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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJIM</journal-id>
<journal-title-group>
<journal-title>South African Journal of Information Management</journal-title>
</journal-title-group>
<issn pub-type="ppub">2078-1865</issn>
<issn pub-type="epub">1560-683X</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJIM-28-2227</article-id>
<article-id pub-id-type="doi">10.4102/sajim.v28i1.2227</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Digital negligence when tertiary students surf the Internet and social media: Resulting in cyberbullying</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0001-8402-5058</contrib-id>
<name>
<surname>Kubayi</surname>
<given-names>Makungu</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7664-9047</contrib-id>
<name>
<surname>Radebe</surname>
<given-names>Fani</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0033-7992</contrib-id>
<name>
<surname>Dube</surname>
<given-names>Shopee</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Applied Information System, College of Business and Economics, University of Johannesburg, Johannesburg, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Makungu Kubayi, <email xlink:href="kubayim@uj.ac.za">kubayim@uj.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>08</day><month>09</month><year>2026</year></pub-date>
<pub-date pub-type="collection"><year>2026</year></pub-date>
<volume>28</volume>
<issue>1</issue>
<elocation-id>2227</elocation-id>
<history>
<date date-type="received"><day>23</day><month>04</month><year>2026</year></date>
<date date-type="accepted"><day>14</day><month>07</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026. The Authors</copyright-statement>
<copyright-year>2026</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Background</title>
<p>Many tertiary students experience harsh bullying online, which leaves victims with long-lasting side effects. With the rapid growth of digital tools around the globe, cyberbullying has become widespread. This study investigated the influence of students&#x2019; online privacy or digital footprint on cyberbullying vulnerability on the commonly used social media applications.</p>
</sec>
<sec id="st2">
<title>Objectives</title>
<p>The research aims to uncover the risks imposed by a lack of online privacy and how digital footprints influence students&#x2019; vulnerability to cyberbullying. The results will enable and raise awareness and educate tertiary students on how to better manage their digital footprints to avoid falling victim to cyberbullying.</p>
</sec>
<sec id="st3">
<title>Method</title>
<p>This study employed a pragmatic philosophy using a quantitative method, and the data collection involved a Likert-scale questionnaire, which resulted in 289 responses from South African tertiary students.</p>
</sec>
<sec id="st4">
<title>Results</title>
<p>The results highlight that because of a lack of digital awareness, many students suffer consequences of cyber risk. This is because many students engage in open-source chat groups, which indicates cyber negligence and increased probabilities of being bullied.</p>
</sec>
<sec id="st5">
<title>Conclusion</title>
<p>This study advocates a need for tertiary institutions to provide mandatory online safety courses for all students. This can be a short, fun self-study course that students complete in preparation for digital citizenship, safety and privacy.</p>
</sec>
<sec id="st6">
<title>Contribution</title>
<p>This study will help educate students on how to safely surf the Internet and mitigate cyberbullying.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cyberbullying</kwd>
<kwd>digital footprint</kwd>
<kwd>cyber risk</kwd>
<kwd>victim</kwd>
<kwd>data</kwd>
<kwd>information</kwd>
</kwd-group>
<funding-group>
<funding-statement><bold>Funding information</bold> This research did not receive any specific grant from funding agencies in the public, commercial or not-for-profit sectors.</funding-statement>
</funding-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Technology has become a tool that students rely on to manage their personal data, and as a result, young adults face a greater risk of cyberbullying (Lareki, Fraga-Varela &#x0026; Mart&#x00ED;nez-de-Morentin <xref ref-type="bibr" rid="CIT0016">2024</xref>).</p>
<p>Many tertiary students have fallen victim to cyberbullying because of negligence and lack of knowledge while surfing the Internet or interacting on social media platforms, causing victims stress, academic attrition and social withdrawal. Cyberbullying has been an ongoing crisis, which has become a common misconduct among tertiary students, invoked by increased usage of the Internet in educational settings (Bussu et al. <xref ref-type="bibr" rid="CIT0006">2025</xref>; Ndibalema <xref ref-type="bibr" rid="CIT0023">2024</xref>). Cyberbullying is a form of psychological violence driven by power imbalance online (Ilin <xref ref-type="bibr" rid="CIT0012">2022</xref>). According to Serebrennikova et al. (<xref ref-type="bibr" rid="CIT0031">2021</xref>), common law in legal systems is that people have free will and are accountable for their actions online. Digital transformation has increased the efficiency of teaching and learning in higher education settings; however, this has enabled loopholes for cyberbullies to leverage the same technology to oppress students who leave digital footprints online, making them a suitable target for bullying.</p>
<sec id="s20002">
<title>Problem statement and research gap</title>
<p>Digital privacy has always been an issue in the Internet age, with the widespread use of digital tools like smartphones, computers and social network platforms, through which many people inadvertently share their private information (Aguiar <xref ref-type="bibr" rid="CIT0001">2024</xref>). Due to a lack of digital literacy, today&#x2019;s Internet users leave digital footprints across the Internet and traces of their activities (Valevaty &#x0026; Ilyankou <xref ref-type="bibr" rid="CIT0036">2024</xref>). As much as science and technology have improved the lives of individuals, there are some challenges including those of digital footprints, which cyberbullies use to perpetrate victimisation (Evcimen &#x0026; &#x00D6;tele&#x015F; <xref ref-type="bibr" rid="CIT0009">2025</xref>). The exposure of information communication tools in tertiary education, coupled with the heavy use of social media platforms, has intensified cyberbullying among higher education students (Bussu et al. <xref ref-type="bibr" rid="CIT0006">2025</xref>). While previously most studies focused on schools, overlooking universities, which are more engaged in cyberbullying, this study, therefore, focuses on university students (Shaikh et al. <xref ref-type="bibr" rid="CIT0032">2021</xref>). Most researchers have focused on high school students, leaving a gap in exploring other academic areas (Bussu et al. <xref ref-type="bibr" rid="CIT0006">2025</xref>). The issue faced is that researchers focus more on adolescents and middle school students, leaving a notable gap in data about universities facing cyberbullying (Arif et al. <xref ref-type="bibr" rid="CIT0004">2024</xref>). Most may assume that bullying is left behind in middle and secondary school, and this kind of behaviour is for adolescence and does not get any attention in higher education (Tight <xref ref-type="bibr" rid="CIT0035">2023</xref>). This study focuses on tertiary students.</p>
</sec>
<sec id="s20003">
<title>Objective</title>
<p>This study&#x2019;s objective is to uncover why students fall victim to cyberbullying and common risks of not complying with online privacy and digital footprint awareness.</p>
<p>Primarily, this study aims to equip tertiary students with the skills to stay alert, identify and avoid being cyberbullied. Also, universities are encouraged to start giving free mandatory fun and short courses to raise students&#x2019; awareness and skills.</p>
<p>Below, the researchers have created a free online course that can cater for students in the universities to self-study on their own time and must be completed by the end of the year:</p>
<p>National Qualification Framework (NQF) Level 5 &#x2013; Entry Level:</p>
<list list-type="bullet">
<list-item><p>How to identify theft and cyber-attacks.</p></list-item>
<list-item><p>Managing privacy settings.</p></list-item>
<list-item><p>How to safely browse the Internet.</p></list-item>
<list-item><p>Controlling cookies, metadata, location and histories.</p></list-item>
<list-item><p>Online privacy.</p></list-item>
</list>
</sec>
<sec id="s20004">
<title>Research questions</title>
<p>This study sought to address the following research questions:</p>
<list list-type="bullet">
<list-item><p>How can digital footprints be conceptualised as a risk factor in the context of cyberbullying?</p></list-item>
<list-item><p>What factors influence students&#x2019; susceptibility to being cyberbullied?</p></list-item>
<list-item><p>What are the risks of not complying with online privacy?</p></list-item>
</list>
</sec>
</sec>
<sec id="s0005">
<title>Literature review</title>
<p>This section reviews scholarly scientific literature to conceptualise technological negligence when surfing the Internet, using social media platforms and leaving digital footprints, which contribute to cyberbullying in tertiary settings.</p>
<sec id="s20006">
<title>Cyberbullying</title>
<p>Ali and Shahbuddin (<xref ref-type="bibr" rid="CIT0002">2022</xref>) note that cyberbullying is linked to traditional bullying because both bullying methods result in harm to the victim. Furthermore, bullying is a deliberate and repeated action of aggressive behaviour imposed on a specific individual (Ali &#x0026; Shahbuddin <xref ref-type="bibr" rid="CIT0002">2022</xref>). An abusive tone on social media, because of the online disinhibition effect, increases the chances of cyberbullying. Bullying effects threaten both the physical and mental health of young adults (Li et al. <xref ref-type="bibr" rid="CIT0017">2024</xref>). L&#x00F3;pez-Vizca&#x00ED;no et al. (<xref ref-type="bibr" rid="CIT0018">2021</xref>) note that cyberbullying is a dangerous phenomenon in society that severely impacts young adults and is becoming even more harmful because of the rapid growth of social tools. The issue with cyberbullying is that it can be hidden from the public because the victim can seem favourable and unharmed when it starts (Nazarov, Averbukh &#x0026; Buinacheva <xref ref-type="bibr" rid="CIT0022">2022</xref>). This means that reactive intervention attempts such as cyberbullying moderation may not capture its initial occurrences, which delays remedial actions. According to Lv, Cao and Wang (<xref ref-type="bibr" rid="CIT0019">2025</xref>), most students fall victim to hate speech incidents online. This may be a case of misconception or deliberate action intended to cause harm to an individual. Direct chat messages exchanged between two individuals are intended to clearly convey the sender&#x2019;s meaning; however, due to the symbolic nature of text-based messages, different recipients may interpret the same message in varying ways, leading to an agreement or misunderstanding (Hasyim &#x0026; Arafah <xref ref-type="bibr" rid="CIT0011">2023</xref>).</p>
</sec>
<sec id="s20007">
<title>Cyberbullying effects</title>
<p>According to Khan et al. (<xref ref-type="bibr" rid="CIT0013">2025</xref>), online bullying effects include stress, anxiety and low self-esteem in the victims. These negative effects may lead the individual to inflict self-harm and, in the worst cases, suicide (Young <xref ref-type="bibr" rid="CIT0040">2024</xref>). These types of harassment often leave a lifetime scar emotionally (Cohen <xref ref-type="bibr" rid="CIT0007">2025</xref>). Omokhabi et al. (<xref ref-type="bibr" rid="CIT0026">2025</xref>) note that bullying effects can also lead to student isolation and poor academic results. Young (<xref ref-type="bibr" rid="CIT0040">2024</xref>) states that because of the adoption of online systems and the transition to working fully online, most individuals face cyberbullying victimisation risks. In addition, studies show an increase in mental health risks and risky behaviours among the victims of cyberbullying (Gallegos et al. <xref ref-type="bibr" rid="CIT0010">2025</xref>). According to Sorrentino et al. (<xref ref-type="bibr" rid="CIT0033">2023</xref>), one of the biggest risks encountered is not being aware of online risks, such as digital footprints.</p>
</sec>
<sec id="s20008">
<title>Social media negligence and privacy</title>
<p>All communications on social media platforms create a digital footprint, which can be recorded and analysed (Ophir, Asterhan &#x0026; Schwarz <xref ref-type="bibr" rid="CIT0027">2019</xref>). Most students face cyberbullying because of digital negligence when on social media platforms, which has caused so much tension because the same data trail left online may be used to bully the same individual (Arafah <xref ref-type="bibr" rid="CIT0003">2023</xref>; Aguiar <xref ref-type="bibr" rid="CIT0001">2024</xref>). Social media has contributed negatively to online behaviour, with social platforms used as a tool to engage in cyberbullying activities (Ray, McDermott &#x0026; Nicho <xref ref-type="bibr" rid="CIT0029">2024</xref>). The commonly used social media platforms include Instagram, WhatsApp, Facebook and TikTok, which are at hand at any time, allowing content sharing, whether good or bad, to spread widely (El Mezayen et al. <xref ref-type="bibr" rid="CIT0008">2025</xref>). With dependence on emerging technologies to communicate effectively and efficiently with one another, a gap has opened, which is soiled data or, as we call it in this study, online privacy. The increase in data sharing on social media platforms has placed the rights and protection of data at risk, which raises a big question on data security and privacy (Yadav et al. <xref ref-type="bibr" rid="CIT0038">2022</xref>). With the constant evolution of social media platforms and real-time content updates, social networks present security and privacy risks (Paul, Samanta &#x0026; Koner <xref ref-type="bibr" rid="CIT0028">2025</xref>).</p>
</sec>
<sec id="s20009">
<title>Digital footprint and data trails</title>
<p>Digital society is growing rapidly because of technological advancements; as technology evolves, more digital identities emerge. Every movement online links to an individual&#x2019;s identity, finally creating what is known as a digital footprint (Vilar et al. <xref ref-type="bibr" rid="CIT0037">2024</xref>). Vilar et al. (<xref ref-type="bibr" rid="CIT0037">2024</xref>) note that a digital footprint is the distinct data trail left by the individual while surfing the Internet or interacting with others on social media. Evcimen and &#x00D6;tele&#x015F; (<xref ref-type="bibr" rid="CIT0009">2025</xref>) posit that browsing history, location-based services (LBS) data, communication history on social media and point-of-sale (POS) records form a digital footprint that is used to attack victims.</p>
<p>Students access the Internet from university networks or at home, then use online or social media applications to post content and data. Some data are collected by the applications and websites as historical data, and some are live data displayed to everyone, for example, family vacation, cell phone number and address. While individuals post the content online, it is a form of negligence by the victim, which now becomes a data trail called a &#x2018;digital footprint&#x2019;, and bullies can collect the data as leverage or a bargaining chip to use against the victim (<xref ref-type="fig" rid="F0001">Figure 1</xref>).</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Online data trail.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJIM-28-2227-g001.tif"/>
</fig>
</sec>
<sec id="s20010">
<title>Digital footprint interventions</title>
<p>Tools can be created to prevent cyberbullying, but according to this study, the most effective way of mitigation is the traditional method: educating the learners about digital literacy and how to safely navigate sites and social activities. According to Tetteh, Awaah and Addo (<xref ref-type="bibr" rid="CIT0034">2023</xref>), it is crucial to educate the students about digital literacy at an early stage. Similarly, Yosep, Hikmat and Mardhiyah (<xref ref-type="bibr" rid="CIT0039">2023</xref>) note that there is a need for e-parenting. This way, students will be cyber aware and surf the Internet more diligently.</p>
</sec>
</sec>
<sec id="s0011">
<title>Research methodology and design</title>
<sec id="s20012">
<title>Methodology</title>
<p>This study employed a pragmatic philosophical stance, which aligns with the quantitative methodological approach to examine real-life practices and theories within a practical context. Brister (<xref ref-type="bibr" rid="CIT0005">2024</xref>) posits that a philosophical pragmatic method combines theory and practical perspectives, which provides firm guidance for research. It aims to assess ongoing experimentation, which can change over time (Lake &#x0026; Wills <xref ref-type="bibr" rid="CIT0015">2020</xref>).</p>
<p>A deductive reasoning approach is adopted to quantify the raw data through a scientific method of analysis to allow the researcher to test the hypothesis (Kumar &#x0026; Ujire <xref ref-type="bibr" rid="CIT0014">2024</xref>). This approach relates to the quantitative method selected for this study, which explores theories and validates the outcome by performing rigorous tests on the numeric data (Masadeh <xref ref-type="bibr" rid="CIT0021">2024</xref>).</p>
</sec>
<sec id="s20013">
<title>Sampling method</title>
<p>This study applied a convenience sampling method because it is an efficient, time-saving, and effective data collection approach at a low cost. According to Sarstedt et al. (<xref ref-type="bibr" rid="CIT0030">2018</xref>), convenience sampling method enables a larger group of potential respondents, overcoming the time constraints that are normally faced when doing research.</p>
<p>This study targeted the higher education sector by soliciting tertiary young adults&#x2019; perceptions. The study focused on students who used social media regularly, aged between 18 and 45 years.</p>
<p><xref ref-type="fig" rid="F0002">Figure 2</xref> shows all the sampling methods available and the one this paper will be employing in this study.</p>
<fig id="F0002">
<label>FIGURE 2</label>
<caption><p>Sampling methods.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="SAJIM-28-2227-g002.tif"/>
</fig>
</sec>
<sec id="s20014">
<title>Data collection and instrument</title>
<p>The data were collected using an online survey from students in various higher education institutions in South Africa. Online surveys gather data samples from a selected group of participants and provide preliminary analysis of the data in relation to the research objective (Manstein, Shiah &#x0026; Laikhter <xref ref-type="bibr" rid="CIT0020">2023</xref>). The online questionnaire was based on the Likert-scale style, which is in line with the quantitative methodology applied in the study. According to Nemoto and Beglar (<xref ref-type="bibr" rid="CIT0024">2014</xref>), the Likert-scale is used to measure data effectively and allows the researcher to gather a larger number of responses with ease.</p>
</sec>
<sec id="s20015">
<title>Data analysis tool</title>
<p>The data collected from the higher education respondents were downloaded in an Excel format for closer inspection of missing and incomplete responses before analysis. The Statistical Package for the Social Sciences (SPSS version 29) (IBM Corp., Armonk, NY, US) was used to analyse the data.</p>
</sec>
<sec id="s20016">
<title>Ethical considerations</title>
<p>Ethical clearance to conduct this study was obtained from the College of Business and Economics (CBE) Research Ethics Committee, Department of Applied Information Systems, University of Johannesburg (Ref. No. 2024AIS065).</p>
</sec>
</sec>
<sec id="s0017">
<title>Results and discussion</title>
<p>The results presented in these sections emanated from nine questionnaire items that investigated the study objective, while six items solicited demographic information about respondents. The study employed measures of the central tendency (mean and mode), exploratory factor analysis (EFA), reliability measurement, correlation analysis, customised tables, linear regression and standard deviation. The researcher distributed 350 questionnaires; of these, 289 were eligible for analysis, and 61 responses were discarded because respondents did not answer all questions.</p>
<p>The results show different age groups of respondents, as shown in <xref ref-type="table" rid="T0001">Table 1</xref>. Students who are aged between 18 years and 25 years had the highest frequency of responses, 182 (63&#x0025;), and were mostly 1st-, 2nd- and 3rd-year students. This means that they are most likely the ones using social media activities and leaving digital footprints. The age group with the lowest responses (10&#x0025;) was aged between 35 and 45 years. This means that they are not always on social media like the 1st-, 2nd- and 3rd-year students. The second largest group of respondents (27&#x0025;) are social media users and bullying victims aged between 25 and 35 years.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Age groups of respondents.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Age (years)</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Valid &#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">18&#x2013;25</td>
<td align="center">182</td>
<td align="center">63.0</td>
</tr>
<tr>
<td align="left">25&#x2013;35</td>
<td align="center">78</td>
<td align="center">27.0</td>
</tr>
<tr>
<td align="left">35&#x2013;45</td>
<td align="center">29</td>
<td align="center">10.0</td>
</tr>
<tr>
<td align="left" colspan="3"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>289</bold></td>
<td align="center"><bold>100.0</bold></td>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="T0002">Table 2</xref> shows a total of 289 respondents who participated in the study; of these, 131 respondents were male, and 153 were female with 52.9&#x0025; and other on sitting at 1.7&#x0025; of respondents. The results explain that females contributed the largest proportion of the study, followed closely by males; this indicates a gender balance with a predominance of female students.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Gender.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Gender</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Valid &#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Male</td>
<td align="center">131</td>
<td align="center">45.3</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">153</td>
<td align="center">52.9</td>
</tr>
<tr>
<td align="left">Other</td>
<td align="center">5</td>
<td align="center">1.7</td>
</tr>
<tr>
<td align="left" colspan="3"><hr/></td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center"><bold>289</bold></td>
<td align="center"><bold>100.0</bold></td>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="T0003">Table 3</xref> results indicate the applications used when students surf the Internet and social media. <xref ref-type="table" rid="T0003">Table 3</xref> displays WhatsApp as the most used application by all participants, putting it at the highest with a mean of 4.41 and standard deviation of 0.89, with 86&#x0025; of respondents. The second most used are web applications (Chrome, Firefox, Edge and Safari) with a mean of 3.93 and a standard deviation of 1.17, and 67.8&#x0025; of respondents. The above results can heavily rely on the factor that students use web applications for studies. In contrast, Snapchat and Twitter are recorded as the least used applications by students, with Twitter having 22.5&#x0025; and Snapchat sitting at the lowest at 5.5&#x0025;. Facebook, TikTok and Instagram have moderate usage (Facebook 42.2&#x0025;, Instagram 46.3&#x0025; and TikTok 59.9&#x0025;).</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Commonly used applications.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" colspan="2">Commonly used applications (CUA)</th>
<th valign="top" align="left">Never use or Almost never</th>
<th valign="top" align="center">Sometimes</th>
<th valign="top" align="center">Almost every time or Frequently used</th>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">SD</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="2" valign="top">WhatsApp</td>
<td align="left">Count</td>
<td align="center">11.0</td>
<td align="center">28.0</td>
<td align="center">250.0</td>
<td align="center">4.41</td>
<td align="center">890.000</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">22.8</td>
<td align="center">9.7</td>
<td align="center">86.6</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">Facebook</td>
<td align="left">Count</td>
<td align="center">93.0</td>
<td align="center">74.0</td>
<td align="center">122.0</td>
<td align="center">3.15</td>
<td align="center">1.417</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">32.1</td>
<td align="center">25.6</td>
<td align="center">42.2</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">Twitter</td>
<td align="left">Count</td>
<td align="center">145.0</td>
<td align="center">79.0</td>
<td align="center">65.0</td>
<td align="center">2.47</td>
<td align="center">1.465</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">50.1</td>
<td align="center">27.3</td>
<td align="center">22.5</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">Web applications (Chrome, Edge, Firefox, Safari)</td>
<td align="left">Count</td>
<td align="center">30.0</td>
<td align="center">63.0</td>
<td align="center">196.0</td>
<td align="center">3.93</td>
<td align="center">1.169</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">10.4</td>
<td align="center">21.8</td>
<td align="center">67.8</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">Instagram</td>
<td align="left">Count</td>
<td align="center">78.0</td>
<td align="center">77.0</td>
<td align="center">134.0</td>
<td align="center">3.23</td>
<td align="center">1.413</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">27.0</td>
<td align="center">26.6</td>
<td align="center">46.3</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">TikTok</td>
<td align="left">Count</td>
<td align="center">64.0</td>
<td align="center">52.0</td>
<td align="center">173.0</td>
<td align="center">3.57</td>
<td align="center">1.417</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">22.2</td>
<td align="center">18.0</td>
<td align="center">59.9</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="2" valign="top">Snapchat</td>
<td align="left">Count</td>
<td align="center">207.0</td>
<td align="center">48.0</td>
<td align="center">16.0</td>
<td align="center">1.92</td>
<td align="center">1.221</td>
</tr>
<tr>
<td align="left">Row <italic>N</italic> &#x0025;</td>
<td align="center">71.6</td>
<td align="center">16.6</td>
<td align="center">5.5</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SD, standard deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s20018">
<title>Online privacy</title>
<p>The results in <xref ref-type="table" rid="T0004">Table 4</xref> show that the majority of respondents agree or strongly agree with the goal of educating students about online privacy. These results indicate that educating students about cyberbullying is favoured by most respondents (84.1&#x0025;). Notably, 22&#x0025; of the respondents disagreed with avoiding open-source chat groups, highlighting it as the least supported statement in this section, with the lowest mean score of 3.25. Not sharing immoral images and clips with a stranger or partner and not sharing personal information online have the same mean and standard deviation of around 1.19 and a mean of 4.24 with a high agreement of 79&#x0025; and 80&#x0025;, respectively, which shows the importance of not leaving digital footprints online.</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Online privacy.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Online privacy (OP)</th>
<th valign="top" align="center">Disagree (&#x0025;)</th>
<th valign="top" align="center">Neutral (&#x0025;)</th>
<th valign="top" align="center">Agree (&#x0025;)</th>
<th valign="top" align="center">Mean</th>
<th valign="top" align="center">SD</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Not to engage in open-source chat groups</td>
<td align="center">22.9</td>
<td align="center">38.8</td>
<td align="center">58.5</td>
<td align="center">3.25</td>
<td align="center">1.211</td>
</tr>
<tr>
<td align="left">Educate scholars about cyberbullying</td>
<td align="center">8.0</td>
<td align="center">8.0</td>
<td align="center">84.1</td>
<td align="center">4.37</td>
<td align="center">1.069</td>
</tr>
<tr>
<td align="left">Not sharing your personal information online</td>
<td align="center">9.7</td>
<td align="center">10.0</td>
<td align="center">80.3</td>
<td align="center">4.26</td>
<td align="center">1.189</td>
</tr>
<tr>
<td align="left">Not sharing immoral images and clips with a stranger and/or partner</td>
<td align="center">10.4</td>
<td align="center">9.7</td>
<td align="center">79.9</td>
<td align="center">4.26</td>
<td align="center">1.195</td>
</tr>
<tr>
<td align="left">Not sharing your residential details or whereabouts</td>
<td align="center">9.0</td>
<td align="center">13.8</td>
<td align="center">77.1</td>
<td align="center">4.24</td>
<td align="center">1.199</td>
</tr>
<tr>
<td align="left">Not accepting unknown or dodgy requests on social media</td>
<td align="center">9.7</td>
<td align="center">11.8</td>
<td align="center">78.6</td>
<td align="center">4.24</td>
<td align="center">1.208</td>
</tr>
<tr>
<td align="left">Avoid accepting all phone calls; use tools to identify the caller</td>
<td align="center">10.4</td>
<td align="center">15.6</td>
<td align="center">74.1</td>
<td align="center">4.09</td>
<td align="center">1.171</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>SD, standard deviation.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20019">
<title>Reliability and construct validity</title>
<p>To address the reliability and validity of the Likert-scale measures used in this study, Cronbach&#x2019;s alpha was calculated for each construct, including the online privacy scale reported above and three additional scales collected but not previously reported: social media beliefs, cyberbullying beliefs and mitigation measures. An EFA was then conducted on the combined online privacy, social media and cyberbullying items (<xref ref-type="table" rid="T0005">Table 5</xref>).</p>
<table-wrap id="T0005">
<label>TABLE 5</label>
<caption><p>Reliability statistics (Cronbach&#x2019;s alpha) and sampling adequacy.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Construct</th>
<th valign="top" align="center">Items (<italic>n</italic>)</th>
<th valign="top" align="center"><italic>N</italic></th>
<th valign="top" align="center">Cronbach&#x2019;s <italic>&#x03B1;</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Online privacy (OP)</td>
<td align="center">7</td>
<td align="center">288</td>
<td align="center">0.921</td>
</tr>
<tr>
<td align="left">Social media beliefs (SM)</td>
<td align="center">8</td>
<td align="center">288</td>
<td align="center">0.929</td>
</tr>
<tr>
<td align="left">Cyberbullying beliefs (CB)</td>
<td align="center">7</td>
<td align="center">289</td>
<td align="center">0.867</td>
</tr>
<tr>
<td align="left">Mitigation measures (MCB)</td>
<td align="center">7</td>
<td align="center">283</td>
<td align="center">0.902</td>
</tr>
<tr>
<td align="left">Types of cyberbullying experienced (Q9)</td>
<td align="center">6</td>
<td align="center">289</td>
<td align="center">0.745</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>All five constructs exceeded the recommended threshold of 0.70 (Nunnally <xref ref-type="bibr" rid="CIT0025">1978</xref>), with online privacy and social media showing excellent internal consistency (<italic>&#x03B1;</italic> &#x003E; 0.90). A Kaiser-Meyer-Olkin value of 0.952 indicates the sample is highly adequate for factor analysis, and Bartlett&#x2019;s test of sphericity confirms the correlation matrix is not an identity matrix (&#x03C7;<sup>2</sup>(231) = 4522.67, <italic>p</italic> &#x003C; 0.001), justifying the use of EFA (<xref ref-type="table" rid="T0006">Table 6</xref>). Online privacy and cyberbullying beliefs were significantly correlated (<italic>r</italic> = 0.574, <italic>p</italic> &#x003C; 0.001), as were social media beliefs and cyberbullying beliefs (<italic>r</italic> = 0.733, <italic>p</italic> &#x003C; 0.001).</p>
<table-wrap id="T0006">
<label>TABLE 6</label>
<caption><p>Sampling adequacy.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Measure</th>
<th valign="top" align="center">Value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Kaiser-Meyer-Olkin (KMO) measure of sampling adequacy</td>
<td align="center">0.952</td>
</tr>
<tr>
<td align="left">Bartlett&#x2019;s test of sphericity &#x2013; Approx. Chi-square</td>
<td align="center">4522.670</td>
</tr>
<tr>
<td align="left"><italic>df</italic></td>
<td align="center">231.000</td>
</tr>
<tr>
<td align="left">Sig.</td>
<td align="center">&#x003C; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>df</italic>, degree of freedom; Sig., significance.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Three factors emerged with eigenvalues greater than 1, together explaining 65.41&#x0025; of total variance (factor 1 = 49.42&#x0025;, factor 2 = 10.01&#x0025;, factor 3 = 5.99&#x0025;). The rotated solution confirms the intended three-construct structure of the instrument, with online privacy, social media beliefs and cyberbullying beliefs items loading cleanly onto their respective factors, supporting the construct validity of the measurement model. Loadings below 0.30 are suppressed for readability.</p>
</sec>
<sec id="s20020">
<title>Analysis of variance</title>
<p>This study examined whether online privacy, type of attacks, commonly used applications and social media beliefs predict cyberbullying, using multiple linear regression (chosen because the outcome, cyberbullying, is a continuous scale variable predicted by several continuous predictors; a one-way analysis of variance [ANOVA] is deemed appropriate for comparing group means on a categorical factor) (<xref ref-type="table" rid="T0007">Table 7</xref>). Prior to the final model, 13 multivariate outliers were identified via Mahalanobis Distance and removed, reducing the analytic sample from 289 to 276. <xref ref-type="table" rid="T0008">Table 8</xref> shows that the overall model was statistically significant, <italic>F</italic>(4, 271) = 68.797, <italic>p</italic> &#x003C; 0.001, explaining 50.4&#x0025; of the variance in cyberbullying (<italic>R</italic><sup>2</sup> = 0.504, Adjusted <italic>R</italic><sup>2</sup> = 0.497). Social media beliefs were the strongest predictor (<italic>&#x03B2;</italic> = 0.560, <italic>p</italic> &#x003C; 0.001), followed by online privacy, which was a significant negative predictor (<italic>&#x03B2;</italic> = &#x2212;0.144, <italic>p</italic> = 0.009), indicating that greater privacy awareness is associated with lower reported cyberbullying. Commonly used applications was also a significant predictor (<italic>&#x03B2;</italic> = 0.133, <italic>p</italic> = 0.004). Type of attacks did not significantly predict cyberbullying (<italic>p</italic> = 0.611). No multicollinearity was present (all variance inflation factor [VIF] &#x003C; 2, Tolerance &#x003E; 0.59).</p>
<table-wrap id="T0007">
<label>TABLE 7</label>
<caption><p>Regression model summary and analysis of variance (ANOVA)<xref ref-type="table-fn" rid="TFN0001">&#x2020;</xref>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" colspan="2" align="left">Model</th>
<th valign="top" align="left">Sum of squares</th>
<th valign="top" align="center"><italic>df</italic></th>
<th valign="top" align="center">Mean square</th>
<th valign="top" align="center"><italic>F</italic></th>
<th valign="top" align="center">Sig.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="3" valign="top">1</td>
<td align="left">Regression</td>
<td align="center">76.737</td>
<td align="center">4</td>
<td align="center">19.184</td>
<td align="center">68.797</td>
<td align="center">&#x003C; 0.001<xref ref-type="table-fn" rid="TFN0002">&#x2021;</xref></td>
</tr>
<tr>
<td align="left">Residual</td>
<td align="center">75.569</td>
<td align="center">271</td>
<td align="center">0.279</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">152.305</td>
<td align="center">275</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>ANOVA, analysis of variance; <italic>df</italic>, degree of freedom; Sig., significance.</p></fn>
<fn id="TFN0001"><label>&#x2020;</label><p>, Dependent variable: Cyberbullying;</p></fn>
<fn id="TFN0002"><label>&#x2021;</label><p>, Predictors: (Constant), Online_privacy, Type_of_attacks, Commonly_used_applications, Social_media.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T0008">
<label>TABLE 8</label>
<caption><p>Rotated factor matrix (varimax) &#x2013; Exploratory factor analysis.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Item</th>
<th valign="top" align="center">Factor 1 (social media)</th>
<th valign="top" align="center">Factor 2 (online privacy)</th>
<th valign="top" align="center">Factor 3 (cyberbullying)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">OP1</td>
<td align="center">-</td>
<td align="center">0.50</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP2</td>
<td align="center">0.40</td>
<td align="center">0.76</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP3</td>
<td align="center">-</td>
<td align="center">0.83</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP4</td>
<td align="center">-</td>
<td align="center">0.86</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP5</td>
<td align="center">-</td>
<td align="center">0.86</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP6</td>
<td align="center">-</td>
<td align="center">0.85</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">OP7</td>
<td align="center">-</td>
<td align="center">0.74</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM1</td>
<td align="center">0.74</td>
<td align="center">0.30</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM2</td>
<td align="center">0.77</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM3</td>
<td align="center">0.73</td>
<td align="center">0.32</td>
<td align="center">0.30</td>
</tr>
<tr>
<td align="left">SM4</td>
<td align="center">0.81</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM5</td>
<td align="center">0.79</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM6</td>
<td align="center">0.53</td>
<td align="center">-</td>
<td align="center">0.40</td>
</tr>
<tr>
<td align="left">SM7</td>
<td align="center">0.78</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SM8</td>
<td align="center">0.72</td>
<td align="center">-</td>
<td align="center">0.32</td>
</tr>
<tr>
<td align="left">CB1</td>
<td align="center">0.36</td>
<td align="center">0.43</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="left">CB2</td>
<td align="center">0.41</td>
<td align="center">-</td>
<td align="center">0.54</td>
</tr>
<tr>
<td align="left">CB3</td>
<td align="center">0.42</td>
<td align="center">-</td>
<td align="center">0.65</td>
</tr>
<tr>
<td align="left">CB4</td>
<td align="center">0.34</td>
<td align="center">-</td>
<td align="center">0.69</td>
</tr>
<tr>
<td align="left">CB5</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.70</td>
</tr>
<tr>
<td align="left">CB6</td>
<td align="center">0.32</td>
<td align="center">-</td>
<td align="center">0.65</td>
</tr>
<tr>
<td align="left">CB7</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.72</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>OP, online privacy; SM, social media; CB, cyberbullying.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20021">
<title>Limitations and implications</title>
<p>This study focused not on digital trails (footprints) but on risks associated with these trails falling into the hands of cyberbullying perpetrators. Future studies should focus more on digital footprints as one of the prominent ways that bullies use to corner their victims and use a longitudinal study timeframe.</p>
</sec>
<sec id="s20022">
<title>Recommendations</title>
<p>There is an urgent need for universities and colleges to implement a short and fun course that will educate students and equip them with the skill to identify and avoid cyberbullying. These courses could provide training on managing digital footprints, an important risk factor in cyberbullying because every piece of historical data online links to a certain individual. Most students face intense pressure without any help; this raises concerns about their mental, emotional and physical well-being. Higher education institutions should devise intervention programmes by design to help these students cope with these anxieties and stressors. This will enable mitigation of cyberbullying and ensure compliance with online privacy, making it harder for bullies to attack because they will lack the information that empowers them to bully other students. The results showed strong correlations among the models that influence cyberbullying. More focus should be on the online privacy model because if students are educated about online privacy, then cyberbullying can be mitigated, and students will learn what to share and not to share online, how to stay safe, and how not to leave personal data trails. On the other hand, we need to find a safer and more secure way to protect a large quantity of data on social media, because this interaction system produces so much data per day, which raises concerns about how that data can be secured online.</p>
</sec>
</sec>
<sec id="s0023">
<title>Conclusion</title>
<p>Cyberbullying in tertiary education is influenced highly by poor online privacy practices. The high usage of social media exposes the students to various cyberbullying attacks. The study highlights that the students who use social platforms online leave more digital evidence, leading to poor protection of personal information. There is a significant correlation between cyberbullying, social media, online privacy and cyberbullying incidents. Students fall victim to bullying because of a lack of knowledge of the dangers of bullying.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<p>This article is based on research originally conducted as part of Makungu Kubayi&#x2019;s Master&#x2019;s thesis titled &#x2018;The impact of cyberbullying: perspectives from young adults&#x2019;, submitted to the School of Consumer Intelligence and Applied Information Systems, College of Business and Economics, Department of Applied Information Systems, University of Johannesburg in 2024. The thesis was supervised by Shopee Dube and Fani Radebe. The thesis was reworked, revised and adapted into a journal article for publication. The original thesis is available at: <ext-link ext-link-type="uri" xlink:href="https://ujcontent.uj.ac.za/esploro/outputs/graduate/The-impact-of-cyberbullying--perspectives/9958405707691">https://ujcontent.uj.ac.za/esploro/outputs/graduate/The-impact-of-cyberbullying--perspectives/9958405707691</ext-link>.</p>
<p>The authors would like to thank Anesu Kuhudzai for assisting with statistics during data analysis. While their contribution was important, it did not meet the criteria for authorship. This article is based on data from a larger study. A related article focusing on the impact of cyberbullying on tertiary students and their experiences and perspectives has been published in SAJIM, Volume 27 No 1(2025), a1999. The present article addresses a distinct research question, focusing on digital negligence when surfing the Internet. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajim.v27i1.1999">https://doi.org/10.4102/sajim.v27i1.1999</ext-link>.</p>
<p>The authors would like to thank all the participants in the study. Special appreciation goes to the UJ STATKON for their contributions to the data analysis section.</p>
<p>Portions of the data analysis were generated with assistance from Statistical Package for the Social Science (SPSS) v29. The final code and interpretations were developed and validated by the authors. The content was reviewed and edited by the authors, who take full responsibility for its accuracy.</p>
<sec id="s20024" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20025">
<title>CRediT authorship contribution</title>
<p>Makungu Kubayi: Conceptualisation, Data curation, Formal analysis, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. Fani Radebe: Formal analysis, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. Shopee Dube: Formal analysis, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. All authors reviewed the article, contributed to the discussion of results, approved the final version for submission and publication, and take responsibility for the integrity of its findings.</p>
</sec>
<sec id="s20026" sec-type="data-availability">
<title>Data availability</title>
<p>The SPSS data on which this study was based are available upon reasonable request from the corresponding author, Makungu Kubayi. The data are not publicly available as they contain information that could compromise the privacy of the research participants.</p>
</sec>
<sec id="s20027">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and are the product of professional research. They do not necessarily reflect the official policy or position of any affiliated institution, funder, agency or that of the publisher. The authors are responsible for this article&#x2019;s results, findings, and content.</p>
</sec>
</ack>
<ref-list id="references">
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<fn><p><bold>How to cite this article:</bold> Kubayi, M., Radebe, F. &#x0026; Dube, S., 2026, &#x2018;Digital negligence when tertiary students surf the Internet and social media: Resulting in cyberbullying&#x2019;, <italic>South African Journal of Information Management</italic> 28(1), a2227. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajim.v28i1.2227">https://doi.org/10.4102/sajim.v28i1.2227</ext-link></p></fn>
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