeling of being followed and talked about by thousands of followers.</p>
        <p>Cancel culture. A major fear of all respondents was being cancelled. Norris [25] describes cancel
culture as using social pressures to achieve cultural ostracism of the intended target. The target receives
attempts of criticism, disruption, and/or de-legitimization. Interviewees say that often followers think
that SMIs become their posts and posts get polarized easily. Norris found that public shaming is most
successful when it finds others who share the same goal and therefore the cancelling gets a shaming
side of "we". Cancel culture can destroy the SMIs reputation, livelihood, and privacy, in addition to their
mental well-being. One of the interviewed SMIs had been a target of cancelling and mentioned that it
had been psychologically extremely dificult. They said that an ad they had done caused hate and even
death threats, mental health issues, and self-harm thoughts. Cancelling is a unique aspect of SM and
the reasons behind it and concept is ever changing. Cancelling, cyberbullying or similar dificulties
can be caused due to many reasons, according to our interviewees. Working with a party or subject
that divides opinions, proposing opinions that not everyone agrees with, societal crises, and polarizing
political issues were mentioned. SM users were also said to criticize easily the SMIs personal decisions,
such as parenting-style, healthcare choices, and beauty related treatments such as taking injections of
botulin. One of the SMIs mentioned a fear of sharing their knowledge in a field that they are educated
in due to hateful and questioning commentary. The pressure of SM is very real for also SMIs and it
does cause psychological dificulties, anxiety, self-image dificulties, and depression.</p>
        <p>Other psychological dificulties. Other anxiety causing topics mentioned were: what if something
comes up from the past that will cause issues or cancelling, what if the SMI were to post wrong content,
what if while spending time in public spaces the discussions that SMIs have are listened to and falsely
interpreted, what if the SMI were to post controversial themes online such as talking about money that
could cause jealousy, and the stress caused by responsibility in content correctness. As presented in
Table 3, for many of the risks no solutions were found during the interviews. The SMIs are struggling
with finding ways to combat these risks.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion and future work</title>
      <p>
        Although this study covers many risks, sub-risks and additional new risks, they are endless and always
depend on the specific situation. The observations and experiences raised by content creators during
the interviews add depth to the risks identified in the literature review. For a a company that uses SM
for its practices, it is important to be aware of these risks and also mitigate them internally by tracking
the risk severity, possibilities for them taking place in practice, and what should be done in case they
did. A suitable framework for risk mitigation has been proposed in a study by Finska et al. [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. This
study will advance the understanding of cyber security risks in a new area of expertise: SM marketing
professionalism from an influencers and businesses point of view.
      </p>
      <p>The literature review highlighted many additional points to consider regarding this topic, which
could be used for a more comprehensive study in the future. For practical purposes, the risks identified
in the literature review are discussed next. Table 4 lists the risks identified in the literature review
(Section 2). However, as some of these risks were also mentioned by the interviewees, they are discussed
exclusively in Section 4, along with other risks reported in the interviews. To avoid redundancy, they
are not repeated here. Other important risks identified in the literature include: damaging professional
image (for any reason), technical issues due to low security of devices, data integrity issues, data leakage
due to technical or human error reasons, malware, hacking, mis- and disinformation, mental dificulties,
issues with paid ads, shoulder surfing, and the dificulties of the physical security of the SMI.</p>
      <p>While writing this paper, the authors also realized that many of the risks mentioned could lead to
legal issues. Although this is not specifically addressed in the literature reviewed or in the interviews, it
is an important point to consider. In addition, several of the identified risks were found to raise relevant
ethical concerns. Sharing a lot of data online, being on the screens of thousands if not millions, and
influencing the opinions of anonymous followers, comes with ethical responsibilities that need to be
addressed. Here we will mention a few that came up while doing the research for this paper, but more
studies regarding this subject are needed.</p>
      <p>It can be stated, that a content creator has the ethical responsibility to protect their own privacy,
including anyone else visible on or relevant to the channel that the content creator owns. Since cyber
bullying and stalking are big problems online, anyone that participates in online conversation has
a ethical responsibility to try to create a safer social media and safer environment on all platforms.
Employing strong security measures ensure, that not only do they themselves have issues with their
platforms, but also their accounts would not be used to fool anyone else online. With a wide reach like
theirs, using an influencers account to spread a virus or phishing could be very efective. As a person
who creates content for others to view, it is important to provide truthful information to avoid mis- or
disinformation. Creating content to vulnerable audiences such as children, the elderly, or people with
various health conditions, poses a new risk with content that is safe and trustworthy for all ages and
people from all backgrounds. This especially relevant when it comes to paid partnerships. Transparency
regarding paid collaborations does not only have an ethical aspect, but a legal one, as well. Like anyone
who uses SM, smart devices, and internet, also SMIs and content creators should continuously focus on
education and educate themselves on relevant risks, vulnerabilities, and current technologies. Content
creators must also remember their own personal health, even though SM can be a dificult place to work
in at times. Mental health, their own security, and wellbeing should always be a priority.</p>
      <p>
        This paper highlighted the need for proper understanding of the risks SM poses for businesses and
their individuals. Due to the high amount of risks and also because of the importance of soft skills and
the understanding of practices, it is beneficial in future work to study how these practices and employee
education could be implemented to SM users in the most efective way. As a proposed action, the
authors of this paper recognize the need to study efective user and employee training with regards to
SM. User awareness and training of soft skills and practices have a relevant role in rising the information
security levels of a business. Through such action, many attacks can be mitigated or avoided. [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]
      </p>
      <p>In addition to these findings, the authors of this paper also considered the possibility of changing
one’s field of work if a person had previously been active on social media. The question is – how can
SM make reinventing oneself more dificult in professional life? Another question that rose during the
writing of this study was how to keep a SM team happy and motivated to work while surrounded by
applications that are designed to cause addictive scrolling. How to make sure employees create content
instead of surfing, or is this a worry for SM related businesses?</p>
    </sec>
    <sec id="sec-6">
      <title>6. Conclusion</title>
      <p>This study explored the multifaceted risks that Social Media Influencers (SMIs) face in their professional,
technical, and psychological spheres. SMIs and content creators and their businesses face many risks
related to their security online, extending also to risks regarding their brand, mental wellbeing, physical
security, and economical situation. We found three types of risks, and we cathegorized them into
professional, technical, and psychological concerns. Through interviews, we identified key threats that
impact their online presence, mental well-being, and business continuity. The findings show that while
social media platforms ofer lucrative opportunities, they also present significant challenges that require
constant adaptation and risk management.</p>
      <p>Professionally, SMIs are particularly concerned about losing their platform, which could potentially
result in the loss of their livelihood. Privacy concerns, including the management of personal information
and the unpredictable nature of algorithms, also pose significant risks. Additionally, issues such as
cyberbullying, problematic followers, and the impact of legal concerns related to paid content were also
discussed during the interviews. Maintaining a balance between personal and professional life, while
managing the visibility of their personal information, adds further complexity to their work. Technically,
SMIs worry about losing access to their accounts, being targeted by phishing attacks, and the potential
security risks associated with losing devices or passwords. These concerns are accompanied by the
growing threat of impersonation and SE, which could lead to identity theft or loss of control over their
digital presence. Psychologically, the pressures of maintaining a public image contribute significantly
to anxiety and stress among SMIs. The lack of privacy, the risk and fear of getting stalked, and the
psychological toll of cyberbullying are constant issues. Additionally, the phenomenon of "cancel culture"
remains a liability, as it can quickly ruin an influencer’s reputation and mental health. The constant
scrutiny, coupled with the demands of always creating new content, leaves SMIs with little personal
time, which further worsens their psychological strain.</p>
      <p>This study underscores the complex risk landscape that SMIs navigate on a daily basis. These
risks—ranging from professional setbacks to technical vulnerabilities and significant psychological
pressures—underscore the delicate nature of their work. The interplay between these concerns calls
for better management of their digital presence, legal compliance, and mental well-being to ensure
long-term sustainability in the highly demanding social media landscape. The findings underscore the
need for proactive risk mitigation strategies, including diversifying platform presence, implementing
robust cybersecurity measures, and seeking mental health support. As social media continues to evolve,
influencers and organizations alike must remain adaptable and vigilant to ensure sustainable and safe
online engagement. There is a need for further research to explore specific coping mechanisms and
industry-wide best practices that aim to improve the safety and well-being of SMIs in the digital space.
The security of one SMI is not only important due to that one person, but also due to their followers,
their business partners, and their own business and possible employees. More education regarding SM
security is needed and a more broad understanding and SM cyber security friendly culture.</p>
      <sec id="sec-6-1">
        <title>Declaration of Generative AI</title>
        <p>No Generative AI tools were utilized in preparation of this article.
at https://www.kkv.fi/kuluttaja-asiat/tietoa-ja-ohjeita-yrityksille/kuluttaja-asiamiehen-linjaukset/
vaikuttajamarkkinointi-sosiaalisessa-mediassa, 2019.
[24] F. Kyei, Piilomainonnan siivoustalkoisiin tarvitaan sekä vaikuttajat,
yritykset että alustat, Available online at https://www.kkv.fi/blogit/kkv-blogi/
piilomainonnan-siivoustalkoisiin-tarvitaan-seka-vaikuttajat-yritykset-etta-alustat, 2024.
[25] P. Norris, Cancel culture: Myth or reality?, Political Studies 71 (2021) 145–174.</p>
      </sec>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>S.</given-names>
            <surname>Kemp</surname>
          </string-name>
          ,
          <year>Digital 2024</year>
          :
          <article-title>Global overview report</article-title>
          , Available online at https://datareportal.com/reports/ digital-2024
          <source>-global-overview-report</source>
          ,
          <year>2024</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>J.</given-names>
            <surname>Nesi</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Choukas-Bradley</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Prinstein</surname>
          </string-name>
          ,
          <article-title>Transformation of adolescent peer relations in the social media context: Part 1-a theoretical framework and application to dyadic peer relationships</article-title>
          .,
          <source>Clinical Child and Family Psychology Review</source>
          <volume>21</volume>
          (
          <year>2018</year>
          )
          <fpage>267</fpage>
          -
          <lpage>294</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>J.</given-names>
            <surname>Johnson</surname>
          </string-name>
          ,
          <article-title>Exploring the social and psychological efects of being a content creator</article-title>
          , Thesis available online at https://www.proquest.com/openview/11ee51759bd82b4b9830ae68fae996df/1? pq-origsite
          <source>=gscholar&amp;cbl=18750&amp;diss=y Accessed</source>
          <volume>08</volume>
          .
          <fpage>11</fpage>
          .
          <year>2024</year>
          ,
          <year>2023</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>A.</given-names>
            <surname>Arriagada</surname>
          </string-name>
          ,
          <string-name>
            <given-names>F.</given-names>
            <surname>Ibáñez</surname>
          </string-name>
          ,
          <article-title>You need at least one picture daily, if not, you're dead”: Content creators and platform evolution in the social media ecology</article-title>
          ,
          <source>Social Media + Society</source>
          <volume>3</volume>
          (
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>B. M.</given-names>
            <surname>Kiss</surname>
          </string-name>
          ,
          <string-name>
            <surname>C.</surname>
          </string-name>
          ,
          <article-title>Identification of influencers - measuring influence in customer networks</article-title>
          ,
          <source>Decision Support Systems</source>
          <volume>46</volume>
          (
          <year>2008</year>
          )
          <fpage>233</fpage>
          -
          <lpage>253</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>L. L.</given-names>
            <surname>Bi</surname>
          </string-name>
          ,
          <string-name>
            <surname>C.</surname>
          </string-name>
          ,
          <article-title>From fame to fortune: Influencer entrepreneurship in a digital age</article-title>
          ,
          <source>Pacific Asia Conference on Information Systems</source>
          (
          <year>2022</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>K.</given-names>
            <surname>Kapoor</surname>
          </string-name>
          ,
          <string-name>
            <given-names>K.</given-names>
            <surname>Tamilmani</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Rana</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Patil</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Dwivedi</surname>
          </string-name>
          , S. Nerur,
          <article-title>Advances in social media research: Past, present and future</article-title>
          ,
          <source>Information Systems Frontiers</source>
          <volume>20</volume>
          (
          <year>2018</year>
          )
          <fpage>531</fpage>
          -
          <lpage>558</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>T.</given-names>
            <surname>Rukavina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Viskić</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.</given-names>
            <surname>Poplašen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Relić</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Marelić</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Jokic</surname>
          </string-name>
          ,
          <string-name>
            <given-names>K.</given-names>
            <surname>Sedak</surname>
          </string-name>
          ,
          <article-title>Dangers and benefits of social media on e-professionalism of health care professionals: Scoping review</article-title>
          ,
          <source>Journal of Medical Internet Research</source>
          <volume>23</volume>
          (
          <year>2021</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>K.</given-names>
            <surname>Finska</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Hakkala</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Majanoja</surname>
          </string-name>
          ,
          <article-title>Security and privacy enhancing framework for social media influencers and content creators</article-title>
          ,
          <source>Proceedings of the International Conference on Computer Systems and Technologies</source>
          (
          <year>2024</year>
          )
          <fpage>37</fpage>
          -
          <lpage>42</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>A.</given-names>
            <surname>Lopes</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.</given-names>
            <surname>Reis</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Mamede</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Santos</surname>
          </string-name>
          ,
          <article-title>Information security threat assessment using social engineering in the organizational context - literature review</article-title>
          ,
          <source>WorldCIST</source>
          <volume>2</volume>
          (
          <year>2022</year>
          )
          <fpage>233</fpage>
          -
          <lpage>242</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Ofcom</surname>
          </string-name>
          ,
          <article-title>Spreout social: The q3 2017 sprout social index: Call-out culture: People, brands &amp; the social media power struggle</article-title>
          , Available online at https://media.sproutsocial.com/uploads/2017/08/ 2017-q3
          <article-title>-sprout-social-index</article-title>
          .
          <source>pdf Accessed</source>
          <volume>26</volume>
          .
          <fpage>09</fpage>
          .
          <year>2024</year>
          ,
          <year>2017</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>W.</given-names>
            <surname>Tow</surname>
          </string-name>
          ,
          <string-name>
            <given-names>P.</given-names>
            <surname>Dell</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Venable</surname>
          </string-name>
          ,
          <article-title>Understanding information disclosure behaviour in australian facebook users</article-title>
          ,
          <source>ACIS</source>
          <volume>15</volume>
          (
          <year>2008</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>C.</given-names>
            <surname>Plume</surname>
          </string-name>
          , E. Slade,
          <article-title>Sharing of sponsored advertisements on social media: A uses and gratifications perspective</article-title>
          ,
          <source>Information Systems Frontiers</source>
          <volume>20</volume>
          (
          <year>2018</year>
          )
          <fpage>471</fpage>
          -
          <lpage>483</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <given-names>A.</given-names>
            <surname>Sonerva</surname>
          </string-name>
          ,
          <article-title>Temu kuumentaa tunteita - nyt puhuvat asiakkaat: ”ei olisi muuten varaa”</article-title>
          , Available online at https://www.iltalehti.fi/kotimaa/a/34ea40d3-2d84
          <string-name>
            <surname>-</surname>
          </string-name>
          42f5
          <string-name>
            <surname>-</surname>
          </string-name>
          9b13
          <source>-3e861e809b74</source>
          ,
          <year>2024</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>S.</given-names>
            <surname>Siddiqui</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T.</given-names>
            <surname>Singh</surname>
          </string-name>
          ,
          <article-title>Social media its impact with positive and negative aspects</article-title>
          ,
          <source>International Journal of Computer Applications Technology and Research</source>
          <volume>5</volume>
          (
          <year>2016</year>
          )
          <fpage>71</fpage>
          -
          <lpage>75</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>R.</given-names>
            <surname>Jowore</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Turpin</surname>
          </string-name>
          ,
          <article-title>How to identify fake news on social media: A systematic literature review</article-title>
          ,
          <source>WorldCIST</source>
          <volume>2</volume>
          (
          <year>2022</year>
          )
          <fpage>102</fpage>
          -
          <lpage>111</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>L.</given-names>
            <surname>Jelenchick</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Eickhof</surname>
          </string-name>
          , M. Moreno, '
          <article-title>facebook depression?' social networking site use and depresssion in older adolescents</article-title>
          ,
          <source>Journal of Adolecent Health</source>
          <volume>51</volume>
          (
          <year>2013</year>
          )
          <fpage>128</fpage>
          -
          <lpage>130</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <given-names>J.</given-names>
            <surname>Ancis</surname>
          </string-name>
          ,
          <article-title>The age of cyberpsychology: An overview</article-title>
          ,
          <source>Technology, Mind, and Behavior</source>
          <volume>1</volume>
          (
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <given-names>M.</given-names>
            <surname>Becker</surname>
          </string-name>
          ,
          <string-name>
            <given-names>R.</given-names>
            <surname>Alzahabi</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Hopwood</surname>
          </string-name>
          ,
          <article-title>Media multitasking is associated with symptoms of depression and social anxiety</article-title>
          , Cyberpsychology, Behavior, and
          <source>Social Networking</source>
          <volume>16</volume>
          (
          <year>2013</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          [20]
          <string-name>
            <given-names>J.</given-names>
            <surname>Fardouly</surname>
          </string-name>
          , L. Vartanian,
          <article-title>Social media and body image concerns: Current research and future directions, Current Opinion in Psychology 9 (</article-title>
          <year>2016</year>
          )
          <fpage>1</fpage>
          -
          <lpage>5</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation>
          [21]
          <string-name>
            <given-names>Y.</given-names>
            <surname>Grégoire</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Salle</surname>
          </string-name>
          , T. Tripp,
          <article-title>Managing social media crises with your customers: The good, the bad, and the ugly</article-title>
          ,
          <source>Business Horizons</source>
          <volume>58</volume>
          (
          <year>2015</year>
          )
          <fpage>173</fpage>
          -
          <lpage>182</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation>
          [22]
          <article-title>Kuluttaja- ja kilpailuvirasto, Kilpailu- ja kuluttajavirasto: Kkv selvittää vaikuttajamarkkinoinnin markkinoita</article-title>
          , Available online at https://www.kkv.fi/ajankohtaista/tiedotteet/ kkv-selvittaa
          <article-title>-vaikuttajamarkkinoinnin-</article-title>
          <string-name>
            <surname>markkinoita</surname>
          </string-name>
          ,
          <year>2024</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation>
          [23]
          <article-title>Kilpailu- ja kuluttajavirasto, Vaikuttajamarkkinointi sosiaalisessa mediassa</article-title>
          , Available online
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>