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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">AC</journal-id>
<journal-title-group>
<journal-title>Acta Commercii - Independent Research Journal in the Management Sciences</journal-title>
</journal-title-group>
<issn pub-type="ppub">2413-1903</issn>
<issn pub-type="epub">1684-1999</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">AC-21-928</article-id>
<article-id pub-id-type="doi">10.4102/ac.v21i1.928</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The influence of electronic word-of-mouth adoption on brand love amongst Generation <italic>Z</italic> consumers</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7446-8453</contrib-id>
<name>
<surname>Pillay</surname>
<given-names>Semona</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Marketing Management, College of Business and Economics, University of Johannesburg, Johannesburg, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Semona Pillay, <email xlink:href="semonap@uj.ac.za">semonap@uj.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>24</day><month>05</month><year>2021</year></pub-date>
<pub-date pub-type="collection"><year>2021</year></pub-date>
<volume>21</volume>
<issue>1</issue>
<elocation-id>928</elocation-id>
<history>
<date date-type="received"><day>15</day><month>01</month><year>2021</year></date>
<date date-type="accepted"><day>12</day><month>03</month><year>2021</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2021. The Authors</copyright-statement>
<copyright-year>2021</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 License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Orientation</title>
<p>The study investigated the influence of electronic word-of-mouth (eWOM) adoption on brand love amongst Generation <italic>Z</italic> consumers in South Africa that will enable marketers to improve their brand love strategies amongst this generation.</p>
</sec>
<sec id="st2">
<title>Research purpose</title>
<p>The study used the information adoption model to investigate the impact of eWOM adoption on brand love amongst Generation <italic>Z</italic> consumers.</p>
</sec>
<sec id="st3">
<title>Motivation for the study</title>
<p>This study adds to the limited body of literature on Generation <italic>Z</italic> consumers in emerging markets. It examines drivers of online purchase decisions of Generation <italic>Z</italic> consumers, such as eWOM adoption and brand love.</p>
</sec>
<sec id="st4">
<title>Research design, approach and method</title>
<p>The study followed a descriptive quantitative approach. Data were obtained through structured questionnaires from Generation Z consumers. Non-probability, purposive sampling was used to select the sample. Data were captured, coded and cleaned using Statistical package for the social sciences (SPSS) version 25, yielding 284 usable questionnaires. Apart from descriptive statistics, confirmatory factor analysis was used to test the validity of the constructs obtained from previously developed scales through convergent and discriminant validity. The reliability of the constructs was tested using Cronbach&#x2019;s alpha and composite reliability. The conceptual model was tested using Structural Equation Modelling and the hypotheses were analysed using path modelling in Analysis of moment structures (AMOS) version 25.</p>
</sec>
<sec id="st5">
<title>Main findings</title>
<p>The results revealed a positive, weak relationship between eWOM adoption and brand love. Argument quality had a strong, positive influence on information usefulness, which in turn, had a strong, positive influence on eWOM adoption.</p>
</sec>
<sec id="st6">
<title>Practical/managerial implications</title>
<p>Marketers can use the findings of this study to target Generation <italic>Z</italic> consumers in emerging markets more effectively by sharing quality, authentic content through Facebook and Instagram to encourage eWOM adoption and somewhat affect brand love.</p>
</sec>
<sec id="st7">
<title>Contribution/value-add</title>
<p>This study adds to the limited body of knowledge on Generation <italic>Z</italic> consumers in emerging markets. It elucidates how marketers can encourage eWOM adoption amongst this generation, thereby leading to brand love, to some extent.</p>
</sec>
</abstract>
<kwd-group>
<kwd>brand love</kwd>
<kwd>eWOM</kwd>
<kwd>generation <italic>Z</italic></kwd>
<kwd>information adoption model</kwd>
<kwd>South Africa</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Emerging markets are developing countries whose economies are growing rapidly (Amankwah-Amoah, Boso &#x0026; Debrah, <xref ref-type="bibr" rid="CIT0004">2018</xref>). The main aim of an emerging market is to advance its economy (Saksiriruthai <xref ref-type="bibr" rid="CIT0083">2019</xref>). Emerging markets are essential for the global economy because they comprise 80&#x0025; of the global population and 70&#x0025; of total global gross domestic product (GDP) (Corporate Finance Institute <xref ref-type="bibr" rid="CIT0017">2021</xref>). In general, emerging markets experience rapid growth, high productivity levels and rising standards of living (Amankwah-Amoah et al., <xref ref-type="bibr" rid="CIT0004">2018</xref>). However, there is a high degree of instability and volatility in these markets, which are susceptible to inflation, price changes in commodities and fluctuating currencies and interest rates (Tsagkanos, Siriopoulos &#x0026; Vartholomatou <xref ref-type="bibr" rid="CIT0101">2019</xref>). Amadeo (<xref ref-type="bibr" rid="CIT0003">2020</xref>) inferred that instability and volatility increase the risk of doing business with emerging markets. However, for most foreign investors, higher risks equate to higher returns, which increase the attractiveness of such markets. Globally, the top five emerging markets are Brazil, Russia, India, China and South Africa (BRICS) (Asongu, Akpan &#x0026; Isihak <xref ref-type="bibr" rid="CIT0006">2018</xref>). However, numerous other emerging markets, especially in Africa, have been identified to provide major opportunities for foreign investors (Amankwah-Amoah, Boso &#x0026; Debrah <xref ref-type="bibr" rid="CIT0004">2018</xref>).</p>
<p>South Africa is one of the fastest-growing economies on the continent (Asongu et al. <xref ref-type="bibr" rid="CIT0006">2018</xref>). It has high market potential, a well-established democracy, macro-economic stability, a stable business climate and a strategic geographical location, making it attractive to foreign investors and international brands (Asongu et al. <xref ref-type="bibr" rid="CIT0006">2018</xref>; Masipa <xref ref-type="bibr" rid="CIT0058">2018</xref>; Meyer &#x0026; Habanabakize <xref ref-type="bibr" rid="CIT0061">2018</xref>). A report by the United Nations (World Network <xref ref-type="bibr" rid="CIT0108">2019</xref>) found that foreign direct investment in South Africa increased from US$1.3 billion in 2017 to US$7.1 billion in 2018 (a massive increase of 446&#x0025;), confirming the attractiveness of South Africa as an emerging market. Despite large disparities between consumer income groups and high levels of unemployment and poverty, South Africa is the second largest e-commerce market in Africa and one of the most developed markets with regard to smartphone penetration and telecommunications infrastructure compared with other emerging African markets (Chetty et al. <xref ref-type="bibr" rid="CIT0015">2018</xref>; Tandwa <xref ref-type="bibr" rid="CIT0095">2020</xref>). South African e-commerce has grown because of an improved telecommunications infrastructure, reduced data costs and improved digital literacy, especially amongst Generation <italic>Z</italic> consumers and is the focus of this study (Chetty et al. <xref ref-type="bibr" rid="CIT0015">2018</xref>; Tandwa <xref ref-type="bibr" rid="CIT0095">2020</xref>).</p>
<p>Generation <italic>Z</italic> is a demographic cohort comprising individuals born between 1995 and 2010 (Loveland <xref ref-type="bibr" rid="CIT0055">2017</xref>). Debb, Schaffer and Colson (<xref ref-type="bibr" rid="CIT0021">2020</xref>:44) posited that Generation <italic>Z</italic> consumers&#x2013;also called &#x2018;digital natives&#x2019;&#x2013;were born into a digital age in which internet and mobile technologies were already in place. Generation <italic>Z</italic> consumers are thus described as the most technologically savvy generation in relation to their predecessors (Loveland <xref ref-type="bibr" rid="CIT0055">2017</xref>; Thomas, Kavya &#x0026; Monica <xref ref-type="bibr" rid="CIT0098">2018</xref>). The most commonly used technological device amongst Generation <italic>Z</italic> consumers is the smartphone (Ayuni <xref ref-type="bibr" rid="CIT0007">2019</xref>; Zhitomirsky-Geffet &#x0026; Blau <xref ref-type="bibr" rid="CIT0114">2016</xref>). Globally, Generation Z consumers value maintaining social connections, as well as interacting and engaging with each other. Alanko (<xref ref-type="bibr" rid="CIT0002">2018</xref>) and Duffett (<xref ref-type="bibr" rid="CIT0025">2017</xref>) explained that interaction and engagement are key drivers for sharing electronic word-of-mouth (eWOM) reviews&#x2013;the focus of this study. In South Africa, Generation <italic>Z</italic> consumers share similar needs and characteristics with the global cohort. However, they are significantly affected by external environmental factors.</p>
<p>In South Africa, many Generation <italic>Z</italic> consumers are cautious about the brands they purchase (Deloitte <xref ref-type="bibr" rid="CIT0022">2014</xref>; Peyper <xref ref-type="bibr" rid="CIT0072">2017</xref>). These consumers are fickle and often switch to brands that offer them the best value for money (Hanbury <xref ref-type="bibr" rid="CIT0038">2019</xref>; Priporas, Stylos &#x0026; Fotiadis <xref ref-type="bibr" rid="CIT0076">2017</xref>). They are thus less brand loyal than their predecessors. Ordun (<xref ref-type="bibr" rid="CIT0069">2015</xref>) reinforced that these consumers are obsessed with value for money. Despite being known for brand switching, South African Generation <italic>Z</italic> consumers prefer brands that reflect their values and understand them as consumers (Jenkins <xref ref-type="bibr" rid="CIT0046">2019</xref>). These brands should also be authentic and genuine and should resonate with Generation <italic>Z</italic> consumers (Hanbury <xref ref-type="bibr" rid="CIT0038">2019</xref>; Munsch <xref ref-type="bibr" rid="CIT0065">2021</xref>). This increases the likelihood that Generation <italic>Z</italic> consumers will become emotionally attached to such brands and love them (Kowalczyk &#x0026; Pounders <xref ref-type="bibr" rid="CIT0053">2016</xref>; Mody &#x0026; Hanks <xref ref-type="bibr" rid="CIT0062">2018</xref>; Skeldon <xref ref-type="bibr" rid="CIT0088">2019</xref>). Many consumers share their love for a brand on social media through eWOM (Bigne et al. <xref ref-type="bibr" rid="CIT0012">2019</xref>; Ruiz-Mafe &#x0026; Veloutsou <xref ref-type="bibr" rid="CIT0082">2017</xref>).</p>
<p>Generation <italic>Z</italic> represents one-third of South Africa&#x2019;s population (Ronnie <xref ref-type="bibr" rid="CIT0081">2018</xref>). Of South Africa&#x2019;s entire population, approximately half lives in poverty. This implies that a large proportion of Generation <italic>Z</italic> consumers live in poverty and have limited disposable income (Fourie <xref ref-type="bibr" rid="CIT0035">2017</xref>; Gomo <xref ref-type="bibr" rid="CIT0036">2019</xref>). Not only that, South African Generation <italic>Z</italic> consumers face high unemployment rates, which further sap disposable income (Jordaan <xref ref-type="bibr" rid="CIT0047">2019</xref>). This implies that Generation <italic>Z</italic> consumers are selective about the brands they choose to purchase. However, many are brand- and status-conscious and their preference for international brands is higher than for local brands, which supports developed market economies rather than emerging market economies (Cronje, Jacobs &#x0026; Retief <xref ref-type="bibr" rid="CIT0018">2016</xref>; Pavli&#x0107; &#x0026; Vuki&#x0107; <xref ref-type="bibr" rid="CIT0071">2019</xref>). South African Generation <italic>Z</italic> consumers&#x2019; preference for international brands stem from the greater exposure of these brands, in comparison to local brands, on social media sites, which are commonly accessed using smartphones (Ayuni <xref ref-type="bibr" rid="CIT0007">2019</xref>; Cronje et al. <xref ref-type="bibr" rid="CIT0018">2016</xref>). Despite their increased use of smartphones, only 30&#x0025; South African Generation <italic>Z</italic> consumers make brand-related purchases online as compared with the global average of 61&#x0025; (Fourie <xref ref-type="bibr" rid="CIT0035">2017</xref>; Stastista 2018; Thompson <xref ref-type="bibr" rid="CIT0099">2017</xref>). Other factors that affect South African Generation <italic>Z</italic> consumers&#x2019; online purchases include cybercrime, the inability to afford data and an inadequate telecommunications infrastructure in rural areas (Fourie <xref ref-type="bibr" rid="CIT0035">2017</xref>; Killian, Kabanda &#x0026; Kilian <xref ref-type="bibr" rid="CIT0051">2017</xref>; Malapane <xref ref-type="bibr" rid="CIT0056">2019</xref>). Despite low online purchase statistics, 76&#x0025; of Generation <italic>Z</italic> consumers in South Africa read online (eWOM) reviews that can influence their shopping decisions (Thompson <xref ref-type="bibr" rid="CIT0099">2017</xref>).</p>
<p>Over the past 10 years, eWOM has grown in popularity, becoming a significant driver of many purchase decisions (Prasad, Gupta &#x0026; Totala <xref ref-type="bibr" rid="CIT0075">2017</xref>). Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) attributed the growth in popularity of eWOM to the development of social media, which allow consumers to interact and engage with one another. Through that interaction and engagement, consumers become informed about products and brands through eWOM reviews posted by fellow consumers on social networks (Narangajavana et al. <xref ref-type="bibr" rid="CIT0066">2017</xref>; Shan &#x0026; King <xref ref-type="bibr" rid="CIT0085">2015</xref>). Generation <italic>Z</italic> consumers, in particular, prefer to obtain eWOM reviews about brands from social media and influencers (Riivits-Arkonsuo &#x0026; Leppiman <xref ref-type="bibr" rid="CIT0078">2015</xref>). These consumers appreciate the authenticity and honesty associated with eWOM reviews on social media and rely on this information to inform their online purchase decisions (Cruz <xref ref-type="bibr" rid="CIT0019">2016</xref>). Jenkins (<xref ref-type="bibr" rid="CIT0046">2019</xref>) added that authentic, honest brands that are aligned with Generation <italic>Z</italic> consumers&#x2019; values lead to brand love. This fosters customer retention and loyalty, which for many brands is the most highly desired outcome (Huang <xref ref-type="bibr" rid="CIT0040">2017</xref>; Islam &#x0026; Rahman <xref ref-type="bibr" rid="CIT0043">2016</xref>; Skeldon <xref ref-type="bibr" rid="CIT0088">2019</xref>). To investigate the influence of eWOM on consumer decision-making, Sussman and Seigal (<xref ref-type="bibr" rid="CIT0094">2003</xref>) developed the information adoption model (IAM).</p>
<p>The IAM is used in this study to investigate the influence of eWOM on brand love. Many prior studies, including those of Charo et al. (<xref ref-type="bibr" rid="CIT0014">2015</xref>) and Zhu, Chang and Luo (<xref ref-type="bibr" rid="CIT0115">2016</xref>), have explored the impact of the IAM on consumer decision-making by adding behavioural constructs such as purchase intention and purchase decision. However, few have determined the effect of the IAM constructs on brand-specific consumer behaviour. Understanding the influence of IAM on brand-specific behaviour is crucial in relation to Generation <italic>Z</italic> consumers, who show little loyalty towards brands, yet display high levels of brand love (B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu, &#x0130;pek &#x0026; Bayraktaro&#x011F;lu <xref ref-type="bibr" rid="CIT0011">2018</xref>; Ordun <xref ref-type="bibr" rid="CIT0069">2015</xref>). Because of the reliance of these consumers on social media and eWOM to obtain brand-related information, it is important to identify whether eWOM adoption affects brand love. This is because brand love drives many purchase decisions of Generation <italic>Z</italic> consumers (Ordun <xref ref-type="bibr" rid="CIT0069">2015</xref>). A report by Euromonitor (<xref ref-type="bibr" rid="CIT0030">2018</xref>) predicted that Generation <italic>Z</italic> consumers will become the largest online consumer market. However, in South Africa, prior research on this market segment is scant.</p>
</sec>
<sec id="s0002">
<title>Problem statement</title>
<p>The research problem is threefold: (1) There is a lack of research on Generation <italic>Z</italic> consumers in emerging markets, (2) Generation <italic>Z</italic> consumers in South Africa often switch brands and (3) South African Generation <italic>Z</italic> consumers prefer to accept information through eWOM; however, marketers are unaware of the full extent of the influence of eWOM on Generation <italic>Z</italic> consumers.</p>
<p>Most prior research on Generation <italic>Z</italic> consumers, eWOM and brand love has been conducted in developed markets, which differ significantly from those of emerging markets (Mehta &#x0026; Dixit <xref ref-type="bibr" rid="CIT0059">2016</xref>). An in-depth understanding of consumers in emerging markets is needed, given the attractiveness of these markets for international trade, including their booming economies, high growth potential and increasing demand for products (Aregbeshola <xref ref-type="bibr" rid="CIT0005">2018</xref>). Currently, most market research is focussed on millennials; however, Duffett (<xref ref-type="bibr" rid="CIT0026">2020</xref>) stated that Generation <italic>Z</italic> consumers have entered the workforce and have increasing disposable income to purchase brands. Hodgson (<xref ref-type="bibr" rid="CIT0039">2018</xref>) added that the largest consumer cohort in emerging markets is projected to be Generation <italic>Z</italic> consumers; however, research in this field is scant, particularly South Africa. South African Generation <italic>Z</italic> consumers are expected to become the largest online market by 2030 because of their entrepreneurial predisposition (Diaz <xref ref-type="bibr" rid="CIT0023">2019</xref>; Stats SA <xref ref-type="bibr" rid="CIT0093">2019b</xref>). South Africa is classified as an emerging market as it has the fastest-growing economy and the second-largest e-commerce market in Africa (Asongu et al. <xref ref-type="bibr" rid="CIT0006">2018</xref>; Masekesa <xref ref-type="bibr" rid="CIT0057">2020</xref>). E-commerce in South Africa surpasses most other emerging markets in Africa, with online sales accounting for 50&#x0025; of total sales nationally, making it an attractive market for international trade and brands (Kemp <xref ref-type="bibr" rid="CIT0050">2019</xref>; Mou et al. <xref ref-type="bibr" rid="CIT0064">2017</xref>). Kemp (<xref ref-type="bibr" rid="CIT0050">2019</xref>) noticed that one of the most popular e-commerce activities is searching for information, carried out by 88&#x0025; of South African consumers.</p>
<p>South Africans in general, tend to use social media as a means of obtaining information (Kemp <xref ref-type="bibr" rid="CIT0050">2019</xref>). The popularity of social media in South Africa has grown rapidly over the last 5 years because of increasing smartphone purchases, an improved telecommunications infrastructure and better digital literacy skills, particularly amongst Generation <italic>Z</italic> consumers (Chetty et al. <xref ref-type="bibr" rid="CIT0015">2018</xref>;Poushter, Bishop &#x0026; Chwe <xref ref-type="bibr" rid="CIT0074">2018</xref>;Tandwa <xref ref-type="bibr" rid="CIT0095">2020</xref>). These consumers accept and adopt eWOM reviews of brands by fellow consumers and influencers, as they perceive this content to be more credible than marketer-generated advertisements and content (Riivits-Arkonsuo &#x0026; Leppiman <xref ref-type="bibr" rid="CIT0078">2015</xref>). Furthermore, many Generation <italic>Z</italic> consumers &#x2018;follow&#x2019; and &#x2018;like&#x2019; brand-specific social media pages that they feel are genuine and authentic, which thereby become drivers of brand love (Hanbury <xref ref-type="bibr" rid="CIT0038">2019</xref>; Munsch <xref ref-type="bibr" rid="CIT0065">2021</xref>). However, despite the prevalence of brand love amongst Generation <italic>Z</italic> consumers, many of them switch between brands that offer the best value for money (Priporas et al. <xref ref-type="bibr" rid="CIT0076">2017</xref>). Brand switching presents challenges for marketers, including low customer retention rates, negative effect on customer satisfaction and brand love and lack of brand loyalty (B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu et al. <xref ref-type="bibr" rid="CIT0011">2018</xref>; Rizwan et al. <xref ref-type="bibr" rid="CIT0079">2013</xref>). Brand switching is more prevalent in South Africa, where consumers are faced with the threat of unemployment, which leads to less disposable income. It is therefore more challenging for marketers to retain Generation <italic>Z</italic> consumers (Stats SA <xref ref-type="bibr" rid="CIT0092">2019a</xref>; World Bank <xref ref-type="bibr" rid="CIT0107">2019</xref>). To prevent such brand switching, marketers should strive to establish brand love through eWOM as brand love drives Generation <italic>Z</italic> consumers&#x2019; brand-related purchases and brand loyalty (B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu et al. <xref ref-type="bibr" rid="CIT0011">2018</xref>; Verma <xref ref-type="bibr" rid="CIT0103">2021</xref>).</p>
<p>Numerous studies have examined eWOM through the prism of the IAM (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0029">2018</xref>; Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>; Phung et al. <xref ref-type="bibr" rid="CIT0073">2020</xref>). These studies demonstrated that source credibility, argument quality and information usefulness are positively associated with eWOM adoption. Charo et al. (<xref ref-type="bibr" rid="CIT0014">2015</xref>), Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) and Rahmi, Sekarasih and Sjabadhyni (<xref ref-type="bibr" rid="CIT0077">2016</xref>) have extended the IAM by including other behavioural outcomes, such as purchase intention and purchase decision. However, very few studies have focussed on brand-specific behavioural outcomes such as brand love. A study of the influence of eWOM on brand-specific outcomes such as brand love amongst South African Generation <italic>Z</italic> consumers would provide useful insights for marketers, allowing them to effectively retain these customers and prevent brand switching.</p>
<p>The aim of this study is to add to the limited body of literature on Generation <italic>Z</italic> consumers in South Africa and to apprehend important drivers of eWOM adoption and brand love using the IAM.</p>
</sec>
<sec id="s0003">
<title>Theoretical framework</title>
<p>The theoretical framework outlines the key concepts and constructs to be investigated in this study. These concepts and constructs, which identify the determinants of eWOM using the IAM, have been adopted from Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>), Shamhuyenhanzva et al. (<xref ref-type="bibr" rid="CIT0084">2016</xref>) and Sussman and Seigal (<xref ref-type="bibr" rid="CIT0094">2003</xref>). These studies have demonstrated that constructs of the IAM&#x2013;source credibility, argument quality, information usefulness, information adoption&#x2013;are determinants of eWOM; they have therefore been used in this study. Other studies, such as those of B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu et al. (<xref ref-type="bibr" rid="CIT0011">2018</xref>) and Vernuccio et al. (<xref ref-type="bibr" rid="CIT0104">2015</xref>), have discovered that positive eWOM is an outcome of brand love, which implies that consumers must first love the brand before they generate positive eWOM. However, the present study investigates the opposite view&#x2013;that is, whether eWOM influences brand love. The motivation behind this aim is the highly interactive nature of the internet, which allows consumers to generate their own content (Zahra, Qayyum &#x0026; Rashid <xref ref-type="bibr" rid="CIT0110">2019</xref>). This content is often generated by consumers and therefore outside the control of the brand and hence, it may influence consumers&#x2019; love for the brand (Bhandari, Rodgers &#x0026; Pan <xref ref-type="bibr" rid="CIT0010">2021</xref>). Brands should therefore identify which of the IAM constructs affect eWOM and use these constructs to positively influence eWOM to increase brand love amongst consumers. The proposed relationship between the constructs is presented in <xref ref-type="fig" rid="F0001">Figure 1</xref>.</p>
<fig id="F0001">
<label>FIGURE 1</label>
<caption><p>Proposed theoretical model.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="AC-21-928-g001.tif"/>
</fig>
<sec id="s20004">
<title>Electronic word-of-mouth</title>
<p>Electronic word-of-mouth or eWOM refers to the sharing of positive or negative feedback about a product or brand on the internet (Ferreira &#x0026; Barbosa <xref ref-type="bibr" rid="CIT0033">2017</xref>). The rise of eWOM has been attributed to the development of Web 2.0, which enables internet users to generate their own content, also known as &#x2018;user-generated content&#x2019; or UGC (Kim &#x0026; Johnson <xref ref-type="bibr" rid="CIT0052">2016</xref>; Zahra et al. <xref ref-type="bibr" rid="CIT0110">2019</xref>). Through UGC shared via social networks, consumers are able to post reviews and make recommendations about products and services (Ferreira &#x0026; Barbosa <xref ref-type="bibr" rid="CIT0033">2017</xref>; Kim &#x0026; Johnson <xref ref-type="bibr" rid="CIT0052">2016</xref>). Facebook is the most widely used social network amongst South African consumers of all ages, with 17.6 million users. This platform is also the most popular amongst Generation <italic>Z</italic> consumers (Ndyave &#x0026; Kyobe <xref ref-type="bibr" rid="CIT0067">2017</xref>; Statista <xref ref-type="bibr" rid="CIT0090">2020</xref>). One of the top three reasons that South African consumers use Facebook is to search for product and brand information (Kemp <xref ref-type="bibr" rid="CIT0050">2019</xref>). Consumers prefer to obtain information from social networks, which are perceived as coming from fellow consumers who have had some sort of prior experience with the given brand (Shamhuyenhanzva et al. <xref ref-type="bibr" rid="CIT0084">2016</xref>; Zahra et al. <xref ref-type="bibr" rid="CIT0110">2019</xref>). Moran and Muzellec (<xref ref-type="bibr" rid="CIT0063">2017</xref>) asserted that many consumers perceive this information as more credible and are thus more likely to believe it. Consumers who believe eWOM reviews, often rely on that information to make their purchase decisions (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0028">2016</xref>; Shamhuyenhanzva et al. <xref ref-type="bibr" rid="CIT0084">2016</xref>).</p>
</sec>
<sec id="s20005">
<title>Information adoption model</title>
<p>The IAM is derived from the technology acceptance model (TAM) and the elaboration likelihood model (ELM) (Wang <xref ref-type="bibr" rid="CIT0106">2016</xref>). According to Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>), the TAM was originally developed by Davis (<xref ref-type="bibr" rid="CIT0020">1989</xref>), based on the theory of reasoned action (TRA). The difference between the two is that the TAM focusses more on information systems, whilst the TRA emphasises behavioural theories. Davis (<xref ref-type="bibr" rid="CIT0020">1989</xref>) explained that the TAM includes two main constructs: perceived usefulness and perceived ease of use. These predict the consumer&#x2019;s attitude towards accepting technologies. For this reason, the TAM has been used in numerous studies to explain the adoption of information in relation to eWOM (Chong et al. <xref ref-type="bibr" rid="CIT0016">2018</xref>; Yang <xref ref-type="bibr" rid="CIT0109">2017</xref>; Zeng &#x0026; Seock <xref ref-type="bibr" rid="CIT0111">2019</xref>). Despite its widespread use, the TAM has been criticised for disregarding the social process of information development and implementation, particularly because eWOM is generated by individuals and not by computers (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0028">2016</xref>). Furthermore, Yang (<xref ref-type="bibr" rid="CIT0109">2017</xref>) maintained that the TAM focusses on usage and neglects the relationship between intention and behaviour. To combat the limitations of the TAM, the IAM was developed by Sussman and Siegal (<xref ref-type="bibr" rid="CIT0094">2003</xref>) to investigate how individuals adopt, internalise and use information. The IAM includes elements from the ELM, which postulates that individuals are influenced by two routes: central and peripheral (Wang <xref ref-type="bibr" rid="CIT0106">2016</xref>). The central route refers to the principal message, whereas the peripheral route focusses on the aspects indirectly related to the principal message (Zhang et al. <xref ref-type="bibr" rid="CIT0112">2017</xref>).</p>
<p>The IAM consists of four constructs: (1) source credibility, (2) argument quality, (3) information usefulness and (4) information adoption (Sussman &#x0026; Siegal <xref ref-type="bibr" rid="CIT0094">2003</xref>; Wang <xref ref-type="bibr" rid="CIT0106">2016</xref>). The model demonstrates that if source credibility is high and perceived argument quality is good, information is perceived to be useful and is therefore more likely to be adopted (Sussman &#x0026; Siegal <xref ref-type="bibr" rid="CIT0094">2003</xref>). The IAM is selected for this study as it appropriately explains information adoption on computer-mediated communication platforms&#x2013;in this case, social networks. To validate the appropriateness of the IAM, numerous studies (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0029">2018</xref>; Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>; Phung et al. <xref ref-type="bibr" rid="CIT0073">2020</xref>), have confirmed that the IAM&#x2019;s four constructs are positively associated with eWOM. Prior studies conducted by Charo et al. (<xref ref-type="bibr" rid="CIT0014">2015</xref>) and Zhu et al. (<xref ref-type="bibr" rid="CIT0115">2016</xref>) have expanded the IAM model to include behavioural outcomes such as purchase intention and purchase decision. Only a limited number of studies have focussed on brand-specific outcomes such as brand love (B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu et al. <xref ref-type="bibr" rid="CIT0011">2018</xref>; Verma <xref ref-type="bibr" rid="CIT0103">2021</xref>). Understanding brand love is key to establishing brand loyalty amongst Generation <italic>Z</italic> consumers, who tend to be less brand-loyal (Mody &#x0026; Hanks <xref ref-type="bibr" rid="CIT0062">2018</xref>). Therefore, this study uses the four existing IAM constructs but expands the model to include brand love. Each of the proposed model&#x2019;s constructs is discussed here.</p>
</sec>
<sec id="s20006">
<title>Source credibility</title>
<p>Source credibility refers to the source of the message being perceived as believable, trustworthy and reliable (O&#x2019;Reilly et al. <xref ref-type="bibr" rid="CIT0068">2016</xref>). Source expertise and source trustworthiness are essential to source credibility (Moran &#x0026; Muzellec <xref ref-type="bibr" rid="CIT0063">2017</xref>; Shamhuyenhanzva et al. <xref ref-type="bibr" rid="CIT0084">2016</xref>). Source expertise refers to the source having experience with a brand and being knowledgeable about it (Ismagilova et al. <xref ref-type="bibr" rid="CIT0044">2019</xref>). Source trustworthiness is the degree to which a source is seen as being honest, sincere and fair (Rahmi et al. <xref ref-type="bibr" rid="CIT0077">2016</xref>). Consumers tend to be more receptive and accepting of information when they perceive the source to be trustworthy (Moran &#x0026; Muzellec <xref ref-type="bibr" rid="CIT0063">2017</xref>; O&#x2019;Reilly et al. <xref ref-type="bibr" rid="CIT0068">2016</xref>; Sirithanaphonchai <xref ref-type="bibr" rid="CIT0087">2017</xref>). Generation Z consumers tend to trust the expertise of influencers on social media, whose information they perceive as authentic and credible (Duffett <xref ref-type="bibr" rid="CIT0026">2020</xref>; Riivits-Arkonsuo &#x0026; Leppiman <xref ref-type="bibr" rid="CIT0078">2015</xref>). Prior studies from developed markets report that most Generation <italic>Z</italic> consumers&#x2019; purchase decisions are positively influenced by eWOM because of enhanced trust, credibility and authenticity (Bruns <xref ref-type="bibr" rid="CIT0013">2018</xref>; Florenthal <xref ref-type="bibr" rid="CIT0034">2019</xref>; Kowalczyk &#x0026; Pounders <xref ref-type="bibr" rid="CIT0053">2016</xref>).</p>
<p>In relation to the IAM, greater perceived source credibility positively influences the usefulness of information (Sussman &#x0026; Siegal <xref ref-type="bibr" rid="CIT0094">2003</xref>). Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) and Hussain et al. (<xref ref-type="bibr" rid="CIT0041">2016</xref>) revealed that source expertise positively affects information usefulness. Sirithanaphonchai (<xref ref-type="bibr" rid="CIT0087">2017</xref>) noticed that source expertise does not have a positive, significant impact on information usefulness, but that source trustworthiness does. These studies were conducted in developed markets; the impact of source credibility on information usefulness and eWOM adoption amongst Generation <italic>Z</italic> consumers in South Africa is yet to be explored. The first hypothesis as outlined in <xref ref-type="fig" rid="F0001">Figure 1</xref>, therefore, proposes that source credibility of eWOM reviews has a positive, significant influence on information usefulness.</p>
</sec>
<sec id="s20007">
<title>Argument quality</title>
<p>Argument quality is the degree to which consumers perceive information to be valuable and persuasive (Zhang &#x0026; Barnes <xref ref-type="bibr" rid="CIT0113">2019</xref>). Prior studies have identified three main drivers of argument quality: timeliness, usefulness and accuracy (Charo et al. <xref ref-type="bibr" rid="CIT0014">2015</xref>; Tseng &#x0026; Wang <xref ref-type="bibr" rid="CIT0102">2016</xref>). Timeliness refers to the information being recent and up-to-date. When searching for online comments and reviews on social media, consumers perceive current information to be of greater value (Tong, Bao &#x0026; Chong <xref ref-type="bibr" rid="CIT0100">2016</xref>). Accuracy has a positive, significant impact on argument quality and information usefulness (Charo et al. <xref ref-type="bibr" rid="CIT0014">2015</xref>; Zhang &#x0026; Barnes <xref ref-type="bibr" rid="CIT0113">2019</xref>). It refers to the correctness and reliability of the information conveyed (Fanoberova &#x0026; Kuczkowska <xref ref-type="bibr" rid="CIT0032">2016</xref>). The usefulness of information also positively influences argument quality insofar as the relevance of the information addresses consumers&#x2019; needs (Bao &#x0026; Huang <xref ref-type="bibr" rid="CIT0009">2018</xref>). Generation Z consumers appreciate constantly updated information (timeliness) that is not overly polished and is as authentic (accurate) as possible (Viertola <xref ref-type="bibr" rid="CIT0105">2018</xref>). Electronic word-of-mouth reviews of a higher argument quality influence information usefulness (Charo et al. <xref ref-type="bibr" rid="CIT0014">2015</xref>; Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>), thereby supporting the second hypothesis &#x2013; that argument quality of eWOM reviews has a positive, significant influence on information usefulness.</p>
</sec>
<sec id="s20008">
<title>Information usefulness</title>
<p>Sussman and Siegal (<xref ref-type="bibr" rid="CIT0094">2003</xref>) affirmed that when the source of information is perceived to be credible and the quality of the argument is perceived to be good, information usefulness is enhanced. Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) proposed that the usefulness of information determines whether it addresses consumers&#x2019; needs successfully. If consumers see information as useful, they are more likely to accept the information from an eWOM review (Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>). Prior studies have confirmed this relationship (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0028">2016</xref>; Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>; Moran &#x0026; Muzellec <xref ref-type="bibr" rid="CIT0063">2017</xref>) and form the basis for the third hypothesis in this study &#x2013; that information usefulness has a positive, significant influence on eWOM adoption.</p>
</sec>
<sec id="s20009">
<title>Information adoption</title>
<p>Information adoption is defined as accepting and using information to influence a particular behavioural outcome (Sussman &#x0026; Siegal <xref ref-type="bibr" rid="CIT0094">2003</xref>). Several studies have explored the impact of information adoption on behavioural outcomes, such as purchase intention and purchase decision (Charo et al. <xref ref-type="bibr" rid="CIT0014">2015</xref>; Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0028">2016</xref>; Rahmi et al. <xref ref-type="bibr" rid="CIT0077">2016</xref>). In most cases, information adoption has a positive, significant effect on purchase intention and purchase decision. Nevertheless, very few studies have emphasised the brand-specific behavioural outcomes of brand engagement and brand loyalty. These studies have demonstrated that information adoption positively influences brand image and brand loyalty (Huang <xref ref-type="bibr" rid="CIT0040">2017</xref>; Islam &#x0026; Rahman <xref ref-type="bibr" rid="CIT0043">2016</xref>). Most Generation <italic>Z</italic> consumers are less likely to be loyal to brands unless they are authentic and genuine and reflect the consumers&#x2019; own values (Djafarova &#x0026; Bowes <xref ref-type="bibr" rid="CIT0024">2021</xref>; Hanbury <xref ref-type="bibr" rid="CIT0038">2019</xref>). Authenticity is more likely to lead to brand love&#x2013;a key driver of brand loyalty (Mody &#x0026; Hanks <xref ref-type="bibr" rid="CIT0062">2018</xref>). Brand love is the outcome of interest in this study and the relationship between information adoption and brand love is denoted by hypothesis four - that eWOM adoption has a positive, significant influence on brand love.</p>
</sec>
<sec id="s20010">
<title>Brand love</title>
<p>&#x2018;Brand love&#x2019; refers to the emotional attachment of a satisfied consumer to a brand (Bagozzi, Batra &#x0026; Ahuvia <xref ref-type="bibr" rid="CIT0008">2017</xref>; Karjaluoto, Munnukka &#x0026; Kiuru <xref ref-type="bibr" rid="CIT0048">2016</xref>). Brand love stems from positive emotions and experiences with a brand that creates positive attitudes towards that brand (Huang <xref ref-type="bibr" rid="CIT0040">2017</xref>; Taute et al. <xref ref-type="bibr" rid="CIT0096">2017</xref>). Having a positive attitude towards a brand encourages consumers to build long-term relationships with it and increases the likelihood that they will speak about the brand (Karjaluoto et al. <xref ref-type="bibr" rid="CIT0048">2016</xref>; Taute et al. <xref ref-type="bibr" rid="CIT0096">2017</xref>). Prior studies have proven that consumers who love their brands will share their positive evaluations through eWOM (Ismail &#x0026; Melewar <xref ref-type="bibr" rid="CIT0045">2015</xref>; Karjaluoto et al. <xref ref-type="bibr" rid="CIT0048">2016</xref>). Generation <italic>Z</italic> consumers prefer to receive information about brands through eWOM as they perceive this information to be genuine and authentic (Jenkins <xref ref-type="bibr" rid="CIT0046">2019</xref>). Having authentic information and feeling that the brand is genuine leads Generation <italic>Z</italic> consumers to love the brand (Mody &#x0026; Hanks <xref ref-type="bibr" rid="CIT0062">2018</xref>). Other important outcomes of brand love include brand loyalty, brand prestige and brand trust (B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu et al. <xref ref-type="bibr" rid="CIT0011">2018</xref>; Kazmi &#x0026; Khalique <xref ref-type="bibr" rid="CIT0049">2019</xref>). Despite the numerous studies on the impact of eWOM and brand love, most have been conducted in developed markets and very few focus on Generation <italic>Z</italic> consumers. Studies by Karjaluoto et al. (<xref ref-type="bibr" rid="CIT0048">2016</xref>) and Melewar (<xref ref-type="bibr" rid="CIT0060">2015</xref>) reviewed brand love as an antecedent of WOM, whilst this study provides insight into brand love as an outcome of eWOM. The reason for investigating eWOM as an antecedent of brand love is to assist marketers to stimulate postive eWOM to create brand love, which may lead to brand loyalty and retention. This is especially important in South Africa as brand switching is high amongst Generation <italic>Z</italic> consumers (Hanbury <xref ref-type="bibr" rid="CIT0038">2019</xref>; Priporas et al. <xref ref-type="bibr" rid="CIT0076">2017</xref>).</p>
<p>Based on the given discussion, the hypotheses are presented in <xref ref-type="fig" rid="F0001">Figure 1</xref>.</p>
</sec>
</sec>
<sec id="s0011">
<title>Research method and design</title>
<p>This study followed a positivist approach to obtain objective, quantifiable and observable data. Through a deductive approach, this study examined the influence of eWOM adoption on brand love. A descriptive, quantitative research design was selected to gain insight into the influence of the four IAM constructs on brand love. These constructs have been previously investigated in several empirical studies, including those by Charo et al. (<xref ref-type="bibr" rid="CIT0014">2015</xref>), Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) and Rahmi et al. (<xref ref-type="bibr" rid="CIT0077">2016</xref>), demonstrating that IAM influences behavioural outcomes such as purchase intention and purchase decision. However, the influence on brand love for Generation <italic>Z</italic> consumers in South Africa is yet to be discovered. Because there are numerous quantitative studies on IAM and eWOM, a descriptive rather than exploratory approach was deemed more suitable for this study, thus it used already developed scales. Hair et al. (<xref ref-type="bibr" rid="CIT0037">2015</xref>) stated that this type of research design is selected to gather large amounts of data to establish key patterns and statistical relationships. This ensures that the views of the population at large are accurately reflected.</p>
<sec id="s20012">
<title>Sampling</title>
<p>A non-probability, purposive sampling method was used to select the study sample. Purposive sampling is the most appropriate sampling technique to use when the scope of the study requires specific criteria to be met (Hair et al. <xref ref-type="bibr" rid="CIT0037">2015</xref>). The scope of this study jusitfied the need for specific criteria. The research topic is based on eWOM amongst Generation <italic>Z</italic> consumers in South Africa, therefore the respondents had to meet three main criteria. The first criterion required respondents to be between the ages of 18 and 25 years, as this is the age range of Generation <italic>Z</italic> consumers. Any respondent who did not fall within this age range was deemed unsuitable to complete the questionnaire. For the second criterion, it was discovered that most Generation <italic>Z</italic> consumers access eWOM via social media and to access eWOM on these social networks requires consumers to have a social media profile. The third criterion was for consumers to have seen an online comment or online review about a brand in the 6 months before the data were collected to ensure that they engaged with some form of eWOM. The sample was moreover selected from a highly populated and urbanised city in South Africa with the largest number of Generation <italic>Z</italic> consumers (StatsSA <xref ref-type="bibr" rid="CIT0091">2018</xref>). The selected city is also the technology hub of South Africa and most individuals living in this city have access to the internet (StatsSA <xref ref-type="bibr" rid="CIT0091">2018</xref>). In total, the sample consisted of 300 individuals who met the three criteria. The decision on sample size was based on the rule of thumb for conducting structural equation modelling: <italic>N</italic> &#x2265; 100 (In&#x2019;nami &#x0026; Koizumi <xref ref-type="bibr" rid="CIT0042">2013</xref>). Moreover, Kyriazos (<xref ref-type="bibr" rid="CIT0054">2018</xref>) posited that general goodness of fit indices are sensitive to sample size, thus larger samples yield more accurate results.</p>
</sec>
<sec id="s20013">
<title>Data collection</title>
<p>Paper-based, structured questionnaires were administered to obtain the data, as this allows for the measurement of a number of constructs using a large sample. It also makes it possible to distribute the questionnaires in a short space of time (Zikmund et al. <xref ref-type="bibr" rid="CIT0116">2017</xref>). The questionnaire commenced with a brief introduction to the study, followed by a consent form that outlined the ethical aspects of the study, including its risks and benefits, maintaining anonymity and confidentiality, being able to withdraw without any consequences and the storage of data.</p>
<p>The second section of the questionnaire asked respondents three screening questions: (1) Are you between the ages of 18 and 25 years, (2) Do you have a social media profile on any social media site? and (3) Have you seen an online comment or review about a brand in the past 6 months? If the respondent answered &#x2018;Yes&#x2019; to all three screening questions, they could complete the rest of the questionnaire.</p>
<p>The third section of the questionnaire was divided into three subsections: Section A pertained to demographics, Section B pertained to general social media behaviour and Section C used a five-point Likert-type scale to measure the five constructs of the study: source credibility, argument quality, information usefulness, information adoption and brand love. Respondents were asked to rate the extent to which they agreed with the statements, where 1 equalled &#x2018;strongly disagree&#x2019; and 5 equalled &#x2018;strongly agree&#x2019;. The scales in Section C were adopted from Sirithanaphonchai (<xref ref-type="bibr" rid="CIT0087">2017</xref>), Teng et al. (<xref ref-type="bibr" rid="CIT0097">2014</xref>) and Vernuccio et al. (<xref ref-type="bibr" rid="CIT0104">2015</xref>). The data were collected over a 4-week period by field workers who handed out the questionnaires in public areas in the selected city. They informed respondents of the reason for the study, as well as their rights, assuring them of confidentiality and anonymity. Ethical clearance for the study was obtained from the University of Joahnnesburg&#x2019;s ethics committee.</p>
</sec>
<sec id="s20014">
<title>Data analysis and results</title>
<p>Once the data had been collected, they were captured, coded and cleaned using SPSS version 25, yielding 284 usable questionnaires. To analyse the results from Section A (demographics) and Section B (general social media behaviour), descriptive statistics were used. Confirmatory factor analysis (CFA) was used to test the validity of the constructs obtained from previously developed scales through convergent and discriminant validity. The reliability of the constructs was tested using Cronbach&#x2019;s alpha and composite reliability. The conceptual model was then tested using structural equation modelling and the hypotheses were analysed using path modelling in AMOS version 25.</p>
<p>The 284 questionnaires were tested for normality using skewness and kurtosis, for which the data needed to lie between negative two and positive two and negative seven and positive seven, respectively (Pallant <xref ref-type="bibr" rid="CIT0070">2016</xref>). After performing the analysis on SPSS, it emerged that the data were normally distributed and falled within the above parameters. Therefore, parametric tests could be conducted.</p>
<p>The next section describes the process that was followed and the criteria that were considered to conduct the CFA.</p>
<p>To conduct CFA, a minimum sample size of 150 is required (Ainur et al. <xref ref-type="bibr" rid="CIT0001">2017</xref>). This study met this criterion as the sample comprised 284 respondents. Five data points for each scale item were used. Bartlett&#x2019;s test of sphericity should be significant (<italic>p</italic> &#x2264; 0.000) and the KMO value should be greater than 0.6 (Pallant <xref ref-type="bibr" rid="CIT0070">2016</xref>). For this study, the results of Bartlett&#x2019;s test proved significant and the KMO value was greater than 0.6. Thus, the criteria for sampling adequacy were met and the CFA was conducted. The CFA resulted in a five-factor solution: only eigenvalues above 1 were extracted and coefficients below 0.3 were excluded from the analysis. The five factors were (1) source credibility, (2) argument quality, (3) information usefulness, (4) information adoption and (5) brand love.</p>
<p>To test reliability, Cronbach&#x2019;s alpha and composite reliability tests were conducted. Cronbach&#x2019;s alpha and composite reliability values should be greater than or equal to 0.7 (Hair et al. <xref ref-type="bibr" rid="CIT0037">2015</xref>). As indicated in <xref ref-type="table" rid="T0001">Table 1</xref>, all the constructs were proven to be reliable because all the values were greater than 0.7. The validity of the constructs was also determined using convergent and discriminant validity. Shrestha (<xref ref-type="bibr" rid="CIT0086">2021</xref>) stated that for convergent validity, the average variance extracted (AVE) should be greater than 0.5. Based on the results in <xref ref-type="table" rid="T0001">Table 1</xref>, all indicators were above the satisfactory level of 0.5 and could therefore be regarded as valid.</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Factor analysis results.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Items or factors</th>
<th valign="top" align="center">Factor loadings</th>
<th valign="top" align="center">AVE</th>
<th valign="top" align="center">CR</th>
<th valign="top" align="center">Cronbach&#x2019;s &#x03B1;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>Source credibility</bold></td>
<td align="left"></td>
<td align="center">0.514</td>
<td align="center">0.808</td>
<td align="center">0.805</td>
</tr>
<tr>
<td align="left">SC1</td>
<td align="center">0.715</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SC2</td>
<td align="center">0.700</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SC3</td>
<td align="center">0.784</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">SC4</td>
<td align="center">0.664</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Argument quality</bold></td>
<td align="left"></td>
<td align="center">0.563</td>
<td align="center">0.886</td>
<td align="center">0.894</td>
</tr>
<tr>
<td align="left">AQ1</td>
<td align="center">0.750</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ2</td>
<td align="center">0.716</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ3</td>
<td align="center">0.722</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ4</td>
<td align="center">0.758</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ5</td>
<td align="center">0.756</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ6</td>
<td align="center">0.750</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Information usefulness</bold></td>
<td align="left"></td>
<td align="center">0.637</td>
<td align="center">0.896</td>
<td align="center">0.894</td>
</tr>
<tr>
<td align="left">IU1</td>
<td align="center">0.743</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IU2</td>
<td align="center">0.831</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IU3</td>
<td align="center">0.808</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IU4</td>
<td align="center">0.823</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IU5</td>
<td align="center">0.771</td>
<td align="left"></td>
<td align="left"></td>
<td align="left"></td>
</tr>
<tr>
<td align="left"><bold>eWOM adoption</bold></td>
<td align="left"></td>
<td align="center">0.549</td>
<td align="center">0.879</td>
<td align="center">0.877</td>
</tr>
<tr>
<td align="left">IA1</td>
<td align="center">0.709</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA2</td>
<td align="center">0.639</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA3</td>
<td align="center">0.737</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA4</td>
<td align="center">0.719</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA5</td>
<td align="center">0.799</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA6</td>
<td align="center">0.827</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left"><bold>Brand love</bold></td>
<td align="left"></td>
<td align="center">0.708</td>
<td align="center">0.923</td>
<td align="center">0.922</td>
</tr>
<tr>
<td align="left">BL1</td>
<td align="center">0.714</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">BL2</td>
<td align="center">0.879</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">BL3</td>
<td align="center">0.859</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">BL4</td>
<td align="center">0.909</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">BL5</td>
<td align="center">0.832</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>AVE, average variance extracted; CR, composite reliability.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>To measure discriminant validity, an inter-construct correlation matrix was used by calculating the square roots of the AVE. The first requirement for discriminant validity is for constructs to load high on themselves (R&#x00F6;nkk&#x00F6; &#x0026; Cho <xref ref-type="bibr" rid="CIT0080">2020</xref>). As indicated in <xref ref-type="table" rid="T0002">Table 2</xref>, all the constructs were loaded at the highest value, namely 1. The second requirement is to compare the square root of the AVE of each construct with each latent construct correlation. The square root of the AVE should be greater than its highest correlation with any other construct (Hair et al. <xref ref-type="bibr" rid="CIT0037">2015</xref>; Shrestha <xref ref-type="bibr" rid="CIT0086">2021</xref>). As shown in <xref ref-type="table" rid="T0002">Table 2</xref>, discriminant validity was confirmed.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Inter-construct correlation matrix.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Research constructs</th>
<th valign="top" align="center">SC</th>
<th valign="top" align="center">AQ</th>
<th valign="top" align="center">IU</th>
<th valign="top" align="center">IA</th>
<th valign="top" align="center">BL</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">SC</td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">AQ</td>
<td align="center">0.570<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IU</td>
<td align="center">0.359<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.480<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">1</td>
<td align="center">-</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">IA</td>
<td align="center">0.264<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.426<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.504<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">1</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">BL</td>
<td align="center">0.130<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.116<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.089<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">0.067<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>AQ, argument quality; BL, brand love; IA, eWOM adoption; IU, information usefulness; SC, Source credibility.</p></fn>
<fn id="TFN0001"><label>*</label><p>, denotes that the correlation is significant (<italic>p</italic>-value is 0.01).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s20015">
<title>Descriptive results and demographic profile</title>
<p>The descriptive statistics were analysed based on the data obtained from Sections A and B of the questionnaire. The results from Section A indicated that there was an almost equal split between males and females who completed the questionnaire, at 45.3&#x0025; and 54.4&#x0025;, respectively. Of the Generation <italic>Z</italic> consumers who were sampled, most had a university degree (46.2&#x0025;), followed by a high school certificate (30.8&#x0025;) and a diploma (17.1&#x0025;).</p>
<p>Section B of the questionnaire asked respondents about their social media behaviour. The results showed that 35.2&#x0025; of the respondents read online reviews and comments on Facebook, closely followed by 31&#x0025; who read them on Instagram. Of those who read online reviews and comments, 60.9&#x0025; do so daily and 20.4&#x0025; do so four to five times a week. Of those who read online reviews and comments, 34.2&#x0025; had been using their social media site to read them for 4&#x2013;6 years, followed by 30.6&#x0025; who had been reading them from 1 to 3 years. Respondents were then asked about which brand they read the most online reviews and to keep this brand in mind when answering Section C. These brands included Samsung, Apple, Huawei and Netflix. The results of Section C were then analysed.</p>
</sec>
<sec id="s20016">
<title>Structural equation modelling results</title>
<p>After completing the CFA, structural equation modelling was conducted to assess the proposed conceptual model. The results indicated a good fit between the data and the model: CMIN/DF = 2.392, GFI = 0.835, AGFI = 0.803, RMSEA = 0.070, NFI = 0.859, TLI = 0.903. The hypotheses were then examined and analysed using path analysis in AMOS version 25. Fan et al. (<xref ref-type="bibr" rid="CIT0031">2016</xref>) explained that path coefficients indicate the strength between the latent constructs, thus a higher value infers a stronger relationship. <italic>P</italic>-values were also analysed to determine whether or not the hypotheses could be supported. <italic>P</italic>-values marked with an  asterisk (*) denote the corresponding significance level. A summary of the hypotheses test results is provided in <xref ref-type="table" rid="T0003">Table 3</xref>.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Hypotheses test results.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Hypothesised relationship</th>
<th valign="top" align="center">Hypotheses</th>
<th valign="top" align="center">Path coefficient</th>
<th valign="top" align="center"><italic>p</italic></th>
<th valign="top" align="left">Supported or not supported</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">SC &#x2192; IU</td>
<td align="center">H1</td>
<td align="center">0.220</td>
<td align="center">0.018</td>
<td align="left">Not supported</td>
</tr>
<tr>
<td align="left">AQ &#x2192; IU</td>
<td align="center">H2</td>
<td align="center">0.530</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0002">*</xref></td>
<td align="left">Supported</td>
</tr>
<tr>
<td align="left">IU &#x2192; IA</td>
<td align="center">H3</td>
<td align="center">0.740</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0002">*</xref></td>
<td align="left">Supported</td>
</tr>
<tr>
<td align="left">IA &#x2192; BL</td>
<td align="center">H4</td>
<td align="center">0.270</td>
<td align="center"><xref ref-type="table-fn" rid="TFN0002">*</xref></td>
<td align="left">Supported</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>AQ, argument quality; BL, brand love; IA, eWOM adoption; IU, information usefulness; SC, Source credibility.</p></fn>
<fn id="TFN0002"><label>*</label><p>, denotes that the correlation is significant (<italic>p</italic>-value is 0.01).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s0017">
<title>Discussion</title>
<p>Overall, the results indicated that three of the four hypotheses could be accepted. Source credibility was shown to have an insignificant effect on information usefulness (<italic>&#x03B2;</italic> = 0.220, <italic>p</italic> = 0.018). This finding disproved most prior studies, including those of Erkan and Evans (<xref ref-type="bibr" rid="CIT0028">2016</xref>) and O&#x2019;Reilly et al. (<xref ref-type="bibr" rid="CIT0068">2016</xref>), who demonstrated that source credibility was essential to information usefulness. Conversely, argument quality was proven to have a positive, significant influence on information usefulness (<italic>&#x03B2;</italic> = 0.530, <italic>p</italic> = 0.01). This finding was in line with those of Charo et al. (<xref ref-type="bibr" rid="CIT0014">2015</xref>) and Hussain et al. (<xref ref-type="bibr" rid="CIT0041">2016</xref>), who stated that consumers who perceive eWOM to be of a higher quality find it more useful and relevant to their needs.</p>
<p>It is evident from the results that South African Generation <italic>Z</italic> consumers&#x2019; do not perceive the credibility of the source as being important to their perception of the usefulness of the information obtained from eWOM reviews. This suggests that the knowledge, expertise, reliability and experience of the source does not influence Generation <italic>Z</italic> consumers&#x2019; perception of the information usefulness of a brand. Therefore, marketers who target Generation <italic>Z</italic> consumers in South Africa should not concern themselves with the credibility of the source used to market a brand, but rather with the type of information shared. Information perceived as complete, comprehensive, correct, accurate and reliable increased argument quality, as demonstrated by the findings.</p>
<p>Higher perceived argument quality of eWOM reviews leads to the perception that the information is useful. Information perceived as useful is more likely to be adopted (Erkan &#x0026; Evans <xref ref-type="bibr" rid="CIT0028">2016</xref>; Hussain et al. <xref ref-type="bibr" rid="CIT0041">2016</xref>; Moran &#x0026; Muzellec <xref ref-type="bibr" rid="CIT0063">2017</xref>). The results of this study confirm that relationship, as information usefulness had a strong, significant, positive relationship with eWOM adoption (<italic>&#x03B2;</italic> = 0.740, <italic>p</italic> = 0.01). Information is perceived as useful if eWOM reviews are valuable, informative and helpful. Lastly, it was discovered that eWOM adoption had a significant, positive relationship with brand love; however, the relationship was weak (<italic>&#x03B2;</italic> = 0.270, <italic>p</italic> = 0.01). Brand love was determined by whether the brand made respondents feel good, awesome and happy. It was evident from the findings of this study that eWOM adoption had a weak effect on whether South African Generation <italic>Z</italic> consumers loved their brands. This finding presents new insights into the influence of eWOM on brand love, as prior studies on the topic are scant.</p>
</sec>
<sec id="s0018">
<title>Recommendations</title>
<p>The study&#x2019;s findings indicate that, overall, eWOM adoption influences South African Generation <italic>Z</italic> consumers, especially if there is high perceived argument quality, which increases the perceived usefulness of the information and thus the adoption of eWOM. Marketers can therefore harness the power of eWOM and devise strategies to target Generation <italic>Z</italic> consumers in South Africa more effectively. Recommended practices are listed here:</p>
<list list-type="bullet">
<list-item><p>using Facebook and Instagram, as these are the preferred social networks amongst Generation <italic>Z</italic> consumers in South Africa. Marketers should refer to these social networks to identify and target Generation <italic>Z</italic> consumers</p></list-item>
<list-item><p>sharing comprehensive, correct, accurate and reliable content about international brands, including large technology brands such as Samsung, Apple, Huawei and Netflix</p></list-item>
<list-item><p>encouraging the sharing of quality content (eWOM reviews) often, as most Generation <italic>Z</italic> consumers in South Africa read eWOM reviews daily. Marketers can use influencer marketing (Dunkley <xref ref-type="bibr" rid="CIT0027">2017</xref>) to encourage influencers with prior experience of a brand to share accurate, useful and timely content to enhance perceptions of good argument quality to increase the usefulness of the information conveyed.</p></list-item>
</list>
<p>Despite the weak relationship between eWOM adoption and brand love, the following is recommended:</p>
<list list-type="bullet">
<list-item><p>marketers can encourage influencers to share content that depicts them as feeling good and happy whilst using the brand to enhance the authenticity of the information conveyed. As suggested by Hanbury (<xref ref-type="bibr" rid="CIT0038">2019</xref>) and Djafarova and Bowes (<xref ref-type="bibr" rid="CIT0024">2021</xref>), Generation <italic>Z</italic> consumers avoid marketer-generated content, preferring authentic and genuine content generated by other consumers. Having authentic content increases the perceived argument quality of the eWOM. Better argument quality infers that information is useful and relevant, thereby encouraging Generation <italic>Z</italic> consumers to adopt eWOM. For some, this will positively affect their love of a brand.</p></list-item>
</list>
</sec>
<sec id="s0019">
<title>Limitations and future directions</title>
<p>As with all research, this study has limitations. Firstly, the sample was limited to one city in South Africa and so, it is not representative of all South Africans. Future research should consider geographic areas in South Africa that have the second- and third-highest internet usage rates in the country. Secondly, because of the quantitative nature of the study, gaining an in-depth understanding of why eWOM has a limited effect on brand love could not be achieved. Future studies could use a more qualitative approach to build on the existing study and so gain a deeper understanding of Generation <italic>Z</italic> consumers&#x2019; perceptions of eWOM and brand love. Thirdly, this study focussed on brand love in general and respondents were able to select any brand. Future studies of brand love could be applied to specific industries such as the fashion and beauty industry, where brand love is more apparent.</p>
</sec>
<sec id="s0020">
<title>Conclusion</title>
<p>This study investigated the influence of eWOM on brand love amongst Generation <italic>Z</italic> consumers in South Africa. It was discovered that Generation <italic>Z</italic> consumers adopt information conveyed through eWOM reviews provided there is high perceived argument quality. Despite their willingness to adopt the eWOM reviews, the findings revealed a positive yet weak relationship between eWOM and brand love. Marketers could use the results obtained from this study to encourage eWOM by using influencer marketing. Influencer marketing can enhance perceived argument quality, information usefulness and information adoption of eWOM, which will, to some extent, positively influence brand love amongst Generation <italic>Z</italic> consumers in South Africa.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<sec id="s20021" sec-type="COI-statement">
<title>Competing interests</title>
<p>The author has no financial or personal relationships that may have inappropriately influenced the writing of this article.</p>
</sec>
<sec id="s20022">
<title>Author&#x2019;s contributions</title>
<p>The author has met all the criteria for authorship, in accordance with the authorship policy and author contribution policy statement.</p>
</sec>
<sec id="s20023">
<title>Ethical considerations</title>
<p>Approval to conduct the study was obtained from the School of Consumer Intelligence and information systems ethics committee at the University of Johannesburg, ethical clearance code: 2019SCiiS14.</p>
</sec>
<sec id="s20024">
<title>Funding information</title>
<p>The author received no financial support for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s20025">
<title>Data availability</title>
<p>The data collected for this study remains under encrypted, password-protected files with the author. The data that support the findings of this study are available from the author upon reasonable request.</p>
</sec>
<sec id="s20026">
<title>Disclaimer</title>
<p>The views expressed in this article are the author&#x2019;s own and not an official position of the institution or funder.</p>
</sec>
</ack>
<ref-list id="references">
<title>References</title>
<ref id="CIT0001"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ainur</surname>, <given-names>A.K</given-names></string-name>., <string-name><surname>Sayang</surname>, <given-names>M.D</given-names></string-name>., <string-name><surname>Jannoo</surname>, <given-names>Z</given-names></string-name>. &#x0026; <string-name><surname>Yap</surname>, <given-names>B.W</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Sample size and non-normality effects on goodness of fit measures in structural equation models</article-title>&#x2019;, <source><italic>Pertanika Journal of Science &#x0026; Technology</italic></source> <volume>25</volume>(<issue>2</issue>), <fpage>575</fpage>&#x2013;<lpage>586</lpage>.</mixed-citation></ref>
<ref id="CIT0002"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Alanko</surname>, <given-names>P.J</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Mapping eWOM effectiveness for Generation Z consumers: An integrative approach</article-title>&#x2019;, <comment>Master&#x2019;s thesis, Dept. of Marketing</comment>, <publisher-name>Hanken School of Economics</publisher-name>, <publisher-loc>Helsinki</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0003"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Amadeo</surname>, <given-names>K</given-names></string-name></person-group>., <year>2020</year>, <source><italic>Emerging market countries and their five defining characteristics</italic></source>, <comment>viewed 05 March 2021, from <ext-link ext-link-type="uri" xlink:href="https://www.thebalance.com/what-are-emerging-markets-3305927">https://www.thebalance.com/what-are-emerging-markets-3305927</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0004"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Amankwah-Amoah</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Boso</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Debrah</surname>, <given-names>Y.A</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Africa rising in an emerging world: An international marketing perspective</article-title>&#x2019;, <source><italic>International Marketing Review</italic></source> <volume>35</volume>(<issue>4</issue>), <fpage>550</fpage>&#x2013;<lpage>559</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/IMR-02-2017-0030">https://doi.org/10.1108/IMR-02-2017-0030</ext-link></comment></mixed-citation></ref>
<ref id="CIT0005"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Aregbeshola</surname>, <given-names>R.A</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>The machination of foreign direct investment flow to emerging markets: A focus on Africa</article-title>&#x2019;, <source><italic>African Journal of Economic and Management Studies</italic></source> <volume>9</volume>(<issue>4</issue>), <fpage>430</fpage>&#x2013;<lpage>448</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/AJEMS-12-2017-0313">https://doi.org/10.1108/AJEMS-12-2017-0313</ext-link></comment></mixed-citation></ref>
<ref id="CIT0006"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Asongu</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Akpan</surname>, <given-names>U.S</given-names></string-name>. &#x0026; <string-name><surname>Isihak</surname>, <given-names>S.R</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Determinants of foreign direct investment in fast-growing economies: Evidence from the BRICS and MINT countries</article-title>&#x2019;, <source><italic>Financial Innovation</italic></source> <volume>4</volume>(<issue>1</issue>), <fpage>26</fpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s40854-018-0114-0">https://doi.org/10.1186/s40854-018-0114-0</ext-link></comment></mixed-citation></ref>
<ref id="CIT0007"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ayuni</surname>, <given-names>R.F</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The online shopping habits and e-loyalty of Gen Z as natives in the digital era</article-title>&#x2019;, <source><italic>Journal of Indonesian Economy and Business</italic></source> <volume>34</volume>(<issue>2</issue>), <fpage>168</fpage>&#x2013;<lpage>184</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.22146/jieb.39848">https://doi.org/10.22146/jieb.39848</ext-link></comment></mixed-citation></ref>
<ref id="CIT0008"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bagozzi</surname>, <given-names>R.P</given-names></string-name>., <string-name><surname>Batra</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Ahuvia</surname>, <given-names>A</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Brand love: Development and validation of a practical scale</article-title>&#x2019;, <source><italic>Marketing Letters</italic></source> <volume>28</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11002-016-9406-1">https://doi.org/10.1007/s11002-016-9406-1</ext-link></comment></mixed-citation></ref>
<ref id="CIT0009"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bao</surname>, <given-names>Z</given-names></string-name>. &#x0026; <string-name><surname>Haung</surname>, <given-names>T</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Exploring stickiness intention of B2C online shopping malls: A perspective from information quality</article-title>&#x2019;, <source><italic>International Journal of Web Information Systems</italic></source> <volume>14</volume>(<issue>22</issue>), <fpage>177</fpage>&#x2013;<lpage>192</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/IJWIS-10-2017-0071">https://doi.org/10.1108/IJWIS-10-2017-0071</ext-link></comment></mixed-citation></ref>
<ref id="CIT0010"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bhandari</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Rodgers</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Pan</surname>, <given-names>P.L</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Brand feedback to negative eWOM messages: Effects of stability and controllability of problem causes on brand attitudes and purchase intentions</article-title>&#x2019;, <source><italic>Telematics and Informatics</italic></source><volume>58</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.tele.2020.101522">https://doi.org/10.1016/j.tele.2020.101522</ext-link></comment></mixed-citation></ref>
<ref id="CIT0011"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>B&#x0131;&#x00E7;akc&#x0131;o&#x011F;lu</surname>, <given-names>N</given-names></string-name>., <string-name><surname>&#x0130;pek</surname>, <given-names>&#x0130;</given-names></string-name>. &#x0026; <string-name><surname>Bayraktaro&#x011F;lu</surname>, <given-names>G</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Antecedents and outcomes of brand love: The mediating role of brand loyalty</article-title>&#x2019;, <source><italic>Journal of Marketing Communications</italic></source> <volume>24</volume>(<issue>8</issue>), <fpage>863</fpage>&#x2013;<lpage>877</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13527266.2016.1244108">https://doi.org/10.1080/13527266.2016.1244108</ext-link></comment></mixed-citation></ref>
<ref id="CIT0012"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Bigne</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Andreu</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Perez</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Ruiz</surname>, <given-names>C</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Brand love is all around: Loyalty behaviour, active and passive social media users</article-title>&#x2019;, <source><italic>Current Issues in Tourism</italic></source><volume>23</volume>(<issue>13</issue>), <fpage>1</fpage>&#x2013;<lpage>18</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13683500.2019.1631760">https://doi.org/10.1080/13683500.2019.1631760</ext-link></comment></mixed-citation></ref>
<ref id="CIT0013"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Bruns</surname>, <given-names>I</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>&#x201C;Trust&#x201D; and &#x201C;perceived authenticity&#x201D; in social media driven influencer marketing and their influence on intentions-to-buy of 18 to 24-year-olds in Ireland</article-title>&#x2019;, <comment>PhD thesis</comment>, <publisher-name>Dublin Business School</publisher-name>.</mixed-citation></ref>
<ref id="CIT0014"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Charo</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Sharma</surname>, <given-names>P</given-names></string-name>., <string-name><surname>Shaikh</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Haseeb</surname>, <given-names>A</given-names></string-name>.&#x0026; <string-name><surname>Sufya</surname>, <given-names>M.Z</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Determining the impact of eWOM on brand image and purchase intention through adoption of online opinions</article-title>&#x2019;, <source><italic>International Journal of Humanities and Management Sciences</italic></source> <volume>3</volume>(<issue>1</issue>), <fpage>41</fpage>&#x2013;<lpage>46</lpage>.</mixed-citation></ref>
<ref id="CIT0015"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chetty</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Qigui</surname>, <given-names>L</given-names></string-name>., <string-name><surname>Gcora</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Josie</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Wenwei</surname>, <given-names>L</given-names></string-name>. &#x0026; <string-name><surname>Fang</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Bridging the digital divide: Measuring digital literacy</article-title>&#x2019;, <source><italic>Economics: The Open-Access, Open-Assessment E-Journal</italic></source> <volume>12</volume>(<issue>23</issue>), <fpage>1</fpage>&#x2013;<lpage>20</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5018/economics-ejournal.ja.2018-23">https://doi.org/10.5018/economics-ejournal.ja.2018-23</ext-link></comment></mixed-citation></ref>
<ref id="CIT0016"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Chong</surname>, <given-names>A.Y.L</given-names></string-name>., <string-name><surname>Khong</surname>, <given-names>K.W</given-names></string-name>., <string-name><surname>Ma</surname>, <given-names>T</given-names></string-name>., <string-name><surname>McCabe</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Wang</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Analyzing key influences of tourists&#x2019; acceptance of online reviews in travel decisions</article-title>&#x2019;, <source><italic>Internet Research</italic></source> <volume>28</volume>(<issue>3</issue>), <fpage>564</fpage>&#x2013;<lpage>586</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/IntR-05-2017-0212">https://doi.org/10.1108/IntR-05-2017-0212</ext-link></comment></mixed-citation></ref>
<ref id="CIT0017"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Corporate Finance Institute</collab></person-group>, <year>2021</year>, <source><italic>What is an emerging market economy</italic></source>? <comment>viewed 05 March 2021, from <ext-link ext-link-type="uri" xlink:href="https://corporatefinanceinstitute.com/resources/knowledge/economics/emerging-market-economy/">https://corporatefinanceinstitute.com/resources/knowledge/economics/emerging-market-economy/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0018"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Cronje</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Jacobs</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Retief</surname>, <given-names>A</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Black urban consumers&#x2019; status consumption of clothing brands in the emerging South African market</article-title>&#x2019;, <source><italic>International Journal of Consumer Studies</italic></source> <volume>40</volume>(<issue>6</issue>), <fpage>754</fpage>&#x2013;<lpage>764</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/ijcs.12293">https://doi.org/10.1111/ijcs.12293</ext-link></comment></mixed-citation></ref>
<ref id="CIT0019"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Cruz</surname>, <given-names>M.M.M.D</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Generation Z: Influencers of decision-making processes: The influence of WOM and peer interaction in the decision-making process</article-title>&#x2019;, <comment>PhD thesis</comment>, <publisher-name>Universidade Catolica Portuguesa</publisher-name>.</mixed-citation></ref>
<ref id="CIT0020"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Davis</surname>, <given-names>F.D</given-names></string-name></person-group>., <year>1989</year>, &#x2018;<article-title>Perceived usefulness, perceived ease of use and user acceptance of information technology</article-title>&#x2019;, <source><italic>MIS Quarterly</italic></source> <volume>13</volume>(<issue>3</issue>), <fpage>319</fpage>&#x2013;<lpage>340</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2307/249008">https://doi.org/10.2307/249008</ext-link></comment></mixed-citation></ref>
<ref id="CIT0021"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Debb</surname>, <given-names>S.M</given-names></string-name>., <string-name><surname>Schaffer</surname>, <given-names>D.R</given-names></string-name>. &#x0026; <string-name><surname>Colson</surname>, <given-names>D.G</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>A reverse digital divide: Comparing information security behaviours of generation Y and generation Z adults</article-title>&#x2019;, <source><italic>International Journal of Cybersecurity Intelligence &#x0026; Cybercrime</italic></source> <volume>3</volume>(<issue>1</issue>), <fpage>42</fpage>&#x2013;<lpage>55</lpage>.</mixed-citation></ref>
<ref id="CIT0022"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Deloitte</collab></person-group>, <year>2014</year>, <source><italic>The Deloitte consumer review Africa: A 21st century review</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www2.deloitte.com/content/dam/Deloitte/ng/Documents/consumer-business/the-deloitte-consumer-review-africa-a-21st-century-view.pdf">https://www2.deloitte.com/content/dam/Deloitte/ng/Documents/consumer-business/the-deloitte-consumer-review-africa-a-21st-century-view.pdf</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0023"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Diaz</surname>, <given-names>J</given-names></string-name></person-group>., <year>2019</year>, <source><italic>How is business responding to a generation who prefers loyalty to novelty?</italic></source> <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.bizcommunity.com/Article/196/20/190981.html">https://www.bizcommunity.com/Article/196/20/190981.html</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0024"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Djafarova</surname>, <given-names>E</given-names></string-name>. &#x0026; <string-name><surname>Bowes</surname>, <given-names>T</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>&#x201C;Instagram made me buy it&#x201D;: Generation Z impulse purchases in fashion industry</article-title>&#x2019;, <source><italic>Journal of Retailing and Consumer Services</italic></source><volume>59</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>9</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jretconser.2020.102345">https://doi.org/10.1016/j.jretconser.2020.102345</ext-link></comment></mixed-citation></ref>
<ref id="CIT0025"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Duffett</surname>, <given-names>R.G</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Influence of social media marketing communications on young consumers&#x2019; attitudes</article-title>&#x2019;, <source><italic>Young Consumers</italic></source> <volume>18</volume>(<issue>1</issue>), <fpage>19</fpage>&#x2013;<lpage>39</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/YC-07-2016-00622">https://doi.org/10.1108/YC-07-2016-00622</ext-link></comment></mixed-citation></ref>
<ref id="CIT0026"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Duffett</surname>, <given-names>R.G</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>The YouTube marketing communication effect on cognitive, affective and behavioural attitudes among Generation Z consumers</article-title>&#x2019;, <source><italic>Sustainability</italic></source><volume>12</volume>(<issue>12</issue>), <fpage>1</fpage>&#x2013;<lpage>25</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/su12125075">https://doi.org/10.3390/su12125075</ext-link></comment></mixed-citation></ref>
<ref id="CIT0027"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Dunkley</surname>, <given-names>L</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Reaching Generation Z: Harnessing the power of digital influencers in film publicity</article-title>&#x2019;, <source><italic>Journal of Promotional Communications</italic></source> <volume>5</volume>(<issue>1</issue>), <fpage>30</fpage>&#x2013;<lpage>39</lpage>.</mixed-citation></ref>
<ref id="CIT0028"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Erkan</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Evans</surname>, <given-names>C</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>The influence of eWOM in social media on consumers&#x2019; purchase intentions: An extended approach to information adoption</article-title>&#x2019;, <source><italic>Computers in HumanBehaviour</italic></source> <volume>61</volume>(<issue>1</issue>), <fpage>47</fpage>&#x2013;<lpage>55</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2016.03.003">https://doi.org/10.1016/j.chb.2016.03.003</ext-link></comment></mixed-citation></ref>
<ref id="CIT0029"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Erkan</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Evans</surname>, <given-names>C</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Social media or shopping websites? The influence of eWOM on consumers&#x2019; online purchase intentions</article-title>&#x2019;, <source><italic>Journal of Marketing Communications</italic></source> <volume>24</volume>(<issue>6</issue>), <fpage>617</fpage>&#x2013;<lpage>632</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13527266.2016.1184706">https://doi.org/10.1080/13527266.2016.1184706</ext-link></comment></mixed-citation></ref>
<ref id="CIT0030"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Euromonitor</collab></person-group>, <year>2018</year>, <source><italic>Generation Z: The next wave of consumers</italic></source>, <comment>viewed 13 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://blog.euromonitor.com/generation-z-next-wave-consumers/">https://blog.euromonitor.com/generation-z-next-wave-consumers/</ext-link></comment></mixed-citation></ref>
<ref id="CIT0031"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Fan</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Chen</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Shirkey</surname>, <given-names>G</given-names></string-name>., <string-name><surname>John</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Wu</surname>, <given-names>S.R</given-names></string-name>., <string-name><surname>Park</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Shao</surname>, <given-names>C</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Applications of structural equation modeling (SEM) in ecological studies: An updated review</article-title>&#x2019;, <source><italic>Ecological Processes</italic></source> <volume>5</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/s13717-016-0063-3">https://doi.org/10.1186/s13717-016-0063-3</ext-link></comment></mixed-citation></ref>
<ref id="CIT0032"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Fanoberova</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Kuczkowska</surname>, <given-names>H</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Effects of source credibility and information quality on attitudes and purchase intentions of apparel products: A quantitative study of online shopping among consumers in Sweden</article-title>&#x2019;, <comment>Master&#x2019;s thesis</comment>, <publisher-name>Ume&#x00E5; School of Business and Economics</publisher-name>, <publisher-loc>Ume&#x00E5;</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0033"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ferreira</surname>, <given-names>F</given-names></string-name>. &#x0026; <string-name><surname>Barbosa</surname>, <given-names>B</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Consumers&#x2019; attitude toward Facebook advertising</article-title>&#x2019;, <source><italic>International Journal of Electronic Marketing and Retailing</italic></source> <volume>8</volume>(<issue>1</issue>), <fpage>45</fpage>&#x2013;<lpage>57</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1504/IJEMR.2017.083552">https://doi.org/10.1504/IJEMR.2017.083552</ext-link></comment></mixed-citation></ref>
<ref id="CIT0034"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Florenthal</surname>, <given-names>B</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Young consumers&#x2019; motivational drivers of brand engagement behaviour on social media sites</article-title>&#x2019;, <source><italic>Journal of Research in Interactive Marketing</italic></source> <volume>13</volume>(<issue>1</issue>), <fpage>351</fpage>&#x2013;<lpage>391</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JRIM-05-2018-0064">https://doi.org/10.1108/JRIM-05-2018-0064</ext-link></comment></mixed-citation></ref>
<ref id="CIT0035"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Fourie</surname>, <given-names>J</given-names></string-name></person-group>., <year>2017</year>, <source><italic>Why #DataMustFall</italic></source>, <comment>viewed 11 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.fin24.com/Finweek/Opinion/why-datamustfall-20170825">https://www.fin24.com/Finweek/Opinion/why-datamustfall-20170825</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0036"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Gomo</surname>, <given-names>C</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Government transfers, income inequality and poverty in South Africa</article-title>&#x2019;, <source><italic>International Journal of Social Economics</italic></source> <volume>46</volume>(<issue>12</issue>), <fpage>1349</fpage>&#x2013;<lpage>1368</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/IJSE-09-2018-0458">https://doi.org/10.1108/IJSE-09-2018-0458</ext-link></comment></mixed-citation></ref>
<ref id="CIT0037"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Hair</surname>, <given-names>J.F</given-names></string-name>., <string-name><surname>Black</surname>, <given-names>W.C</given-names></string-name>., <string-name><surname>Babin</surname>, <given-names>B.J</given-names></string-name>. &#x0026; <string-name><surname>Anderson</surname>, <given-names>R.E</given-names></string-name></person-group>., <year>2015</year>, <source><italic>Multivariate data analysis</italic></source>, <edition>7th</edition> edn., <publisher-name>Pearson Education</publisher-name>, <publisher-loc>Noida</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0038"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Hanbury</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Gen Z is leading an evolution in shopping that could kill brands as we know them</italic></source>, <comment>viewed 13 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.businessinsider.com/gen-z-shopping-habits-kill-brands-2019-7?IR=T">https://www.businessinsider.com/gen-z-shopping-habits-kill-brands-2019-7?IR=T</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0039"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Hodgson</surname>, <given-names>A.N</given-names></string-name></person-group>., <year>2018</year>, <source><italic>Generation Z, the next wave of consumers</italic></source>, <comment>viewed 03 March 2021, from <ext-link ext-link-type="uri" xlink:href="https://blog.euromonitor.com/generation-z-next-wave-consumers/">https://blog.euromonitor.com/generation-z-next-wave-consumers/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0040"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Huang</surname>, <given-names>C.C</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>The impacts of brand experiences on brand loyalty: Mediators of brand love and trust</article-title>&#x2019;, <source><italic>Management Decision</italic></source> <volume>55</volume>(<issue>5</issue>), <fpage>915</fpage>&#x2013;<lpage>934</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/MD-10-2015-0465">https://doi.org/10.1108/MD-10-2015-0465</ext-link></comment></mixed-citation></ref>
<ref id="CIT0041"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Hussain</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Ahmed</surname>, <given-names>W</given-names></string-name>., <string-name><surname>Jafar</surname>, <given-names>R.M.S</given-names></string-name>., <string-name><surname>Rabnawaz</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Akhtar</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Jianzhou</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Electronic word of mouth communications and consumer&#x2019;s information adoption on the Internet</article-title>&#x2019;, <conf-name>IEEE International Conference on Computer Communication and the Internet (ICCCI)</conf-name>, <conf-loc>Wuhan</conf-loc>, <conf-date>October 13&#x2013;15, 2016</conf-date>, pp. <fpage>493</fpage>&#x2013;<lpage>497</lpage>.</mixed-citation></ref>
<ref id="CIT0042"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>In&#x2019;nami</surname>, <given-names>Y</given-names></string-name>. &#x0026; <string-name><surname>Koizumi</surname>, <given-names>R</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Review of sample size for structural equation models in second language testing and learning research: A Monte Carlo approach</article-title>&#x2019;, <source><italic>International Journal of Testing</italic></source> <volume>13</volume>(<issue>4</issue>), <fpage>329</fpage>&#x2013;<lpage>353</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15305058.2013.806925">https://doi.org/10.1080/15305058.2013.806925</ext-link></comment></mixed-citation></ref>
<ref id="CIT0043"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Islam</surname>, <given-names>J.U</given-names></string-name>. &#x0026; <string-name><surname>Rahman</surname>, <given-names>Z</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Examining the effects of brand love and brand image on customer engagement: An empirical study of fashion apparel brands</article-title>&#x2019;, <source><italic>Journal of Global Fashion Marketing</italic></source> <volume>7</volume>(<issue>1</issue>), <fpage>45</fpage>&#x2013;<lpage>59</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/20932685.2015.1110041">https://doi.org/10.1080/20932685.2015.1110041</ext-link></comment></mixed-citation></ref>
<ref id="CIT0044"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ismagilova</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Slade</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Rana</surname>, <given-names>N.P</given-names></string-name>. &#x0026; <string-name><surname>Dwivedi</surname>, <given-names>Y.K</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The effect of characteristics of source credibility on consumer behaviour: A meta-analysis</article-title>&#x2019;, <source><italic>Journal of Retailing and Consumer Services</italic></source> <volume>53</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>20</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jretconser.2019.01.005">https://doi.org/10.1016/j.jretconser.2019.01.005</ext-link></comment></mixed-citation></ref>
<ref id="CIT0045"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Ismail</surname>, <given-names>A.R</given-names></string-name>. &#x0026; <string-name><surname>Melewar</surname>, <given-names>T.C</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<chapter-title>Binational study of the impact of brand image, brand personality and brand love on word of mouth: The case of fashion brands in UK and Switzerland</chapter-title>&#x2019;, in <person-group person-group-type="editor"><string-name><given-names>L</given-names>. <surname>Robinson</surname>, <suffix>Jr.</suffix></string-name> (eds.)</person-group>, <source><italic>Marketing dynamism &#x0026; sustainability: Things change, things stay the same&#x2026;. Developments in marketing science: Proceedings of the Academy of Marketing Science</italic></source>, <publisher-name>Springer</publisher-name>, <publisher-loc>Cham</publisher-loc>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/978-3-319-10912-1_151">https://doi.org/10.1007/978-3-319-10912-1_151</ext-link></comment></mixed-citation></ref>
<ref id="CIT0046"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Jenkins</surname>, <given-names>R</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Marketing to Generation Z? Here&#x2019;s what you need to know</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.inc.com/ryan-jenkins/marketing-to-generation-z-heres-what-you-need-to-know.html">https://www.inc.com/ryan-jenkins/marketing-to-generation-z-heres-what-you-need-to-know.html</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0047"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Jordaan</surname>, <given-names>L</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Brand me, Gen Z: Marketing from millenials to centennials</italic></source>, <comment>viewed 02 March 2021, from <ext-link ext-link-type="uri" xlink:href="https://themediaonline.co.za/2019/08/brand-me-gen-z-marketing-from-millennials-to-centennials/">https://themediaonline.co.za/2019/08/brand-me-gen-z-marketing-from-millennials-to-centennials/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0048"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Karjaluoto</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Munnukka</surname>, <given-names>J</given-names></string-name>. &#x0026; <string-name><surname>Kiuru</surname>, <given-names>K</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Brand love and positive word of mouth: The moderating effects of experience and price</article-title>&#x2019;, <source><italic>Journal of Product &#x0026; Brand Management</italic></source> <volume>25</volume>(<issue>6</issue>), <fpage>527</fpage>&#x2013;<lpage>537</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JPBM-03-2015-0834">https://doi.org/10.1108/JPBM-03-2015-0834</ext-link></comment></mixed-citation></ref>
<ref id="CIT0049"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kazmi</surname>, <given-names>S.H.A</given-names></string-name>. &#x0026; <string-name><surname>Khalique</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Brand experience and mediating roles of brand love, brand prestige and brand trust</article-title>&#x2019;, <source><italic>Market Forces</italic></source> <volume>14</volume>(<issue>2</issue>), <fpage>78</fpage>&#x2013;<lpage>98</lpage>.</mixed-citation></ref>
<ref id="CIT0050"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Kemp</surname>, <given-names>S</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Digital South Africa</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://datareportal.com/reports/digital-2019-south-africa">https://datareportal.com/reports/digital-2019-south-africa</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0051"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Killian</surname>, <given-names>D</given-names></string-name>., <string-name><surname>Kabanda</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Kilian</surname>, <given-names>D</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Mobile payments in South Africa: Middle income earners&#x2019; perspective</article-title>&#x2019;, <conf-name>Proceedings for the 21st Pacific Asia Conference on Information Systems</conf-name>, <conf-loc>Langkawi, Kedah</conf-loc>, <conf-date>October 19, 2017</conf-date>, pp. <fpage>1</fpage>&#x2013;<lpage>13</lpage>.</mixed-citation></ref>
<ref id="CIT0052"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kim</surname>, <given-names>A.J</given-names></string-name>. &#x0026; <string-name><surname>Johnson</surname>, <given-names>K.K</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Power of consumers using social media: Examining the influences of brand-related user-generated content on Facebook</article-title>&#x2019;, <source><italic>Computers in Human Behaviour</italic></source> <volume>58</volume>(<issue>1</issue>), <fpage>98</fpage>&#x2013;<lpage>108</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2015.12.047">https://doi.org/10.1016/j.chb.2015.12.047</ext-link></comment></mixed-citation></ref>
<ref id="CIT0053"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kowalczyk</surname>, <given-names>C.M</given-names></string-name>. &#x0026; <string-name><surname>Pounders</surname>, <given-names>K.R</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Transforming celebrities through social media: The role of authenticity and emotional attachment</article-title>&#x2019;, <source><italic>Journal of Product &#x0026; Brand Management</italic></source> <volume>25</volume>(<issue>4</issue>), <fpage>345</fpage>&#x2013;<lpage>356</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JPBM-09-2015-0969">https://doi.org/10.1108/JPBM-09-2015-0969</ext-link></comment></mixed-citation></ref>
<ref id="CIT0054"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Kyriazos</surname>, <given-names>T.A</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Applied psychometrics: Sample size and sample power considerations in factor analysis (EFA, CFA) and SEM in general</article-title>&#x2019;, <source><italic>Psychology</italic></source> <volume>9</volume>(<issue>8</issue>), <fpage>2207</fpage>&#x2013;<lpage>2227</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4236/psych.2018.98126">https://doi.org/10.4236/psych.2018.98126</ext-link></comment></mixed-citation></ref>
<ref id="CIT0055"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Loveland</surname>, <given-names>E</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Instant generation</article-title>&#x2019;, <source><italic>Journal of College Admission</italic></source> <volume>235</volume>(<issue>1</issue>), <fpage>34</fpage>&#x2013;<lpage>38</lpage>.</mixed-citation></ref>
<ref id="CIT0056"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Malapane</surname>, <given-names>T.A</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>A risk analysis of e-commerce: A case of South African online shopping space</article-title>&#x2019;, <conf-name>2019 Systems and Information Engineering Design Symposium (SIEDS), IEEE</conf-name>, <conf-date>April 26</conf-date>, <conf-loc>Charlottesville, VA</conf-loc>, pp. <fpage>1</fpage>&#x2013;<lpage>6</lpage>.</mixed-citation></ref>
<ref id="CIT0057"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Masekesa</surname>, <given-names>F</given-names></string-name></person-group>., <year>2020</year>, <source><italic>Nigeria, South Africa and Kenya dominate the e-commerce industry in sub-Saharan Africa</italic></source>, <comment>viewed 11 May 2020, from <ext-link ext-link-type="uri" xlink:href="http://www.theasianbanker.com/updates-and-articles/nigeria,-south-africa-and-kenya-dominate-the-e-commerce-industry-in-sub-saharan-africa">http://www.theasianbanker.com/updates-and-articles/nigeria,-south-africa-and-kenya-dominate-the-e-commerce-industry-in-sub-saharan-africa</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0058"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Masipa</surname>, <given-names>T.S</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>The relationship between foreign direct investment and economic growth in South Africa: Vector error correction analysis</article-title>&#x2019;, <source><italic>Acta Commercii</italic></source><volume>18</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>8</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/ac.v18i1.466">https://doi.org/10.4102/ac.v18i1.466</ext-link></comment></mixed-citation></ref>
<ref id="CIT0059"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Mehta</surname>, <given-names>R</given-names></string-name>. &#x0026; <string-name><surname>Dixit</surname>, <given-names>G</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Consumer decision making styles in developed and developing markets: A cross-country comparison</article-title>&#x2019;, <source><italic>Journal of Retailing and Consumer Services</italic></source> <volume>33</volume>(<issue>1</issue>), <fpage>202</fpage>&#x2013;<lpage>208</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jretconser.2016.09.002">https://doi.org/10.1016/j.jretconser.2016.09.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0060"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Melewar</surname>, <given-names>T. C</given-names></string-name>., <string-name><surname>Nguyen</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Merrilees</surname>, <given-names>B</given-names></string-name>., <string-name><surname>Garg</surname>, <given-names>R</given-names></string-name>., <string-name><surname>Mukherjee</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Biswas</surname>, <given-names>S</given-names></string-name>. &#x0026; <string-name><surname>Kataria</surname>, <given-names>A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>An investigation of antecedents and consequences of brand love in India</article-title>&#x2019;, <source><italic>Asia-Pacific Journal of Business Administration</italic></source>, <volume>7</volume>(<issue>3</issue>), <fpage>174</fpage>&#x2013;<lpage>196</lpage>.</mixed-citation></ref>
<ref id="CIT0061"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Meyer</surname>, <given-names>D.F</given-names></string-name>. &#x0026; <string-name><surname>Habanabakize</surname>, <given-names>T</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>An analysis of the relationship between foreign direct investment (FDI), political risk and economic growth in South Africa</article-title>&#x2019;, <source><italic>Business &#x0026; Economic Horizons</italic></source> <volume>14</volume>(<issue>4</issue>), <fpage>789</fpage>&#x2013;<lpage>817</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.15208/beh.2018.54">https://doi.org/10.15208/beh.2018.54</ext-link></comment></mixed-citation></ref>
<ref id="CIT0062"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Mody</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Hanks</surname>, <given-names>L</given-names></string-name></person-group>., <year>2018</year>, <source><italic>Consumption authenticity in the age of the sharing economy: The key to creating loyal customers who love your brand</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://open.bu.edu/bitstream/handle/2144/26399/Fall&#x0025;202017&#x0025;20Conference&#x0025;20Final&#x0025;20Submission&#x0025;20-&#x0025;20Mody&#x0025;20&#x0026;&#x0025;20Hanks&#x0025;20-&#x0025;20081617.pdf?sequence=1">https://open.bu.edu/bitstream/handle/2144/26399/Fall&#x0025;202017&#x0025;20Conference&#x0025;20Final&#x0025;20Submission&#x0025;20-&#x0025;20Mody&#x0025;20&#x0026;&#x0025;20Hanks&#x0025;20-&#x0025;20081617.pdf?sequence=1</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0063"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Moran</surname>, <given-names>G</given-names></string-name>. &#x0026; <string-name><surname>Muzellec</surname>, <given-names>L</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>eWOM credibility on social networking sites: A framework</article-title>&#x2019;, <source><italic>Journal of Marketing Communications</italic></source> <volume>23</volume>(<issue>2</issue>), <fpage>149</fpage>&#x2013;<lpage>161</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/13527266.2014.969756">https://doi.org/10.1080/13527266.2014.969756</ext-link></comment></mixed-citation></ref>
<ref id="CIT0064"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Mou</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Cohen</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Dou</surname>, <given-names>Y</given-names></string-name>. &#x0026; <string-name><surname>Zhang</surname>, <given-names>B</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Predicting buyers&#x2019; repurchase intentions in cross-border e-commerce: A valence framework perspective</article-title>&#x2019;, <conf-name>Proceedings of the European conference for information systems</conf-name>, <conf-loc>Braga</conf-loc>, <conf-date>June 5&#x2013;10, 2017</conf-date>, pp. <fpage>2382</fpage>&#x2013;<lpage>2394</lpage>.</mixed-citation></ref>
<ref id="CIT0065"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Munsch</surname>, <given-names>A</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Millennial and Generation Z digital marketing communication and advertising effectiveness: A qualitative exploration</article-title>&#x2019;, <source><italic>Journal of Global Scholars of Marketing Science</italic></source><volume>31</volume>(<issue>1</issue>), <fpage>10</fpage>&#x2013;<lpage>29</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/21639159.2020.1808812">https://doi.org/10.1080/21639159.2020.1808812</ext-link></comment></mixed-citation></ref>
<ref id="CIT0066"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Narangajavana</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Fiol</surname>, <given-names>L.J.C</given-names></string-name>., <string-name><surname>Tena</surname>, <given-names>M.&#x00C1;.M</given-names></string-name>., <string-name><surname>Artola</surname>, <given-names>R.M.R</given-names></string-name>. &#x0026; <string-name><surname>Garc&#x00ED;a</surname>, <given-names>J.S</given-names></string-name></person-group>., <year>2017</year>, <article-title>NThe influence of social media in creating expectations: An empirical study for a tourist destination</article-title>&#x2019;, <source><italic>Annals of Tourism Research</italic></source> <volume>65</volume>(<issue>1</issue>), <fpage>60</fpage>&#x2013;<lpage>70</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.annals.2017.05.002">https://doi.org/10.1016/j.annals.2017.05.002</ext-link></comment></mixed-citation></ref>
<ref id="CIT0067"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ndyave</surname>, <given-names>Z.C</given-names></string-name>. &#x0026; <string-name><surname>Kyobe</surname>, <given-names>M</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Factors that influence mobile bully-victim behaviour on social media: The case of Facebook</article-title>&#x2019;, <source><italic>Journal of Advances in Information Technology</italic></source> <volume>8</volume>(<issue>4</issue>), <fpage>230</fpage>&#x2013;<lpage>233</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.12720/jait.8.4.230-233">https://doi.org/10.12720/jait.8.4.230-233</ext-link></comment></mixed-citation></ref>
<ref id="CIT0068"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>O&#x2019;Reilly</surname>, <given-names>K</given-names></string-name>., <string-name><surname>MacMillan</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Mumuni</surname>, <given-names>A.G</given-names></string-name>. &#x0026; <string-name><surname>Lancendorfer</surname>, <given-names>K.M</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Extending our understanding of eWOM impact: The role of source credibility and message relevance</article-title>&#x2019;, <source><italic>Journal of Internet Commerce</italic></source> <volume>15</volume>(<issue>2</issue>), <fpage>77</fpage>&#x2013;<lpage>96</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15332861.2016.1143215">https://doi.org/10.1080/15332861.2016.1143215</ext-link></comment></mixed-citation></ref>
<ref id="CIT0069"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ordun</surname>, <given-names>G</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Millennial (Gen Y) consumer behaviour, their shopping preferences and perceptual maps associated with brand loyalty</article-title>&#x2019;, <source><italic>Canadian Social Science</italic></source> <volume>11</volume>(<issue>4</issue>), <fpage>40</fpage>&#x2013;<lpage>55</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3968/&#x0025;25x">https://doi.org/10.3968/&#x0025;25x</ext-link></comment></mixed-citation></ref>
<ref id="CIT0070"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Pallant</surname>, <given-names>J</given-names></string-name></person-group>., <year>2016</year>, <source><italic>SPSS survival manual</italic></source>, <publisher-name>McGrawHill Education</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0071"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Pavli&#x0107;</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Vuki&#x0107;</surname>, <given-names>M</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Decision-making styles of Generation Z consumers in Croatia</article-title>&#x2019;, <source><italic>Ekonomska Misao i Praksa</italic></source> <volume>1</volume>(<issue>1</issue>), <fpage>79</fpage>&#x2013;<lpage>95</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15332861.2016.1143215">https://doi.org/10.1080/15332861.2016.1143215</ext-link></comment></mixed-citation></ref>
<ref id="CIT0072"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Peyper</surname>, <given-names>L</given-names></string-name></person-group>., <year>2017</year>, <source><italic>SA economy no longer stable&#x2013;Fragile states index</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.fin24.com/Economy/sa-economy-no-longer-stable-fragile-states-index-20170625">https://www.fin24.com/Economy/sa-economy-no-longer-stable-fragile-states-index-20170625</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0073"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Phung</surname>, <given-names>M.T</given-names></string-name>., <string-name><surname>Ly</surname>, <given-names>P.T.M</given-names></string-name>., <string-name><surname>Nguyen</surname>, <given-names>T.T</given-names></string-name>. &#x0026; <string-name><surname>Nguyen-Thanh</surname>, <given-names>N</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>An FsQCA investigation of eWOM and social influence on product adoption intention</article-title>&#x2019;, <source><italic>Journal of Promotion Management</italic></source> <volume>26</volume>(<issue>5</issue>), <fpage>726</fpage>&#x2013;<lpage>747</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/10496491.2020.1729318">https://doi.org/10.1080/10496491.2020.1729318</ext-link></comment></mixed-citation></ref>
<ref id="CIT0074"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Poushter</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Bishop</surname>, <given-names>C</given-names></string-name>.&#x0026; <string-name><surname>Chwe</surname>, <given-names>H</given-names></string-name></person-group>., <year>2018</year>, <source><italic>Social media use continues to rise in developing countries but plateaus across developed ones</italic></source>, <publisher-name>Pew Research Center</publisher-name>, <comment>viewed 16 May 2020, from <ext-link ext-link-type="uri" xlink:href="http://medienorge.uib.no/files/Eksterne_pub/Pew-Research-Center_Global-Tech-Social-Media-Use_2018.06.19.pdf">http://medienorge.uib.no/files/Eksterne_pub/Pew-Research-Center_Global-Tech-Social-Media-Use_2018.06.19.pdf</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0075"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Prasad</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Gupta</surname>, <given-names>I.C</given-names></string-name>. &#x0026; <string-name><surname>Totala</surname>, <given-names>N.K</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Social media usage, electronic word of mouth and purchase-decision involvement</article-title>&#x2019;, <source><italic>Asia-Pacific Journal of Business Administration</italic></source> <volume>9</volume>(<issue>2</issue>), <fpage>134</fpage>&#x2013;<lpage>145</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/APJBA-06-2016-0063">https://doi.org/10.1108/APJBA-06-2016-0063</ext-link></comment></mixed-citation></ref>
<ref id="CIT0076"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Priporas</surname>, <given-names>C.V</given-names></string-name>., <string-name><surname>Stylos</surname>, <given-names>N</given-names></string-name>. &#x0026; <string-name><surname>Fotiadis</surname>, <given-names>A.K</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Generation Z consumers&#x2019; expectations of interactions in smart retailing: A future agenda</article-title>&#x2019;, <source><italic>Computers in Human Behaviour</italic></source> <volume>77</volume>(<issue>1</issue>), <fpage>374</fpage>&#x2013;<lpage>381</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2017.01.058">https://doi.org/10.1016/j.chb.2017.01.058</ext-link></comment></mixed-citation></ref>
<ref id="CIT0077"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rahmi</surname>, <given-names>Y</given-names></string-name>., <string-name><surname>Sekarasih</surname>, <given-names>L</given-names></string-name>. &#x0026; <string-name><surname>Sjabadhyni</surname>, <given-names>B</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>The influence of beauty vlog on perceived source credibility and purchase intention</article-title>&#x2019;, <source><italic>Makara Hubs-Asia</italic></source> <volume>20</volume>(<issue>2</issue>), <fpage>13</fpage>&#x2013;<lpage>23</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7454/mssh.v21i1.3496">https://doi.org/10.7454/mssh.v21i1.3496</ext-link></comment></mixed-citation></ref>
<ref id="CIT0078"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Riivits-Arkonsuo</surname>, <given-names>I</given-names></string-name>. &#x0026; <string-name><surname>Leppiman</surname>, <given-names>A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Young consumers and their brand love</article-title>&#x2019;, <source><italic>International Journal of Business and Social Research</italic></source> <volume>5</volume>(<issue>10</issue>), <fpage>33</fpage>&#x2013;<lpage>44</lpage>.</mixed-citation></ref>
<ref id="CIT0079"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Rizwan</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Akbar</surname>, <given-names>I</given-names></string-name>., <string-name><surname>Muqtadir</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Shafique</surname>, <given-names>U</given-names></string-name>., <string-name><surname>Zia</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Naseer</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Amin</surname>, <given-names>S.A</given-names></string-name></person-group>., <year>2013</year>, &#x2018;<article-title>Impact of brand switching, brand credibility, customer satisfaction and service quality on brand loyalty</article-title>&#x2019;, <source><italic>IOSR Journal of Business and Management</italic></source> <volume>1</volume>(<issue>1</issue>), <fpage>12</fpage>&#x2013;<lpage>20</lpage>.</mixed-citation></ref>
<ref id="CIT0080"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>R&#x00F6;nkk&#x00F6;</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Cho</surname>, <given-names>E</given-names></string-name></person-group>., <year>2020</year>, &#x2018;<article-title>An updated guideline for assessing discriminant validity</article-title>&#x2019;, <source><italic>Organizational Research Methods</italic></source>. <comment>Online first. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/1094428120968614">https://doi.org/10.1177/1094428120968614</ext-link></comment></mixed-citation></ref>
<ref id="CIT0081"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Ronnie</surname>, <given-names>L</given-names></string-name></person-group>., <year>2018</year>, <article-title>Should we be worried about Generation Z joining the workforce?</article-title> <source><italic>Here&#x2019;s why not</italic></source>, <comment>viewed 13 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.gsb.uct.ac.za/fo-generationz-workforce">https://www.gsb.uct.ac.za/fo-generationz-workforce</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0082"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Ruiz-Mafe</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Veloutsou</surname>, <given-names>C</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Information flow and WOM in social media and online communities</article-title>&#x2019;, <source><italic>Online Information Review</italic></source> <volume>41</volume>(<issue>7</issue>), <fpage>902</fpage>&#x2013;<lpage>904</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/OIR-09-2017-0255">https://doi.org/10.1108/OIR-09-2017-0255</ext-link></comment></mixed-citation></ref>
<ref id="CIT0083"><mixed-citation publication-type="conference"><person-group person-group-type="author"><string-name><surname>Saksiriruthai</surname>, <given-names>S</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Emerging markets: Modern conceptual principles and characteristics</article-title>&#x2019;, <conf-name>Actual Economy: Local Solutions for Global Challenges: 20th International Conference, ACE2019 proceedings</conf-name>, <conf-loc>Edinburgh</conf-loc>, <conf-date>November 18&#x2013;21, 2019</conf-date>, pp. <fpage>440</fpage>&#x2013;<lpage>446</lpage>.</mixed-citation></ref>
<ref id="CIT0084"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shamhuyenhanzva</surname>, <given-names>R.M</given-names></string-name>., <string-name><surname>Van Tonder</surname>, <given-names>E</given-names></string-name>., <string-name><surname>Roberts-Lombard</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Hemsworth</surname>, <given-names>D</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Factors influencing Generation Y consumers&#x2019; perceptions of eWOM credibility: A study of the fast-food industry</article-title>&#x2019;, <source><italic>The International Review of Retail, Distribution and Consumer Research</italic></source> <volume>26</volume>(<issue>4</issue>), <fpage>435</fpage>&#x2013;<lpage>455</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/09593969.2016.1170065">https://doi.org/10.1080/09593969.2016.1170065</ext-link></comment></mixed-citation></ref>
<ref id="CIT0085"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shan</surname>, <given-names>Y</given-names></string-name>. &#x0026; <string-name><surname>King</surname>, <given-names>K.W</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>The effects of interpersonal tie strength and subjective norms on consumers&#x2019; brand-related eWOM referral intentions</article-title>&#x2019;, <source><italic>Journal of Interactive Advertising</italic></source> <volume>15</volume>(<issue>1</issue>), <fpage>16</fpage>&#x2013;<lpage>27</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/15252019.2015.1016636">https://doi.org/10.1080/15252019.2015.1016636</ext-link></comment></mixed-citation></ref>
<ref id="CIT0086"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Shrestha</surname>, <given-names>N</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>Factor analysis as a tool for survey analysis</article-title>&#x2019;, <source><italic>American Journal of Applied Mathematics and Statistics</italic></source><volume>9</volume>(<issue>1</issue>), <fpage>4</fpage>&#x2013;<lpage>11</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.12691/ajams-9-1-2">https://doi.org/10.12691/ajams-9-1-2</ext-link></comment></mixed-citation></ref>
<ref id="CIT0087"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Sirithanaphonchai</surname>, <given-names>J</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Identifying consumers&#x2019; information adoption criteria on various online consumer review platforms: A case of Thai hospitality factor</article-title>&#x2019;, <comment>PhD thesis</comment>, <publisher-name>Brunel University</publisher-name>, <publisher-loc>London</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0088"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Skeldon</surname>, <given-names>P</given-names></string-name></person-group>., <year>2019</year>, <source><italic>Generation Z want to see authenticity in their fashion brands &#x2013; Whatever that means&#x2026;</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://internetretailing.net/brands/brands/generation-z-want-to-see-authenticity-in-their-fashion-brands--whatever-that-means--20453">https://internetretailing.net/brands/brands/generation-z-want-to-see-authenticity-in-their-fashion-brands--whatever-that-means--20453</ext-link></comment>.</mixed-citation></ref>
<ref id="CIT0089"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Statista</collab></person-group>, <year>2018</year>, <source><italic>Online shopping reach among Generation Z internet users worldwide as of 4th quarter 2018, by device</italic></source>, <comment>viewed 12 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.statista.com/statistics/266955/gen-z-online-shopping-reach-by-device-worldwide">https://www.statista.com/statistics/266955/gen-z-online-shopping-reach-by-device-worldwide</ext-link></comment></mixed-citation></ref>
<ref id="CIT0090"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>Statista</collab></person-group>, <year>2020</year>, <source><italic>Number of Facebook users in South Africa from 2017&#x2013;2023</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.statista.com/statistics/558248/number-of-facebook-users-in-south-africa/">https://www.statista.com/statistics/558248/number-of-facebook-users-in-south-africa/</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0091"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>StatsSA</collab></person-group>, <year>2018</year>, <source><italic>General household survey &#x2013; 2018</italic></source>, <comment>viewed 13 May 2020, from <ext-link ext-link-type="uri" xlink:href="http://www.statssa.gov.za/publications/P0318/P03182018.pdf">http://www.statssa.gov.za/publications/P0318/P03182018.pdf</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0092"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Stats</surname> <given-names>SA</given-names></string-name></person-group>, <year>2019a</year>, <source><italic>Economy dodges recession as GDP climbs 1.3</italic></source>, <comment>viewed 16 May 2020, from <ext-link ext-link-type="uri" xlink:href="http://www.statssa.gov.za/?p=12471">http://www.statssa.gov.za/?p=12471</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0093"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Stats</surname> <given-names>SA</given-names></string-name></person-group>, <year>2019b</year>, <source><italic>Youth graduate unemployment rate</italic></source>, <comment>viewed 16 May 2020, from <ext-link ext-link-type="uri" xlink:href="http://www.statssa.gov.za/?p=12121">http://www.statssa.gov.za/?p=12121</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0094"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Sussman</surname>, <given-names>S.W</given-names></string-name>. &#x0026; <string-name><surname>Siegal</surname>, <given-names>W.S</given-names></string-name></person-group>., <year>2003</year>, &#x2018;<article-title>Informational influence in organizations: An integrated approach to knowledge adoption</article-title>&#x2019;, <source><italic>Information Systems Research</italic></source> <volume>14</volume>(<issue>1</issue>), <fpage>47</fpage>&#x2013;<lpage>65</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1287/isre.14.1.47.14767">https://doi.org/10.1287/isre.14.1.47.14767</ext-link></comment></mixed-citation></ref>
<ref id="CIT0095"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Tandwa</surname>, <given-names>L</given-names></string-name></person-group>., <year>2020</year>, <source><italic>Ramaphosa promises free data for low-income South Africans</italic></source>, <comment>viewed 16 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.news24.com/SouthAfrica/News/ramaphosa-promises-free-data-for-low-income-south-africans-20200213">https://www.news24.com/SouthAfrica/News/ramaphosa-promises-free-data-for-low-income-south-africans-20200213</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0096"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Taute</surname>, <given-names>H.A</given-names></string-name>., <string-name><surname>Sierra</surname>, <given-names>J.J</given-names></string-name>., <string-name><surname>Carter</surname>, <given-names>L.L</given-names></string-name>. &#x0026; <string-name><surname>Maher</surname>, <given-names>A.A</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>A sequential process of brand tribalism, brand pride and brand attitude to explain purchase intention: A cross-continent replication study</article-title>&#x2019;, <source><italic>Journal of Product &#x0026; Brand Management</italic></source> <volume>26</volume>(<issue>3</issue>), <fpage>239</fpage>&#x2013;<lpage>250</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JPBM-08-2016-1289">https://doi.org/10.1108/JPBM-08-2016-1289</ext-link></comment></mixed-citation></ref>
<ref id="CIT0097"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Teng</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Wei Khong</surname>, <given-names>K</given-names></string-name>., <string-name><surname>Wei Goh</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Yee Loong Chong</surname>, <given-names>A</given-names></string-name></person-group>., <year>2014</year>, &#x2018;<article-title>Examining the antecedents of persuasive eWOM messages in social media</article-title>&#x2019;, <source><italic>Online Information Review</italic></source> <volume>38</volume>(<issue>6</issue>), <fpage>746</fpage>&#x2013;<lpage>768</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/OIR-04-2014-0089">https://doi.org/10.1108/OIR-04-2014-0089</ext-link></comment></mixed-citation></ref>
<ref id="CIT0098"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Thomas</surname>, <given-names>M.R</given-names></string-name>., <string-name><surname>Kavya</surname>, <given-names>V</given-names></string-name>. &#x0026; <string-name><surname>Monica</surname>, <given-names>M</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>Online website cues influencing the purchase intention of Generation Z mediated by trust</article-title>&#x2019;, <source><italic>Indian Journal of Commerce and Management Studies</italic></source> <volume>9</volume>(<issue>1</issue>), <fpage>13</fpage>&#x2013;<lpage>23</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.18843/ijcms/v9i1/03">https://doi.org/10.18843/ijcms/v9i1/03</ext-link></comment></mixed-citation></ref>
<ref id="CIT0099"><mixed-citation publication-type="web"><person-group person-group-type="author"><string-name><surname>Thompson</surname>, <given-names>R</given-names></string-name></person-group>., <year>2017</year>, <source><italic>Capturing the Generation Z opportunity</italic></source>, <comment>viewed 14 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.bizcommunity.com/Article/196/347/168583.html">https://www.bizcommunity.com/Article/196/347/168583.html</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0100"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Tong</surname>, <given-names>X</given-names></string-name>., <string-name><surname>Bao</surname>, <given-names>H</given-names></string-name>. &#x0026; <string-name><surname>Chong</surname>, <given-names>A.Y.L</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Predicting adoption of location-based social media service in travel decisions</article-title>&#x2019;, <source><italic>International Journal of Mobile Communications</italic></source> <volume>14</volume>(<issue>6</issue>), <fpage>539</fpage>&#x2013;<lpage>552</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1504/IJMC.2016.079298">https://doi.org/10.1504/IJMC.2016.079298</ext-link></comment></mixed-citation></ref>
<ref id="CIT0101"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Tsagkanos</surname>, <given-names>A</given-names></string-name>., <string-name><surname>Siriopoulos</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Vartholomatou</surname>, <given-names>K</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Foreign direct investment and stock market development: Evidence from a &#x201C;new&#x201D; emerging market</article-title>&#x2019;, <source><italic>Journal of Economic Studies</italic></source> <volume>46</volume>(<issue>1</issue>), <fpage>55</fpage>&#x2013;<lpage>70</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JES-06-2017-0154">https://doi.org/10.1108/JES-06-2017-0154</ext-link></comment></mixed-citation></ref>
<ref id="CIT0102"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Tseng</surname>, <given-names>S.Y</given-names></string-name>. &#x0026; <string-name><surname>Wang</surname>, <given-names>C.N</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Perceived risk influence on dual-route information adoption processes on travel websites</article-title>&#x2019;, <source><italic>Journal of Business Research</italic></source> <volume>69</volume>(<issue>6</issue>), <fpage>2289</fpage>&#x2013;<lpage>2296</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.jbusres.2015.12.044">https://doi.org/10.1016/j.jbusres.2015.12.044</ext-link></comment></mixed-citation></ref>
<ref id="CIT0103"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Verma</surname>, <given-names>P</given-names></string-name></person-group>., <year>2021</year>, &#x2018;<article-title>The effect of brand engagement and brand love upon overall brand equity and purchase intention: A moderated&#x2013;mediated model</article-title>&#x2019;, <source><italic>Journal of Promotion Management</italic></source><volume>27</volume>(<issue>1</issue>), <fpage>103</fpage>&#x2013;<lpage>132</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/10496491.2020.1809591">https://doi.org/10.1080/10496491.2020.1809591</ext-link></comment></mixed-citation></ref>
<ref id="CIT0104"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Vernuccio</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Pagani</surname>, <given-names>M</given-names></string-name>., <string-name><surname>Barbarossa</surname>, <given-names>C</given-names></string-name>. &#x0026; <string-name><surname>Pastore</surname>, <given-names>A</given-names></string-name></person-group>., <year>2015</year>, &#x2018;<article-title>Antecedents of brand love in online network-based communities: A social identity perspective</article-title>&#x2019;, <source><italic>Journal of Product &#x0026; Brand Management</italic></source> <volume>24</volume>(<issue>7</issue>), 706<source><italic>&#x2013;</italic></source>719. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1108/JPBM-12-2014-0772">https://doi.org/10.1108/JPBM-12-2014-0772</ext-link></comment></mixed-citation></ref>
<ref id="CIT0105"><mixed-citation publication-type="thesis"><person-group person-group-type="author"><string-name><surname>Viertola</surname>, <given-names>W</given-names></string-name></person-group>., <year>2018</year>, &#x2018;<article-title>To what extent does YouTube marketing influence the consumer behaviour of a young target group?</article-title>&#x2019;, <comment>PhD thesis</comment>, <publisher-name>Lund University School of Economics and Management</publisher-name>, <publisher-loc>Lund</publisher-loc>.</mixed-citation></ref>
<ref id="CIT0106"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Wang</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Information adoption model: A review of the literature</article-title>&#x2019;, <source><italic>Journal of Economics and Business Management</italic></source> <volume>4</volume>(<issue>11</issue>), <fpage>618</fpage>&#x2013;<lpage>622</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.18178/joebm.2016.4.11.462">https://doi.org/10.18178/joebm.2016.4.11.462</ext-link></comment></mixed-citation></ref>
<ref id="CIT0107"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>World Bank</collab></person-group>, <year>2019</year>, <source><italic>The World Bank in South Africa</italic></source>, <comment>viewed 15 May 2020, from <ext-link ext-link-type="uri" xlink:href="https://www.worldbank.org/en/country/southafrica/overview">https://www.worldbank.org/en/country/southafrica/overview</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0108"><mixed-citation publication-type="web"><person-group person-group-type="author"><collab>World Network</collab></person-group>, <year>2019</year>, <source><italic>United Nations: Global FDI flows fell by 19&#x0025; last year</italic></source>, <comment>viewed 05 March 2021, from <ext-link ext-link-type="uri" xlink:href="https://www.twn.my/title2/wto.info/2019/ti190107.htm">https://www.twn.my/title2/wto.info/2019/ti190107.htm</ext-link>.</comment></mixed-citation></ref>
<ref id="CIT0109"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Yang</surname>, <given-names>F.X</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Effects of restaurant satisfaction and knowledge sharing motivation on eWOM intentions: The moderating role of technology acceptance factors</article-title>&#x2019;, <source><italic>Journal of Hospitality and Tourism Research</italic></source> <volume>41</volume>(<issue>1</issue>), <fpage>93</fpage>&#x2013;<lpage>127</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1177/1096348013515918">https://doi.org/10.1177/1096348013515918</ext-link></comment></mixed-citation></ref>
<ref id="CIT0110"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zahra</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Qayyum</surname>, <given-names>A</given-names></string-name>. &#x0026; <string-name><surname>Rashid</surname>, <given-names>Y</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Traveller&#x2019;s empowerment: Travelling website service quality, attitude towards UGC and booking intentions of travellers</article-title>&#x2019;, <source><italic>Business &#x0026; Economic Review</italic></source> <volume>11</volume>(<issue>4</issue>), <fpage>35</fpage>&#x2013;<lpage>58</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.22547/BER/11.4.2">https://doi.org/10.22547/BER/11.4.2</ext-link></comment></mixed-citation></ref>
<ref id="CIT0111"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zeng</surname>, <given-names>C.F</given-names></string-name>. &#x0026; <string-name><surname>Seock</surname>, <given-names>Y.K</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>Chinese consumers&#x2019; perceptions toward social media platform for shopping and eWOM intention: A study of WeChat</article-title>&#x2019;, <source><italic>International Journal of Fashion Design, Technology and Education</italic></source> <volume>12</volume>(<issue>2</issue>), <fpage>199</fpage>&#x2013;<lpage>207</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1080/17543266.2019.1572230">https://doi.org/10.1080/17543266.2019.1572230</ext-link></comment></mixed-citation></ref>
<ref id="CIT0112"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zhang</surname>, <given-names>J</given-names></string-name>., <string-name><surname>Ito</surname>, <given-names>N</given-names></string-name>., <string-name><surname>Wu</surname>, <given-names>W</given-names></string-name>. &#x0026; <string-name><surname>Li</surname>, <given-names>Z</given-names></string-name></person-group>., <year>2017</year>, &#x2018;<article-title>Exploring travel information adoption on social media in the Chinese context: An extended elm model with users&#x2019; social presence</article-title>&#x2019;, <source><italic>International Journal of Marketing and Social Policy</italic></source> <volume>1</volume>(<issue>1</issue>), <fpage>41</fpage>&#x2013;<lpage>54</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.17501/23621044.2017.1105">https://doi.org/10.17501/23621044.2017.1105</ext-link></comment></mixed-citation></ref>
<ref id="CIT0113"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zhang</surname>, <given-names>X.J</given-names></string-name>. &#x0026; <string-name><surname>Barnes</surname>, <given-names>C</given-names></string-name></person-group>., <year>2019</year>, &#x2018;<article-title>The suspicious factors in electronic word-of-mouth communication</article-title>&#x2019;, <source><italic>Journal of Marketing Development and Competitiveness</italic></source> <volume>13</volume>(<issue>2</issue>), <fpage>101</fpage>&#x2013;<lpage>115</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.33423/jmdc.v13i2.2015">https://doi.org/10.33423/jmdc.v13i2.2015</ext-link></comment></mixed-citation></ref>
<ref id="CIT0114"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zhitomirsky-Geffet</surname>, <given-names>M</given-names></string-name>. &#x0026; <string-name><surname>Blau</surname>, <given-names>M</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Cross-generational analysis of predictive factors of addictive behaviour in smartphone usage</article-title>&#x2019;, <source><italic>Computers in Human Behaviour</italic></source> <volume>64</volume>(<issue>1</issue>), <fpage>682</fpage>&#x2013;<lpage>693</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.chb.2016.07.061">https://doi.org/10.1016/j.chb.2016.07.061</ext-link></comment></mixed-citation></ref>
<ref id="CIT0115"><mixed-citation publication-type="journal"><person-group person-group-type="author"><string-name><surname>Zhu</surname>, <given-names>D.H</given-names></string-name>., <string-name><surname>Chang</surname>, <given-names>Y.P</given-names></string-name>. &#x0026; <string-name><surname>Luo</surname>, <given-names>J.J</given-names></string-name></person-group>., <year>2016</year>, &#x2018;<article-title>Understanding the influence of C2C communication on purchase decision in online communities from a perspective of information adoption model</article-title>&#x2019;, <source><italic>Telematics and Informatics</italic></source> <volume>33</volume>(<issue>1</issue>), <fpage>8</fpage>&#x2013;<lpage>16</lpage>. <comment><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.tele.2015.06.001">https://doi.org/10.1016/j.tele.2015.06.001</ext-link></comment></mixed-citation></ref>
<ref id="CIT0116"><mixed-citation publication-type="book"><person-group person-group-type="author"><string-name><surname>Zikmund</surname>, <given-names>W.G</given-names></string-name>., <string-name><surname>D&#x2019;Alessandro</surname>, <given-names>S</given-names></string-name>., <string-name><surname>Winzar</surname>, <given-names>H</given-names></string-name>., <string-name><surname>Lowe</surname>, <given-names>B</given-names></string-name>. &#x0026; <string-name><surname>Babin</surname>, <given-names>B</given-names></string-name></person-group>., <year>2017</year>, <source><italic>Marketing research</italic></source>, <edition>Asia-Pacific</edition> edition, <publisher-name>Cengage</publisher-name>, <publisher-loc>Melbourne</publisher-loc>.</mixed-citation></ref>
</ref-list>
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<fn><p><bold>How to cite this article:</bold> Pillay, S., 2021, &#x2018;The influence of electronic word-of-mouth adoption on brand love amongst Generation <italic>Z</italic> consumers&#x2019;, <italic>Acta Commercii</italic> 21(1), a928. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/ac.v21i1.928">https://doi.org/10.4102/ac.v21i1.928</ext-link></p></fn>
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