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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">AJMA</journal-id>
      <journal-title-group>
        <journal-title>Asian Journal of Management Analytics</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2963-4547</issn>
      <publisher>
        <publisher-name>Formosa Publisher</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.55927/ajma.v4i3.15143</article-id>
      <title-group>
        <article-title>The Impact of Social Media Marketing on Purchase Intention and the Mediating Role of Brand Awareness (Taman Kopi Bali in Denpasar City Study)</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Artha</surname>
            <given-names>Gde Egha Bramanta</given-names>
          </name>
          <aff>Universitas Udayana, Indonesia</aff>
          <email>egha.artha238@student.unud.ac.id</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Piartrini</surname>
            <given-names>Putu Saroyini</given-names>
          </name>
          <aff>Universitas Udayana, Indonesia</aff>
        </contrib>
      </contrib-group>
      <pub-date pub-type="epub">
        <day>28</day>
        <month>07</month>
        <year>2025</year>
      </pub-date>
      <history>
        <date date-type="received">
          <day>10</day>
          <month>06</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd">
          <day>26</day>
          <month>06</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>28</day>
          <month>07</month>
          <year>2025</year>
        </date>
      </history>
      <volume>4</volume>
      <issue>3</issue>
      <fpage>1393</fpage>
      <lpage>1410</lpage>
      <abstract>
        <p>The rise of coffee culture has transformed consumer behavior, shifting preferences from international chains to emerging local coffee brands such as Taman Kopi Bali. This study examines the role that brand recognition plays as a mediator in the relationship between social media marketing and potential Taman Kopi customers' propensity to buy. A quantitative method was employed, involving 100 respondents from Dangin Puri Kelod Village in Denpasar City, selected through purposive sampling. Data were collected via offline questionnaires and analyzed using path analysis with SPSS 25.0. The data show the impact of social media marketing on purchase intention and brand identification is significant. Additionally, brand awareness influences purchase intent directly and acts as a partial mediator between buy intent and social media marketing. These findings suggest that increasing brand recognition through social media marketing might boost consumer purchase intentions, highlighting the value of digital interaction in increasing consumer interest and brand awareness.</p>
      </abstract>
      <kwd-group>
        <kwd>Brand Awareness</kwd>
        <kwd>Social Media Marketing</kwd>
        <kwd>Purchase Intention</kwd>
      </kwd-group>
      <permissions>
        <license>
          <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution 4.0 International License.</license-p>
        </license>
      </permissions>
    </article-meta>
  </front>

  <body>

<sec>
  <title>INTRODUCTION</title>
  <p>The global coffee industry has undergone a significant
  transformation, evolving from a mere caffeine consumption necessity to
  a social and cultural lifestyle symbol. Today's coffee consumption not
  only reflects beverage preferences, but also describes status,
  lifestyle, identity, and experience. In Indonesia, this phenomenon is
  reflected in the proliferation of local coffee shops that are able to
  compete with international brands, creating a dynamic and competitive
  coffee industry landscape. One of the local coffee brands that is
  developing is Taman Kopi Bali which is located in the city of
  Denpasar.</p>
  <p>The growth of coffee culture encourages café business actors to not
  only focus on product quality and price, but also on the ability to
  build a strong brand identity and establish effective communication
  with consumers through digital platforms. In the midst of fierce
  competition, mere presence is not enough; The right marketing
  communication strategy is key to capturing consumers' attention. One
  of the widely used approaches is social media marketing (SMM), which
  allows business actors to deliver interactive, entertaining, and
  informative content through social media such as Instagram.</p>
  <p>The data show that social media marketing has a significant impact
  on brand recognition and purchase intent. Furthermore, brand
  familiarity has a significant direct influence on purchase intention
  and acts as a partial intermediary between social media marketing and
  purchase intent. These data indicate that increasing social media
  marketing may boost brand recognition, which leads to increased
  customer purchase intentions. The study strengthens Taman Kopi's
  marketing strategy by emphasizing the importance of digital engagement
  in developing brand awareness and consumer interest.</p>
  <p>Although Taman Kopi Bali has implemented a social media marketing
  strategy, the sales results obtained have not been optimal. Based on
  internal data in the period from January to July 2024, revenue
  stagnated and fluctuated, even declining sharply in March (IDR 25.3
  million), far from the monthly target of IDR 60-70 million. The
  results of the pre-survey also reinforce this finding, where most
  respondents have seen promotional content of Taman Kopi Bali on
  Instagram, but only a few have stated that they have any intention to
  buy. This shows that the visibility of content on social media is not
  enough to drive consumer action, so it is necessary to review the
  effectiveness of the content and brand engagement strategies used.</p>
  <p>On the other hand, growth in the population using social media and
  the internet in Denpasar City also shows great potential that can be
  utilized. Based on data from the Denpasar City BPS (2024), the
  percentage of people accessing social media reaches more than 90%,
  with Instagram being one of the most popular platforms. This condition
  shows that social media has a wide reach and can be the main channel
  in building consumer perception. However, there are still many
  businesses that have not succeeded in converting digital exposure into
  purchase intent, which may be due to low brand proximity or content
  inconsistency.</p>
  <p>Previous research has shown mixed results. Some studies state that
  purchasing intention is greatly enhanced by social media marketing.
  (for</p>
  <p>example, Pangastuti et al., 2023; Kholifah et al., 2023), but there
  are also those who find an influence that is not significant or
  depends on certain contexts (Vidyanata, 2022). In addition, although
  brand awareness is often associated with consumer loyalty and purchase
  intent, few studies have specifically examined brand awareness's
  mediation function in relation to digital marketing— especially in the
  MSME sector or specialized markets such as local coffee shops.</p>
  <p>Based on this phenomenon, This research attempts to investigate the
  effect of social media marketing on prospective Taman Kopi Bali
  customers is mediated by brand awareness. customers in Denpasar City
  to make a purchase. In the areas of consumer behavior in emerging
  markets, brand management, and digital marketing, this study is
  anticipated to contribute both theoretically and practically.</p>
  <sec id="research-objectives">
    <title>Research Objectives</title>
    <p>This study's specific goals are to:</p>
    <list list-type="order">
      <list-item>
        <p>Analyze the impact of social media marketing on customers'
        purchase intentions.</p>
      </list-item>
      <list-item>
        <p>Examine the impact of social media marketing on brand
        awareness.</p>
      </list-item>
      <list-item>
        <p>Look into how consumers' inclinations to purchase are
        impacted by brand knowledge.</p>
      </list-item>
      <list-item>
        <p>Examine the impact of brand awareness on the connection
        between social media marketing and purchase intention.</p>
      </list-item>
    </list>
  </sec>
  <sec id="research-benefits">
    <title>Research Benefits</title>
    <p>The Stimulus-Organism-Response (S-O-R) theory can be applied more
    broadly in the context of digital marketing for local Indonesian
    brands thanks to this study's theoretical contribution. Furthermore,
    this study closes a gap in the literature by examining how brand
    awareness mediates the relationship between consumer purchase
    intention and social media marketing.</p>
    <p>In practice, the findings of this study can serve as a guide for
    MSME players, digital marketers, and entrepreneurs as they develop
    more potent social media plans to enhance purchase intent and brand
    perception. Taman Kopi Bali can use these results to enhance the
    caliber of its content and solidify its place in the minds of
    customers.</p>
  </sec>
</sec>












<sec>
  <title>LITERATURE REVIEW</title>
  <sec id="marketing-on-social-media-smm">
    <title>Marketing on Social Media (SMM)</title>
    <p>According to Nurmalasari (2021), social media marketing is a
    marketing strategy used to increase awareness, recognition, and
    action toward a business brand by utilizing social web platforms
    such as blogs, social media, and content- sharing sites. Kotler
    &amp; Keller (2016:642) explain that social media serves as a medium
    used by businesses to convey information to consumers in the form of
    text, images, audio, or video.</p>
    <p>According to Dewi et al. (2023), social media marketing is
    conducted to reach and engage consumers on online social media
    platforms, where consumers typically spend their time. Social media
    marketing is an online advertising strategy that leverages social
    media to promote products through engaging</p>
    <p>content, aimed at attracting new customers and increasing
    purchase intention (Ramdan et al., 2023). With the appeal of social
    media content, companies have the opportunity to reach a broader
    audience and establish direct interaction with customers. This
    includes activities such as creating promotional content, gathering
    feedback from consumers, and building online communities. Due to its
    significant role, social media marketing has the ability to shape
    consumer perception and preference toward a brand.</p>
  </sec>
  <sec id="brand-awareness">
    <title>Brand Awareness</title>
    <p>The degree to which a brand is remembered when customers consider
    a specific product category is known as brand awareness, as well as
    how easily the brand can be recalled (Abdillah &amp; Pradana, 2022).
    According to Tondang &amp; Silalahi (2022), brand awareness is one
    method of evaluating marketing success. It is measured by how well
    customers can recognize or recall the name, logo, or image
    associated with a brand. Brand awareness is defined as an
    individual's ability to recognize a brand (Azzahra et al., 2021). It
    can also be interpreted as a person's ability to identify a
    brand.</p>
    <p>A well-known brand has a competitive advantage because it can
    differentiate itself from competitors, making it easier for
    consumers to recognize, understand, and choose the brand (Swimbawa
    &amp; Lemy, 2023). Building brand awareness helps businesses remind
    consumers of their products when a need for that product category
    arises, making it a factor in the consumer’s alternative evaluation
    process (Indiani et al., 2022). Brand awareness also helps companies
    stand out in the minds of consumers, making it easier for consumers
    to choose their products over competitors’.</p>
  </sec>
  <sec id="purchase-intention">
    <title>Purchase Intention</title>
    <p>Purchase intention is something that arises after a person
    receives a stimulus from a product they see, which then drives the
    desire to try it and ultimately leads to a desire or urge to make a
    purchase (Azzahra et al., 2021). According to Ceyhan (2019), The
    probability that a customer will intend to buy a good or service in
    the future is known as purchase intention. Purchase intention can be
    defined as a person's desire to buy a product because they perceive
    that the product has certain benefits or serves a particular purpose
    (Oktaviani &amp; Nurlinda, 2023). It reflects each individual's
    potential to buy a product, which is influenced by the interaction
    between needs, attitudes, and understanding of a specific product or
    brand (Pasaribu, 2022).</p>
  </sec>
  <sec id="the-function-of-brand-awareness-in-mediating">
    <title>The Function of Brand Awareness in Mediating</title>
    <p>The function of brand awareness as a mediator in the connection
    between purchase intention and social media marketing has been
    confirmed by a number of earlier studies. For example, Pangastuti et
    al.'s study from 2023 claims that social media positively affects
    consumers' intentions to make purchases; however, this impact is
    amplified when paired with a high degree of brand awareness. This
    implies that if customers already have a sufficient level of brand
    awareness, social media content exposure will be more
    successful.</p>
    <p>Within The Stimulus-Organism-Response (S-O-R) theory's framework,
    social media marketing acts as a stimulus, brand awareness as an
    organism (internal cognitive and affective processes), and purchase
    intention as a response from consumers (Mehrabian &amp; Russell,
    1974). Thus, increasing brand awareness is an important key to
    optimizing the effectiveness of digital marketing in driving
    conversions.</p>
    <p>This study places brand awareness as a mediating factor that
    connects the impact of SMM on purchase intention. By examining this
    relationship, this study not only broadens the understanding of
    digital marketing dynamics in the MSME sector, but also provides
    relevant empirical evidence in the development social media-based
    brand communication strategies.</p>
  </sec>
  <sec id="conceptual-framework">
    <title>Conceptual framework</title>
    <p>Based on a number of theories that have been described earlier,
    the author relates the three variables into a conceptual framework
    that is used as a reference in this study. This is a representation
    within the conceptual framework:</p>
    <graphic mimetype="image" mime-subtype="png" xlink:href="vertopal_efb17a03ebd248ed95dfd0026a3fa18d/media/image3.png" />
  </sec>
</sec>
<sec id="figure-1.-conceptual-framework">
  <title>Figure 1. Conceptual Framework</title>
  <disp-quote>
    <p><italic>Source: Sutariningsih and Widagda (2021)</italic></p>
  </disp-quote>
</sec>














<sec>
  <title>METHODOLOGY</title>
  <sec id="research-design">
    <title>Research Design</title>
    <p>In order to investigate the relationship of cause and effect
    between the variables being studied, this study employs a
    quantitative methodology and a kind of causal associative research.
    This study examines three primary variables: A mediating variable is
    brand awareness, and a dependent variable is purchase intention (Y)
    (M), and social media marketing as an independent variable (X). To
    find direct and indirect impacts between constructs, the route
    analysis approach was used to investigate the link between
    variables.</p>
  </sec>
  <sec id="location-and-object-of-research">
    <title>Location and Object of Research</title>
    <p>The research was carried out in Dangin Puri Kelod Village,
    Denpasar City, Bali. This location was chosen because it is the main
    operational area of Taman Kopi Bali, a local coffee shop that is the
    focus of the research. The objects in this study include potential
    consumers of Taman Kopi Bali who have never made a purchase, but
    have been exposed to social media content from the brand.</p>
  </sec>
  <sec id="sample-and-population">
    <title>Sample and Population</title>
    <p>All of the participants in this study are potential customers who
    live in Dangin Puri Kelod Village. Based on BKKBN (2023), the number
    of vulnerable residents aged 16-40 in Dangin Puri Kelod Village has
    a total of 7,681 people. The</p>
    <p>sample determination technique uses the method of purposive
    sampling with the following requirements: (1) domiciled in Dangin
    Puri Kelod Village, (2) at least high school education/equivalent,
    (3) have seen the social media content of Taman Kopi Bali, (4) have
    never bought Taman Kopi products. Using the Slovin algorithm and a
    10% error rate, the final sample size was calculated to be 100
    respondents.</p>
  </sec>
  <sec id="types-and-data-sources">
    <title>Types and Data Sources</title>
    <p>The data conducted research for this consisted of:</p>
    <list list-type="order">
      <list-item>
        <p>Primary data, which was acquired by means of distributed a
        closed questionnaire to respondents.</p>
      </list-item>
      <list-item>
        <p>Secondary Data: collected from scientific journals,
        textbooks, internal sales reports, and social media
        documentation owned by Taman Kopi Bali.</p>
      </list-item>
    </list>
  </sec>
  <sec id="data-collection-techniques">
    <title>Data collection techniques</title>
    <p>Data were obtained using a questionnaire constructed based on
    variable indicators and validated for validity and reliability. The
    measurement scale used is a Likert scale with 5 points (1 being
    strongly disagree and 5 being strongly agree). Gathering Data is
    carried out offline with direct supervision from researchers to
    ensure proper filling.</p>
  </sec>
  <sec id="variable-operationalization">
    <title>Variable Operationalization</title>
    <p>The three main constructs in this study were measured using the
    following indicators:</p>
    <list list-type="order">
      <list-item>
        <p>Social Media Marketing (X): measured by five indicators,
        namely entertainment, accessibility, trendiness, credibility,
        and recognized social media (Haryadi et al., 2022; Alverina
        &amp; Syarif, 2023; Raniya et al., 2023).</p>
      </list-item>
      <list-item>
        <p>Brand Awareness (M): measured using top of mind, brand
        recall, and brand recognition indicators (Sudirjo et al.,
        2023).</p>
      </list-item>
      <list-item>
        <p>Purchase Intention (Y): measured based on stimulation,
        transactional, preferential, and explorative indicators (Lutfie
        &amp; Marcelino, 2020; Nawaz &amp; Kaldeen, 2022).</p>
      </list-item>
    </list>
  </sec>
  <sec id="validity-tests-of-reliability">
    <title>Validity &amp; Tests of Reliability</title>
    <p>The validity test was carried out through confirmatory factor
    analysis (CFA) with a minimum loading factor criterion of 0.4. The
    test of reliability used Cronbach's Alpha coefficient, with a &gt;
    0.6 value as the minimum limit. The test results showed that all
    constructs had high reliability values: social media marketing (α =
    0.947), brand awareness (α = 0.926), and purchase intention (α =
    0.953), so all instruments were considered suitable for use.</p>
  </sec>
  <sec id="data-analysis-techniques">
    <title>Data Analysis Techniques</title>
    <p>The following methods of data analysis were employed:</p>
    <list list-type="order">
      <list-item>
        <p>Descriptive statistical analysis, which described the traits
        of the respondents and how each variable was perceived.</p>
      </list-item>
      <list-item>
        <p>The classical assumption test verifies that the data are
        suitable for regression by incorporating tests for
        heteroscedasticity, multicollinearity, and normality.</p>
      </list-item>
      <list-item>
        <p>Path Analysis: used to evaluate the mediating function of
        brand awareness and quantify the direct and indirect interaction
        between factors.</p>
      </list-item>
    </list>
    <p>The structural model in path analysis involves two regression
    equations:</p>
    <p>M = β2X + e1</p>
    <p>Y = β1X + β3M + e2</p>
    <disp-quote>
      <p>To test the effect of mediation, calculations were also carried
      out:</p>
    </disp-quote>
    <p>Direct effect: β1 (X → Y), β2 (X → M), β3 (M → Y) Indirect
    effects: β2 × β3</p>
    <p>Total Efek: β1 + (β2 × β3)</p>
  </sec>
</sec>













<sec>
  <title>RESEARCH RESULT</title>
  <sec id="inferential-analysis-results">
    <title>Inferential Analysis Results</title>
    <disp-quote>
      <p><italic>Classical Assumption Test</italic></p>
    </disp-quote>
    <p>If a model satisfies the requirements of the classical assumption
    of regression, which consists of the normalcy test, the
    multicollinearity test, and the heteroscedasticity test, it should
    theoretically yield the correct value of the predictor
    parameter.</p>
  </sec>
  <sec id="normalcy-test">
    <title>Normalcy test</title>
    <disp-quote>
      <p>Table 1. Test of Normality</p>
    </disp-quote>
    <table-wrap>
    <label>Table 1. Test of Normality</label>
    <caption>
      <title><italic>Source: Appendix 7 (processed data),2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" valign="top">Equation Model</th>
            <th align="center" valign="top">Asymp. Sig. (2-tailed)<break/>Kolmogorov-Smirnov Z</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" valign="top">Struktural 1</td>
            <td align="center" valign="top">0.200</td>
          </tr>
          <tr>
            <td align="left" valign="top">Struktural 2</td>
            <td align="center" valign="top">0.200</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>The magnitude of the Asymp value is demonstrated by the normalcy
    test using the One-Sample Kolmogorov-Smirnov Test, which is
    displayed in Table 1. The sig. (2-tailed) Kolmogorov-Smirnov for
    both structures 1 and 2 is 0.200 the asymptotic value. Given that
    the study's data are normally distributed and the 2-tailed
    Kolmogorov-Smirnov sig. is greater than 0.05, it can be concluded
    that the model satisfies the assumption of normalcy.</p>
  </sec>
  <sec id="multicollinearity-test">
    <title>Multicollinearity test</title>
    <disp-quote>
      <p><italic>Table 2. Multicollinearity Test</italic></p>
    </disp-quote>
    <table-wrap>
    <label>Table 2. Multicollinearity Test</label>
    <caption>
      <title><italic>Source: Appendix 8, (data processed),2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" rowspan="2" valign="top">Equation Model</th>
            <th align="left" rowspan="2" valign="top">Model</th>
            <th align="center" colspan="2" valign="top">Collinearity Statistics</th>
          </tr>
          <tr>
            <th align="center" valign="top">Tolerance</th>
            <th align="center" valign="top">BRIGHT</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" rowspan="2" valign="top">Struktural 2</td>
            <td align="left" valign="top">Social media marketing</td>
            <td align="center" valign="top">0.574</td>
            <td align="center" valign="top">1.742</td>
          </tr>
          <tr>
            <td align="left" valign="top">Brand awareness</td>
            <td align="center" valign="top">0.574</td>
            <td align="center" valign="top">1.742</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="2">Brand awareness</td>
            <td align="center" valign="top">0.574</td>
            <td align="center" valign="top">1.742</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>No independent variable has a tolerance value less than 0.10 or a
    VIF value higher than 10, according to the data in Table 2. As a
    result, multicolleniarity symptoms are absent from the regression
    model.</p>
  </sec>
  <sec id="test-for-heteroscedasticity">
    <title>Test for heteroscedasticity</title>
    <disp-quote>
      <p>Table 3. Heteroscedasticity Test</p>
    </disp-quote>
    <table-wrap>
    <label>Table 3. Heteroscedasticity Test</label>
    <caption>
      <title><italic>Source: appendix 8, (data processed), 2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" colspan="2" valign="top">Equation Model</th>
            <th align="center" valign="top">t</th>
            <th align="center" valign="top">Itself.</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" valign="top" rowspan="1">Struktural 1</td>
            <td align="left" valign="top">Social media marketing</td>
            <td align="center" valign="top">-1.142</td>
            <td align="center" valign="top">0.256</td>
          </tr>
          <tr>
            <td align="left" valign="top" rowspan="2">Struktural 2</td>
            <td align="left" valign="top">Social media marketing</td>
            <td align="center" valign="top">1.149</td>
            <td align="center" valign="top">0.253</td>
          </tr>
          <tr>
            <td align="left" valign="top">Brand awareness</td>
            <td align="center" valign="top">-1.232</td>
            <td align="center" valign="top">0.221</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>Table 3 indicates that all of the models have significance values
    higher than 0.05, indicating that there are no signs of
    heteroscedasticity in this study.</p>
  </sec>
  <sec id="path-analysis-results">
    <title>Path Analysis Results</title>
    <disp-quote>
      <p><italic>Formulating Structural Hypotheses and
      Equations</italic></p>
    </disp-quote>
    <p>Using SPSS 25.0 for Mac, the impact of social media marketing on
    brand awareness was examined. The outcomes of the initial structural
    computation are displayed as follows in Table 4.</p>
    <disp-quote>
      <p>Table 4. Results of Path Analysis on Structural 1</p>
    </disp-quote>
    <table-wrap>
    <label>Table 4. Results of Path Analysis on Structural 1</label>
    <caption>
      <title><italic>Source: Appendix 9, (data processed), 2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" rowspan="2" valign="top">Model</th>
            <th align="center" colspan="2" valign="top">Unstandardized Coefficients</th>
            <th align="center" rowspan="2" valign="top">Standardized Coefficients<break/>Beta</th>
            <th align="center" rowspan="2" valign="top">t</th>
            <th align="center" rowspan="2" valign="top">Itself.</th>
          </tr>
          <tr>
            <th align="center" valign="top">B</th>
            <th align="center" valign="top">Std. Error</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" valign="top">(Constant)</td>
            <td align="center" valign="top">7.334</td>
            <td align="center" valign="top">1.316</td>
            <td align="center" valign="top"/>
            <td align="center" valign="top">5.571</td>
            <td align="center" valign="top">0.000</td>
          </tr>
          <tr>
            <td align="left" valign="top">Social media marketing</td>
            <td align="center" valign="top">0.373</td>
            <td align="center" valign="top">0.044</td>
            <td align="center" valign="top">0.653</td>
            <td align="center" valign="top">8.528</td>
            <td align="center" valign="top">0.000</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="6">R2: 0.426</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="6">Dependent Variable: Brand Awareness</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>With the path analysis results in Table 4.9, the constructed
    structural equation 1 can be written as follows.</p>
    <p>M= β2X+ e1</p>
    <p>M= 0.653 X</p>
    <p>The coefficient for the social media marketing variable is 0.653,
    based on the results of structural equation 1. Since social media
    marketing has a beneficial impact on brand awareness, it stands to
    reason that it will also raise brand awareness. The effects of
    social media marketing, purchase intention, and brand awareness were
    investigated using SPSS 25.0 for Mac. Table 5 displays the following
    results of the second structural computation.</p>
    <disp-quote>
      <p>Table 5: Path Analysis Result in Structural 2</p>
    </disp-quote>
    <table-wrap>
    <label>Table 5: Path Analysis Result in Structural 2</label>
    <caption>
      <title><italic>Source: Appendix 9, (data processed), 2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" rowspan="2" valign="top">Model</th>
            <th align="center" colspan="2" valign="top">Unstandardized Coefficients</th>
            <th align="center" rowspan="2" valign="top">Standardized Coefficients<break/>Beta</th>
            <th align="center" rowspan="2" valign="top">t</th>
            <th align="center" rowspan="2" valign="top">Itself.</th>
          </tr>
          <tr>
            <th align="center" valign="top">B</th>
            <th align="center" valign="top">Std. Error</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" valign="top">(Constant)</td>
            <td align="center" valign="top">1.338</td>
            <td align="center" valign="top">1.372</td>
            <td align="center" valign="top"/>
            <td align="center" valign="top">0.975</td>
            <td align="center" valign="top">0.332</td>
          </tr>
          <tr>
            <td align="left" valign="top">Social media marketing</td>
            <td align="center" valign="top">0.198</td>
            <td align="center" valign="top">0.052</td>
            <td align="center" valign="top">0.356</td>
            <td align="center" valign="top">3.772</td>
            <td align="center" valign="top">0.000</td>
          </tr>
          <tr>
            <td align="left" valign="top">Brand awareness</td>
            <td align="center" valign="top">0.412</td>
            <td align="center" valign="top">0.092</td>
            <td align="center" valign="top">0.424</td>
            <td align="center" valign="top">4.487</td>
            <td align="center" valign="top">0.000</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="6">R2 : 0.503</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="6">Fsig : 0.000</td>
          </tr>
          <tr>
            <td align="left" valign="top" colspan="6">Dependent Variable: Purchase Intention</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>The following formulation of the structural equation 2 may be
    made using the route analysis results in Table 5.</p>
    <p>Y= β1X + β3M+ e2</p>
    <p>Y= 0,356X+0,424M</p>
    <p>According to the results of structural equation 2, the social
    media marketing variable has a coefficient of 0.356. The value of
    positive social media marketing coefficients on purchase intent may
    be viewed as follows: as social media marketing grows, so does buy
    intention. The brand awareness variable has a coefficient of 0.424.
    The significance of a positive brand awareness coefficient on
    purchase intent may be viewed as follows: as brand awareness grows,
    so does buy intention.</p>
    <disp-quote>
      <p>Strip analysis shows that:</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>a)</label>
        <p>The direct impact of social media marketing on purchase
        intention (β1) is</p>
      </list-item>
    </list>
    <disp-quote>
      <p>recorded at 0.356.</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>b)</label>
        <p>The influence of social media marketing on brand awareness
        (β2) is measured</p>
      </list-item>
    </list>
    <disp-quote>
      <p>at 0.653.</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>c)</label>
        <p>The effect of brand awareness on purchase intention (β3)
        stands at 0.424.</p>
      </list-item>
      <list-item>
        <label>d)</label>
        <p>The indirect effect of social media marketing on purchase
        intention, mediated by brand awareness, is calculated at 0.277
        (0.653 × 0.424). Consequently, the total effect amounts to 0.633
        (0.356 + 0.277), indicating that brand awareness serves as a
        partial mediator, enhancing the relationship between social
        media marketing and purchase intention.</p>
      </list-item>
      <list-item>
        <label>e)</label>
        <p>The coefficient of determination (R²) for the first model is
        0.426, while the second model shows a value of 0.503. The error
        terms are e1 = 0.758 and e2 = 0.705, respectively. Based on
        these results, the total determination value (R²m) is 0.715,
        which means that 71.5% of the variation in purchase intention is
        accounted for by the variables within the model, with the
        remaining 28.5% influenced by factors not included in the
        analysis.</p>
      </list-item>
    </list>
    <p>The findings of the computation of the path coefficient, as shown
    by the standardized beta coefficient value on each effect of the
    relationship between variables, will be discussed based on the
    presentation of structural equations.</p>
    <p>Through Figure 2, the values of the route coefficient for each
    variable influence are displayed as follows.</p>
    <graphic mimetype="image" mime-subtype="png" xlink:href="vertopal_efb17a03ebd248ed95dfd0026a3fa18d/media/image9.png" />
  </sec>
</sec>
<sec id="figure-2.-path-analysis-model">
  <title>Figure 2. Path Analysis Model</title>
  <sec id="simultaneous-tests">
    <title>Simultaneous Tests</title>
    <p>Purchase intention is significantly impacted by both brand
    awareness and social media marketing at the same time, according to
    the F test findings (Table 4.10), which yielded a significance value
    of 0.000 (&lt; 0.05).</p>
  </sec>
  <sec id="partial-test-individual">
    <title>Partial Test (Individual)</title>
    <p>Hypothesis testing was carried out using the following Beta
    values and significance:</p>
    <p>H1: Purchase intention is significantly positively impacted by
    social media marketing (β = 0.356; Sig. = 0.000). The findings
    indicated that H1 was approved. H2: Brand awareness is significantly
    improved by social media marketing (β = 0.653; Sig. = 0.000). The
    findings indicated that H2 was approved.</p>
    <disp-quote>
      <p>H3: Purchase intention is significantly positively impacted by
      brand awareness</p>
    </disp-quote>
    <p>(β = 0.424; Sig. = 0.000). The findings indicated that H3 was
    approved.</p>
  </sec>
  <sec id="summary-of-path-influence">
    <title>Summary of Path Influence</title>
    <p>Direct influence:</p>
    <p>SMM → Purchase Intention: 0,356</p>
    <p>SMM → Brand Awareness: 0,653</p>
    <p>Brand Awareness → Purchase Intention: 0,424</p>
    <p>Indirect influence:</p>
    <p>SMM → Purchase Intention throught Brand Awareness = 0,653 × 0,424
    = 0,277</p>
    <p>Total Impact:</p>
    <p>Total = 0.356 + 0.277 = 0.633</p>
    <p>Total Determination Coefficient:</p>
    <p>R2m = 0.715 indicates that the model accounts for 71.5% of the
    variation in purchase intention, with other factors accounting for
    the remaining 28.5%.</p>
    <p>These findings demonstrate that brand awareness functions as a
    partial mediator in the link between social media marketing and
    purchase intention and validate that all hypotheses are correct.</p>
    <disp-quote>
      <p>Table 6. Brand awareness mediates the relationship between social media marketing and purchase intention.</p>
    </disp-quote>
    <table-wrap>
    <label>Table 6. Brand awareness mediates the relationship between social media marketing and purchase intention.</label>
    <caption>
      <title><italic>Source: data processed, 2025</italic></title>
    </caption>
      <table>
        <thead>
          <tr>
            <th align="left" valign="top">Influence of variables</th>
            <th align="center" valign="top">Direct influence</th>
            <th align="center" valign="top">Indirect influence</th>
            <th align="center" valign="top">Total Impact</th>
            <th align="center" valign="top">Std. Error</th>
            <th align="center" valign="top">Itself.</th>
            <th align="left" valign="top">Result</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td align="left" valign="top">X&#x2192;Y</td>
            <td align="center" valign="top">0.356</td>
            <td align="center" valign="top">0.277</td>
            <td align="center" valign="top">0.633</td>
            <td align="center" valign="top">0.052</td>
            <td align="center" valign="top">0.000</td>
            <td align="left" valign="top">Significant</td>
          </tr>
          <tr>
            <td align="left" valign="top">X&#x2192;M</td>
            <td align="center" valign="top">0.653</td>
            <td align="center" valign="top"/>
            <td align="center" valign="top">0.653</td>
            <td align="center" valign="top">0.044</td>
            <td align="center" valign="top">0.000</td>
            <td align="left" valign="top">Significant</td>
          </tr>
          <tr>
            <td align="left" valign="top">M&#x2192;Y</td>
            <td align="center" valign="top">0.424</td>
            <td align="center" valign="top"/>
            <td align="center" valign="top">0.424</td>
            <td align="center" valign="top">0.092</td>
            <td align="center" valign="top">0.000</td>
            <td align="left" valign="top">Significant</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <p>Table 6 summarizes the values for each path of direct and
    indirect effect between variables, as well as the error value in
    each structural equation generated by the path analysis approach.
    The values in Table 6 will be explained as follows.The influence of
    social media marketing on purchase intention</p>
    <disp-quote>
      <p>The study was carried out to ascertain the impact of social
      media marketing on purchase intention, and the results showed that
      social media marketing had a 0.000 significance level and a direct
      influence of 0.356 on purchase intention.</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>a)</label>
        <p>The influence of social media marketing on brand
        awareness</p>
      </list-item>
    </list>
    <disp-quote>
      <p>The purpose of the study was to ascertain how social media
      marketing affected brand awareness. The results showed that social
      media marketing had a 0.000 significance value and a direct
      influence of 0.653 on brand awareness.</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>b)</label>
        <p>The effect of brand awareness on purchase intent</p>
      </list-item>
    </list>
    <disp-quote>
      <p>Brand awareness had a direct impact on purchase intention of
      0.424 and a significance value of 0.000, according to the study
      done to ascertain the relationship between brand awareness and buy
      intention.</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>c)</label>
        <p>The role of brand awareness in mediating the influence of
        social media marketing on purchase intention</p>
      </list-item>
    </list>
    <disp-quote>
      <p>Finding out how brand awareness mediated the effect of social
      media marketing on purchase intention was the aim of the study.
      The results indicated that social media marketing had a total
      effect of 0.633, with a direct influence of 0.356 and an indirect
      influence of 0.277.</p>
    </disp-quote>
  </sec>
  <sec id="sobel-test">
    <title>Sobel Test</title>
    <p>The following Sobel formula was applied in order to assess the
    importance of mediation's influence:</p>
    <disp-quote>
    <calculation id="z_score_calculation">
      <description>
        <parameter name="a" value="0.653"/>
        <parameter name="Sa" value="0.044"/>
        <parameter name="b" value="0.424"/>
        <parameter name="Sb" value="0.092"/>
      </description>

      <formula>
        <math>
          <mrow>
            <mi>Z</mi>
            <mo>=</mo>
            <mfrac>
              <mrow>
                <mi>a</mi><mo>&#x2062;</mo><mi>b</mi>
              </mrow>
              <msqrt>
                <mrow>
                  <msup>
                    <mi>b</mi>
                    <mn>2</mn>
                  </msup>
                  <mo>&#x2062;</mo>
                  <msup>
                    <mi>S</mi><mi>a</mi>
                  </msup>
                  <mo>+</mo>
                  <msup>
                    <mi>a</mi>
                    <mn>2</mn>
                  </msup>
                  <mo>&#x2062;</mo>
                  <msup>
                    <mi>S</mi><mi>b</mi>
                  </msup>
                  <mo>+</mo>
                  <msup>
                    <mi>S</mi><mi>a</mi>
                  </msup>
                  <mo>&#x2062;</mo>
                  <msup>
                    <mi>S</mi><mi>b</mi>
                  </msup>
                </mrow>
              </msqrt>
            </mfrac>
          </mrow>
        </math>
      </formula>

      <substitution>
        <step>Z = (0.653 × 0.424)</step>
        <step>denominator = √[(0.424² × 0.044²) + (0.653² × 0.092²) + (0.044² × 0.092²)]</step>
        <step>numerator = 0.277</step>
        <step>denominator = 0.063</step>
        <step>Z = 0.277 / 0.063 = 4.392</step>
      </substitution>

      <result>
        <Z>4.392</Z>
      </result>
    </calculation>
    </disp-quote>
    <p>Ha is approved while Ho is refused because Z = 4.392 &gt; 1.96.
    This indicates that the link between social media marketing and
    purchase intent has been demonstrated to be considerably mediated by
    brand awareness.</p>
  </sec>
  <sec id="uji-variance-accounted-for-vaf">
    <title>Uji Variance Accounted For (VAF)</title>
    <disp-quote>
    <calculation id="vaf_calculation">
      <description>
        <parameter name="IndirectInfluence" value="0.277"/>
        <parameter name="DirectInfluence" value="0.356"/>
      </description>

      <formula>
        <math>
          <mrow>
            <mi>VAF</mi>
            <mo>=</mo>
            <mfrac>
              <mi>Indirect&#xA0;influence</mi>
              <mrow>
                <mi>Direct&#xA0;influence</mi>
                <mo>+</mo>
                <mi>Indirect&#xA0;influence</mi>
              </mrow>
            </mfrac>
          </mrow>
        </math>
      </formula>

      <substitution>
        <step>VAF = 0.277 / (0.356 + 0.277)</step>
        <step>VAF = 0.277 / 0.6336</step>
        <step>VAF = 0.4375</step>
        <step>VAF = 43.75%</step>
      </substitution>

      <result>
        <VAF>0.4375</VAF>
        <VAF_Percent>43.75%</VAF_Percent>
      </result>
    </calculation>
    </disp-quote>
    <p>Since VAF is between 20%–80%, mediation is categorized as
    partial. Thus, brand awareness partially mediates the social media
    marketing's impact on consumers' intentions to buy.</p>
  </sec>
</sec>









<sec>
  <title>DISCUSSION</title>
  <sec id="the-influence-of-social-media-marketing-on-purchase-intention-at-bali-coffee-park-in-denpasar-city">
    <title>The Influence of Social Media Marketing on Purchase Intention
    at Bali Coffee Park in Denpasar City</title>
    <p>Purchase intent is positively and significantly impacted by
    social media marketing. This implies that customers' purchasing
    inclinations will rise in proportion to Taman Kopi Bali's social
    media management. These results align with the S-O-R Theory, which
    describes how social media marketing may act as a stimulus and
    elicit a desire to purchase as a reaction. The results of Aprilianti
    et al. (2023), Sabella et al. (2022), and others lend credence to
    this study.</p>
  </sec>
  <sec id="the-influence-of-social-media-marketing-on-brand-awareness-at-taman-kopi-bali-in-denpasar-city">
    <title>The Influence of Social Media Marketing on Brand Awareness at
    Taman Kopi Bali in Denpasar City</title>
    <p>Brand recognition is positively and significantly impacted by
    social media marketing as well. Consumers' perceptions of a brand
    might be influenced by interesting and reliable social media
    content. These findings are consistent with the S-O-R Theory and
    supported by studies conducted by Ramadhan et al. (2020),
    Anantasiska et al. (2022), and others.</p>
  </sec>
  <sec id="the-influence-of-brand-awareness-on-purchase-intention-at-taman-kopi-bali-in-denpasar-city">
    <title>The Influence of Brand Awareness on Purchase Intention at
    Taman Kopi Bali in Denpasar City</title>
    <p>Purchase intention is significantly influenced by brand
    awareness. Customers frequently select brands that are renowned for
    fostering trust and comfort. These results are consistent with the
    S-O-R Theory and earlier studies like those conducted by Faisal
    &amp; Ekawanto (2021) and Dewi et al. (2022).</p>
  </sec>
  <sec id="the-role-of-purchase-intention-in-mediating-the-influence-of-social-media-marketing-on-purchase-intention-at-taman-kopi-bali-in-denpasar-city">
    <title>The Role of Purchase Intention in Mediating the Influence of
    Social Media Marketing on Purchase Intention at Taman Kopi Bali in
    Denpasar City</title>
    <p>The impact of social media marketing on purchase intent is
    somewhat mediated by brand recognition. This implies that a strong
    social media presence can raise brand recognition, which raises the
    desire to buy. Sutariningsih &amp; Widagda (2021), Aprilianti et al.
    (2020), and others support these findings.</p>
  </sec>
</sec>









<sec>
  <title>CONCLUSIONS AND RECOMMENDATIONS</title>
  <sec id="conclusion">
    <title>Conclusion</title>
    <disp-quote>
      <p>The research's findings allow for the following deductions to
      be made:</p>
    </disp-quote>
    <list list-type="order">
      <list-item>
        <p>Social media marketing has a positive and considerable impact
        on Taman Kopi Bali's purchasing intention in Denpasar City. This
        indicates that higher- quality content in Marketing on social
        media can effectively boost consumen intention to make purchases
        at Bali Coffee Park.</p>
      </list-item>
      <list-item>
        <p>Brand visibility is also greatly and favorably impacted by
        social media marketing at Taman Kopi Bali in Denpasar City. This
        suggests that improvements in social media marketing efforts
        will lead to enhanced brand recognition among consumers.</p>
      </list-item>
      <list-item>
        <p>Purchase intention and brand awareness are positively and
        significantly correlated at Taman Kopi Bali in Denpasar City.
        This means that increasing consumer awareness of the brand can
        directly contribute to higher purchase intentions.</p>
      </list-item>
      <list-item>
        <p>Taman Kopi Bali's purchase intent and social media marketing
        interact, with brand awareness acting as a partial mediator.
        This suggests that by raising brand awareness, social media
        marketing indirectly influences purchase intention.Therefore, by
        strengthening Brand awareness and social media marketing can be
        improved, which in turn leads to a rise in consumers’ intention
        to purchase products at Taman Kopi Bali in Denpasar City.</p>
      </list-item>
    </list>
  </sec>
  <sec id="recommendation">
    <title>Recommendation</title>
    <p>The findings of the research that has been explained, suggestions
    related to this study can be submitted.</p>
  </sec>
  <sec id="for-the-management-of-taman-kopi-in-denpasar-city">
    <title>For the Management of Taman Kopi in Denpasar City</title>
    <p>The management of Taman Kopi Bali in Denpasar City can enhance
    purchase intent by focusing on brand and social media marketing
    awareness, whatever can be considered are as follows:</p>
    <list list-type="order">
      <list-item>
        <label>1)</label>
        <p>The management of the Taman Kopi Bali in Denpasar City is
        expected to be more active and consistent in creating and
        publishing content on social media. This consistency is
        important to build a strong brand image, maintain</p>
      </list-item>
    </list>
    <disp-quote>
      <p>audience engagement, and ensure that Taman Kopi remains
      relevant in the midst of market competition. In addition,
      management also needs to maximize the use of marketing on social
      media by creating items that attract more attention to consumers.
      It is also expected to take advantage of the advertising service
      features available on the application for each content generated.
      With this strategy, the content conveyed can reach consumers more
      widely and increase awareness of the existence of Taman Kopi,
      which can ultimately encourage increased purchase intention for
      Taman Kopi Bali.</p>
    </disp-quote>
    <list list-type="order">
      <list-item>
        <label>2)</label>
        <p>The management of Taman Kopi Bali in Denpasar City is
        expected to provide a distinctive feature contained in the
        content owned, which can be done by collaborating with
        well-known influencers in order to target a wider range of
        consumers and followers owned by Taman Kopi Bali so as to
        increase brand awareness, with increasing brand awareness will
        be able to attract consumers in increasing purchase intention at
        Taman Kopi Bali.</p>
      </list-item>
    </list>
  </sec>
</sec>






<sec>
  <title>ADVANCED RESEARCH</title>
  <p>The recommendation for future research is that, given that social
  media can reach consumers more widely, the next study should inclusion
  of variables that can affect a buyer's intention to buy and broaden
  the scope of the study beyond just potential Taman Kopi customers who
  live in Dangin Puri Kelod village. This will allow for a more diverse
  perspective and be applicable to other communities in general.</p>
</sec>












<sec>
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