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        <journal-meta>
            <journal-id journal-id-type="issn">2827-8259</journal-id>
            <journal-title-group>
                <journal-title>Jurnal Ekonomi dan Bisnis Digital (MINISTAL)</journal-title>
                <abbrev-journal-title>Jurnal Ekonomi dan Bisnis Digital (MINISTAL)</abbrev-journal-title>
            </journal-title-group>
            <issn pub-type="epub">2827-8259</issn>
            <issn pub-type="ppub">2827-8259</issn>
            <publisher>
                <publisher-name>Formosa Publisher</publisher-name>
                <publisher-loc>Jl. Sutomo Ujung No.28 D, Durian, Kecamatan Medan Timur, Kota Medan, Sumatera Utara 20235, Indonesia.</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.55927/ministal.v4i3.15194</article-id>
            <article-categories/>

            <title-group>
                <article-title>The  Determinants  of  Online  Impulsive  Buying  on  Shopee:  An Empirical Study</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <given-names>Nita</given-names>
                        <surname>Anastasia</surname>
                    </name>
                </contrib>

                <contrib contrib-type="author">
                    <name>
                        <given-names>Dian</given-names>
                        <surname>Widyaningtyas</surname>
                    </name>
                    <address>
                        <email>dianoer@gmail.com</email>
                    </address>
                    <xref ref-type="corresp" rid="cor-1"/>
                </contrib>
                
                <contrib contrib-type="author">
                    <name>
                        <given-names>Totok</given-names>
                        <surname>Haryanto</surname>
                    </name>
                </contrib>

                <contrib contrib-type="author">
                    <name>
                        <given-names>Meydy</given-names>
                        <surname>Fauziridwan</surname>
                    </name>
                </contrib>
            </contrib-group>
            <author-notes>
                <corresp id="cor-1">
                    <bold>Corresponding author: Dian Widyaningtyas</bold>
                    Email:<email>dianoer@gmail.com</email>
                </corresp>
            </author-notes>
            <pub-date-not-available/>
            <volume>4</volume>
            <issue>3</issue>
            <issue-title>The Determinants of Online Impulsive Buying on Shopee: An Empirical Study</issue-title>
            <fpage></fpage>
            <lpage></lpage>
            <history>
                <date date-type="received" iso-8601-date="2025-7-17">
                    <day>17</day>
                    <month>7</month>
                    <year>2025</year>
                </date>
                <date date-type="rev-recd" iso-8601-date="2025-7-31">
                    <day>31</day>
                    <month>7</month>
                    <year>2025</year>
                </date>
                <date date-type="accepted" iso-8601-date="2025-8-21">
                    <day>21</day>
                    <month>8</month>
                    <year>2025</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright© 2025 Formosa Publisher</copyright-statement>
                <copyright-holder>Formosa Publisher</copyright-holder>
                <license>
                    <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://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 License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri xlink:href="https://journal.formosapublisher.org/index.php/ministal" xlink:title="The Determinants of Online Impulsive Buying on Shopee: An Empirical Study">The Determinants of Online Impulsive Buying on Shopee: An Empirical Study</self-uri>
            <abstract>
                <p>This  study  aims  to  analyze  the  influence  of  sales 
                promotion, hedonic shopping motivation, 
                shopping lifestyle, and electronic word-of-mouth 
                (E-WOM) on impulsive buying behavior. The 
                research focuses on Shopee consumers in 
                Purwokerto.  The  independent  variables  in  this 
                study are sales promotion, hedonic shopping 
                motivation, shopping lifestyle, and E-WOM, 
                while  impulsive  buying  serves  as  the  dependent 
                variable. A quantitative research method was 
                employed. The sample consisted of 119 
                respondents,  selected  using  purposive  sampling. 
                Data were collected through a questionnaire 
                utilizing  a  Likert  scale.  The  collected  data  were 
                analyzed using SPSS version 26. The results 
                indicate that sales promotions, hedonic shopping 
                motivation, and shopping lifestyle have a positive 
                and significant effect on impulsive buying. 
                However, E-WOM does not influence on 
                impulsive buying.</p>
            </abstract>
            <kwd-group>
                <kwd>Sales Promotion</kwd>
                <kwd>Hedonic Shopping Motivation</kwd>
                <kwd>Shopping Lifestyle</kwd>
                <kwd>E-WOM</kwd>
                <kwd>Impulsive Buying</kwd>
            </kwd-group>
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                    <meta-name>issue-created-year</meta-name>
                    <meta-value>2025</meta-value>
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  </front>
  <body>
    <sec id="introduction">
      <title>INTRODUCTION</title>
      <p>The digital era in Indonesia shows rapid progress in technology and
  information dissemination, particularly in online commerce. This
  development is significantly supported by the internet, which
  accelerates information exchange and encourages the growth of
  e-commerce in Indonesia as a transaction and communication platform
  (Pramesti &amp; Dwiridotjahjono, 2022). As a result, online shopping
  has become a dominant trend and a popular new habit among the general
  public (Herdiana, 2023). Consumers increasingly prefer e-commerce
  platforms because they offer convenience, practically, time and energy
  efficiency, allowing consumers to make purchases anytime and anywhere
  without being limited by time (Siburian &amp; Anggrainie, 2022). In
  response to these market dynamics, various e-commerce continues to
  strive to present creative and efficient innovations, one of which is
  the Shopee marketplace. Founded by Forrest Li in 2009, Shopee is a
  marketplace or online shopping platform that is part of the SEA Group
  (Sari &amp; Kusuma, 2023).</p>
      <p>According to data from databoks, (2024), Shopee occupies the first
  position with the highest number of visits at 134.1 million. While
  Tokopedia 78 million, Lazada 55.9 million, and Blibli 24.2 million.
  This condition shows that Shopee has a lot of enthusiasts among
  Indonesians which can lead to increased impulsive buying so it is
  important for Shopee to remain competitive in the midst of market
  competition. Shopee provides innovation and attractive sales promotion
  strategies to increase consumer enthusiasm. The large number of
  products and ease of shopping at Shopee increases consumers' hedonic
  shopping motivation. High consumption and effective promotions
  encourage impulsive buying, which are spontaneous purchases without
  planning (Fadila et al., 2025). Although Shopee offers various
  promotions, consumers still complain about limitations such as free
  shipping that does not apply to all stores, minimum purchase for
  discounts, limited voucher time, expensive shipping, etc. Shopee needs
  an effective strategy by understanding the influence of impulse buying
  behavior to retain its leading position in the Indonesian e-commerce
  market.</p>
      <p>Based on Rook &amp; Fisher, (1995) in Tanriady &amp; Septiana,
  (2021), impulsive buying is a behavior characterized by a sudden,
  intense, and enduring compulsion to make an instant purchase.
  Impulsive buying isn’t solely propelled by affective elements,
  influences like the retail environment, personal contentment,
  self-worth, and the emotional state of consumers can also prompt them
  (Gogoi et al., 2020). The ease of access to online shopping activities
  and diverse offers is an attractive phenomenon for the wider
  community, which leads to impulsive buying behavior. Several factors
  that influence impulsive buying include sales promotions, hedonic
  shopping motivation, shopping lifestyle, and E-WOM. Sales promotion is
  the main element in a marketing campaign that includes intensive
  tools, mostly short-term, designed to stimulate faster purchases
  (Kotler &amp; Keller, 2016). The phenomenon of online shopping at
  Shopee is also in great demand because there are attractive
  promotional features, namely the order increase promotion feature and
  interaction with buyers (Shopee, 2025). The order boost promotion
  feature helps increase sales by offering incentives for buyers such as
  affiliate marketing solutions, shopee live/video, discounts, vouchers, flash sales, shipping promos, shopee external ads, my
  shop vouchers/flash sales, saving combos, etc. As for the promotional
  features, increasing interaction with buyers can help increase visits
  including shop follow vouchers, shop decorations, seller coins, rating
  gifts, and chat broadcasts. Sales promotions can encourage customers
  to make more purchases, as well as increase impulsive buying (Sinjaya
  &amp; Santoso, 2021). The results of research Sahar, (2022), Prakasiwi
  &amp; Nuvriasari, (2024), and Nurfajrini &amp; Putri, (2024),
  demonstrate that sales promotion exerts a substantial favorable
  influence on impulsive buying behavior. However, research by Budiarto
  &amp; Saputri, (2022) and Tumanggor et al., (2022) states the sales
  promotion exerts no influence on impulsive buying behavior.</p>
      <p></p>
      <p>According to Fissudur et al., (2022), hedonic shopping motivation
  is a consumer's drive to seek pleasure and sensation, which often
  leads to a lack of self-control and a lack of understanding of product
  benefits. Shopping makes an individual's lifestyle in his daily life
  to be able to fulfill his needs and desires (Hasim &amp; Lestari,
  2022). Findings from studies by Hidiani &amp; Rahayu, (2021) and
  Sufyan et al., (2024), hedonic shopping desire significantly enhances
  impulsive buying behavior. However, research by Khatimah et al.,
  (2024), it is stated that hedonic shopping motivation has a negative
  affects impulsive buying. Shopping lifestyle refers to an individual's
  allocation of time and financial resources towards diverse products.
  Due to the convenience of internet shopping, leisure time, and
  financial resources, customers will possess considerable purchasing
  power (Tjemara &amp; Nurlinda, 2025). This suggests that a heightened
  shopping lifestyle increases the likelihood of customers participating
  in impulsive buying. Research conducted by Salsabila et al., (2024)
  and Wati et al., (2023), revealed that a shopping lifestyle has a
  favorable and important impact on impulse purchasing behavior.
  However, the research findings of Irawan et al., (2020), indicate that
  shopping lifestyle does not influence impulsive buying. E-WOM
  typically denotes favorable or unfavorable thoughts regarding a
  product, serving as a reference prior to a purchase and accessible to
  numerous individuals online. This can enhance the motivation or
  bolster the confidence of prospective consumers to engage in impulsive
  buying (Tanriady &amp; Septina, 2022). The findings of the studies by
  Ariyanti &amp; Iriani, (2022) and Rahmaningsih &amp; Sari, (2022)
  indicate that E-WOM significantly influences impulsive buying
  positively. Nonetheless, the findings of studies conducted by Puspita
  et al., (2023), Hasim &amp; Lestari, (2022), and Nuraini et al.,
  (2024) indicate that electronic word-of-mouth (E-WOM) has no effect on
  impulsive buying behavior.</p>
      <p>This research is a development of previous research conducted by
  Fahruddin et al., (2024), it emphasizes the elements of sales
  promotion, hedonic shopping motivation, and shopping lifestyle. The
  research show that these three variables exerted a favorable and
  significant influence on impulsive buying behavior. The distinction
  between this study and prior studies is in the incorporation of the
  E-WOM variable as an independent variable, as evidenced by research
  undertaken by Nuraini &amp; Praswati, (2024), E-WOM shows a beneficial
  (positive) and significant impact on impulsive buying behavior. The
  incorporation of these variables seeks to identify additional
  characteristics that may affect impulsive buying behavior among consumers. This research
  focuses on consumer behavior in Purwokerto. As the center activity in
  the Banyumas region, the people of Purwokerto tend to be digitally
  literate and have consumptive habits, given the increasing popularity
  of online promotions and transactions which further trigger impulsive
  buying behavior. Analyzing sales promotion, hedonic shopping
  motivation, shopping lifestyle, and electronic word-of-mouth (E-WOM)
  on impulsive buying can yield deeper insights.</p>
    </sec>
    <sec id="literature-review">
      <title>LITERATURE REVIEW</title>
      <sec id="theory-of-consumer-behavior">
        <title>Theory of Consumer Behavior</title>
        <p>According to Peter &amp; Olson, (2016), consumer behavior is the
    action of individuals or groups in the decision-making process and
    product use, which is influenced by various factors. Affective and
    cognitive theories are the main basis that can influence consumer
    behavior in making impulsive buying, where both represent the types
    of responses and events that occur in the consumer environment
    (Peter &amp; Olson, 2016). Affective theory is applied in hedonic
    shopping motivation and shopping lifestyle because it involves
    consumers’ feelings towards an object, referring to internal
    psychological processes such as feelings, moods, and emotions, to
    obtain satisfaction within themselves with the aim of seeking
    pleasant things, which can result in spontaneous or unplanned
    purchases (Peter &amp; Olson, 2016). Cognitive theory is applied in
    sales promotion and E-WOM variables, because the theory involves
    consumers’ knowledge or thoughts about a product and is stored in
    memory. Assessment of individual cognitive responses relates to the
    thoughts that occur when they read, see, and hear communicated
    messages. These thoughts reflect processes or reactions attitudes to
    help form the final acceptance and rejection of the message conveyed
    (Peter &amp; Olson, 2016).</p>
      </sec>
      <sec id="impulsive-buying">
        <title>Impulsive Buying</title>
        <p>Based on Rook &amp; Fisher, (1995) in Tanriady &amp; Septiana,
    (2021) Impulsive buying is a behavior characterized by a sudden,
    intense, and enduring compulsion to make an instant purchase. This
    process is influenced by several indicators, including spontaneity,
    strength/compulsiveness and intensity, excitement and stimulation,
    and indifference to consequences (Rook &amp; Fisher, 1995) in
    (Tanriady &amp; Septiana, 2021).</p>
      </sec>
      <sec id="sales-promotion">
        <title>Sales Promotion</title>
        <p>Sales promotion is a major element in marketing activities that
    notifies consumers that the company is launching a new product that
    has the potential to stimulate consumers to make purchase
    transactions (Junikon &amp; Ali, 2022). Sales promotions can provide
    more value and incentives for consumers to visit e- commerce
    platforms or make purchases within a certain period of time.
    Furthermore, Mifta &amp; Ali, (2023) in Fahruddin et al., (2024) say
    that the indicators in sales promotion include providing coupons,
    offering discounts, price promotion packages, providing product
    discounts, and providing cashback. This is supported by research
    Sahar, (2022), Prakasiwi &amp; Nuvriasari, (2024), Fahruddin et al., (2024), and Nurfajrini &amp; Putri, (2024), demonstrating that sales promotion has a positive and significant
    impact on impulsive buying behavior. H1: Sales promotion has a
    positive and significant effect on impulsive buying.</p>
      </sec>
      <sec id="hedonic-shopping-motivation">
        <title>Hedonic Shopping Motivation</title>
        <p>According to Siburian &amp; Anggrainie, (2022) hedonic motivation
    is the urge of customers to buy because they enjoy the experience of
    shopping, without considering the value of the products purchased.
    This highlights the shift in consumer focus from purely functional
    value to the emotional satisfaction obtained during the shopping
    process. Indicators of hedonic shopping motivation according to
    Effendi et al., (2020), some of these are adventure shopping, social
    shopping, gratification shopping, idea shopping, role shopping, dan
    value shopping. This finding corroborates the research of Alamsyah
    &amp; Rahayu, (2024), Hidiani &amp; Rahayu, (2021), and Sufyan et
    al., (2024), indicating that hedonic shopping motivation
    considerably and favorably affects impulsive buying behavior.</p>
        <p>H2: Hedonic shopping motivation has a positive and significant
    influence on impulsive buying.</p>
      </sec>
      <sec id="shopping-lifestyle">
        <title>Shopping Lifestyle</title>
        <p>According to Wahyuni &amp; Setyawati, (2020) shopping lifestyle
    is a usage habit that describes personal preferences regarding how
    to fill time. In addition to fashion trends, individuals dedicate
    their time to staying informed about the latest advancements. This
    shopping lifestyle is also what finally along with the times is
    closely related to information technology (Prasetia, 2020).
    Furthermore, Prasetia, (2020) in Fahruddin et al., (2024) explains
    that there are 6 (six) indicators of shopping lifestyle, namely
    responding to every product advertisement, buying the latest product
    design, shopping for well-known brands, believing that popular
    brands are the best purchases in terms of quality, often buying
    different brands, ensuring that there are different brands (product
    categories) in the products purchased. This is in line with the
    research of Salsabila et al., (2024) and Wati et al., (2023), dan
    Cantikasari &amp; Basiya, (2022), which states that shopping
    lifestyle has a positive and significant effect on impulsive
    buying.</p>
        <p>H3: Shopping lifestyle has a positive and significant effect on
    impulsive buying.</p>
      </sec>
      <sec id="e-wom">
        <title>E-WOM</title>
        <p>E-WOM is marketing using the internet to create word-of-mouth
    effects to support a business (Kotler &amp; Keller, 2016). E-WOM is
    a form of review that can be submitted via the internet. The power
    of E-WOM lies not only in its ability to spread information quickly
    and widely, but also in its trustworthiness and authenticity.
    According to Tanriady &amp; Septina, (2022) E-WOM indicators are
    sharing experiences in giving opinions on the internet and the
    internet as a source of searching for information about products.
    According to Arifin &amp; Februadi, (2022) E-WOM indicators are
    intensity, valence of opinion, and content. This is confirmed by the
    results of research Ariyanti &amp; Iriani, (2022) Rahmaningsih &amp;
    Sari, (2022) and Sari &amp; Rafida, (2024) which states that it has
    a positive and significant effect on impulsive buying.</p>
        <p>H4: E-WOM has a positive and significant effect on impulsive
    buying.</p>
        <disp-quote>
          <fig id="figure-hyumg5">
              <label>Figure 1. Conceptual Framework</label>
              <graphic xlink:href="East_Asian_Journal_of_Multidisciplinary_Research_EAJMR-4-8-3651-g1.png" mimetype="image"
                  mime-subtype="png">
                  <alt-text>Image</alt-text>
              </graphic>
          </fig>
        </disp-quote>
        <p>Figure 1. Conceptual Framework</p>
      </sec>
    </sec>
    <sec id="methodology">
      <title>METHODOLOGY</title>
      <p>This study employs quantitative methodologies, focusing exclusively
  on individuals in Purwokerto who have purchased from or engaged with
  Shopee as consumers. The study population comprises Shopee users
  residing in Purwokerto who have made a minimum of two purchases on
  Shopee within the past six months. This study employed a
  non-probability strategy utilizing purposive sampling to collect
  samples, where respondents according to criteria or suitable for
  research purposes are selected so that they are expected to respond to
  the research case (Sugiyono, 2013). The criteria for determining the
  sample are as follows: Female/male at least 18 years old; have
  purchased a minimum of twice in the past six months; shopee consumers
  who live/reside in Purwokerto.</p>
      <p>The sample used in this study used the Lemeshow formula, (1997),
  because it did not know the exact population size. The Lemeshow
  formula, (1997) is as follows:</p>
      <p>n = Z²P (1−P) / d² = (1.96)20.5(1−0.5) / (0.1)²</p>
      <p>= 3.8416×0.25 / 0.01 = 0.9604 / 0.01 = 96.04 samples or 96 samples</p>

      <p>Referring to the calculation results, the minimum sample size is 96
  people. Researchers made a list of statements and distributed
  questionnaires <italic>online</italic> with google form. In measuring
  the data to be taken from respondents, researchers used likert
  measurement scale (1-5) with the provisions that 5 means Strongly
  Agree (SS), 4 means Agree (S), 3 means neutral (N), 2 means Disagree
  (TS), and 1 means Strongly Disagree (STS) (Sugiyono, 2013). The
  primary data collected was processed using the SPSS 26 application
  (Ghozali, 2018).</p>
    </sec>
    <sec id="research-result">
      <title>RESEARCH RESULT</title>
      <p>The research questionnaire contains 30 lists of statements and
  contains descriptions of respondents related to gender, age,
  education, occupation, and income. A total of 119 respondents were
  obtained from distributing questionnaires using google form. The majority of respondents were
  female, numbering 110 (92.4%), while 9 (7.6%) were male. The majority
  were aged 18-23, numbering (85.7%)</p>
      <sec id="instrument-test">
        <title>Instrument Test</title>
          <p>
            <italic>
              <bold>Validity and Reliability Test</bold>
            </italic>
          </p>
          <p>Table 1. Reliability Test</p>
          <table-wrap id="tbl1">
            <label>Table 1. Reliability Test</label>
            <caption>
              <title>Source: processed 2025</title>
            </caption>
            <table frame="hsides" rules="groups">
              <thead>
                <tr>
                  <th>Variable</th>
                  <th>Reliability Test (Cronbach’s Alpha)</th>
                  <th>Description</th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td>Sales Promotion</td>
                  <td>0.825</td>
                  <td>Reliable</td>
                </tr>
                <tr>
                  <td>Hedonic Shopping Motivation</td>
                  <td>0.803</td>
                  <td>Reliable</td>
                </tr>
                <tr>
                  <td>Shopping Lifestyle</td>
                  <td>0.775</td>
                  <td>Reliable</td>
                </tr>
                <tr>
                  <td>E-WOM</td>
                  <td>0.739</td>
                  <td>Reliable</td>
                </tr>
                <tr>
                  <td>Impulsive Buying</td>
                  <td>0.887</td>
                  <td>Reliable</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <p></p>
            </table-wrap-foot>
          </table-wrap>
          <p>
            <italic>Source: processed 2025</italic>
          </p>
        <p>The validity test analysis results on all variables based on 119
    respondents, demonstrate that all statement items are valid. The
    Pearson total correlation coefficient (r count) surpasses the
    crucial value (r table) of 0.179, with a significance level of 0.000
    &lt; 0.05 (Ghozali, 2018). The reliability testing findings indicate
    that the Cronbach’s Alpha value exceeds 0.60. This indicates that
    the instrument adheres to the dependability requirements established
    (Ghozali, 2018).</p>
      </sec>
      <sec id="classical-assumptions">
        <title>Classical Assumptions</title>
        <list list-type="order">
          <list-item>
            <p>
              <italic>1. Normality Test</italic>
            </p>
          </list-item>
        </list>
        <p>Ghozali, (2018) The normality test evaluates if the residuals of
        the regression model conform to a normal distribution. The applied
        methodology is the Kolmogorov-Smirnov non-parametric test, which
        determines that a significance value below 0.05 classifies the data
        as abnormal, whereas a significance value above 0.05 categorizes the
        data as acceptable or normal.</p>
        <p>Table 2. Normality Test</p>
        <table-wrap id="tbl2">
          <label>Table 2. Normality Test</label>
          <p>One-Sample Kolmogorov-Smirnov Test</p>
          <caption>
            <title>Source: compiled in 2025</title>
          </caption>
          <table frame="hsides" rules="groups">
            <thead>
              <tr>
                <th></th>
                <th>Unstandardized Residual</th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>N</td>
                <td>119</td>
              </tr>
              <tr>
                <td>Normal Parameters<sup>a,b</sup> Mean</td>
                <td>0.0000000</td>
              </tr>
              <tr>
                <td>Std. Deviation</td>
                <td>4.091284668</td>
              </tr>
              <tr>
                <td>Most Extreme Differences Absolute</td>
                <td>0.081</td>
              </tr>
              <tr>
                <td>Positive</td>
                <td>0.049</td>
              </tr>
              <tr>
                <td>Negative</td>
                <td>-0.081</td>
              </tr>
              <tr>
                <td>Test Statistic</td>
                <td>0.081</td>
              </tr>
              <tr>
                <td>Asymp. Sig. (2-tailed)</td>
                <td>0.053<sup>c</sup></td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <p></p>
          </table-wrap-foot>
        </table-wrap>
      </sec>
    </sec>
    <sec>
      <p>Based on table 2, the value of Asymp. Sig. (2-tailed) is 0.053 &gt;
      0.05, indicating that the data is normally distributed. Thus, the
      normality requirement in the regression model has been successfully
      met.</p>
      <list list-type="order">
        <list-item>
          <p>
            <italic>2. Multicollinearity Test</italic>
          </p>
        </list-item>
      </list>
      <p>Table 3. Multicollinearity Test</p>
      <table-wrap id="tbl3">
        <label>Table 3. Multicollinearity Test</label>
        <caption>
          <title>Source: processed 2025</title>
        </caption>
        <table frame="hsides" rules="groups">
          <thead>
            <tr>
              <th>Model</th>
              <th colspan="2">Colinearity Statistics</th>
              <th>Description</th>
            </tr>
            <tr>
              <th></th>
              <th>Tolerance</th>
              <th>VIF</th>
              <th></th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>X1</td>
              <td>0.562</td>
              <td>1.780</td>
              <td>No multicollinearity</td>
            </tr>
            <tr>
              <td>X2</td>
              <td>0.336</td>
              <td>2.977</td>
              <td>No Multicollinearity</td>
            </tr>
            <tr>
              <td>X3</td>
              <td>0.393</td>
              <td>2.543</td>
              <td>No Multicollinearity</td>
            </tr>
            <tr>
              <td>X4</td>
              <td>0.413</td>
              <td>2.422</td>
              <td>No Multicollinearity</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn>
            <p></p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
      <p>Multicollinearity testing is conducted to assess the existence of a
  significant linear connection among the independent variables in the
  regression model (Ghozali, 2018). According to Table 3, with Tolerance
  over 0.10 and VIF below 10, as noted by Ghozali, (2018), these
  findings indicate the absence of multicollinearity symptoms among the
  independent variables.</p>
      <list list-type="order">
        <list-item>
          <p>
            <italic>Glejser Heteroscedasticity Test</italic>
          </p>
        </list-item>
      </list>
      <p>Ghozali, (2018) explains that the heteroscedasticity test aims to
  detect inequality in the variance of the resdiuals of each observation
  of the regression model.</p>
      <p>Table 4. Glejser Heteroscedasticity Test</p>
      <table-wrap>
        <label>Table 4. Glejser Heteroscedasticity Test</label>
        <table>
          <colgroup>
            <col width="43%" />
            <col width="12%" />
            <col width="11%" />
            <col width="34%" />
          </colgroup>
          <thead>
            <tr>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Model</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>T</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Sig.</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
              <th>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>
                      <bold>Description</bold>
                    </p>
                  </disp-quote>
                </p>
              </th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>(Constant)</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>-0.233</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.816</p>
                  </disp-quote>
                </p>
              </td>
              <td>No Heteroscedasticity</td>
            </tr>
            <tr>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Sales Promotion</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>1.129</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.261</p>
                  </disp-quote>
                </p>
              </td>
              <td>No Heteroscedasticity</td>
            </tr>
            <tr>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Hedonic Shopping Motivation</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>1.308</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.194</p>
                  </disp-quote>
                </p>
              </td>
              <td>No Heteroscedasticity</td>
            </tr>
            <tr>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>Shopping Lifestyle</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>-0.533</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.595</p>
                  </disp-quote>
                </p>
              </td>
              <td>No Heteroscedasticity</td>
            </tr>
            <tr>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>E-WOM</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>-0.038</p>
                  </disp-quote>
                </p>
              </td>
              <td>
                <p specific-use="wrapper">
                  <disp-quote>
                    <p>0.970</p>
                  </disp-quote>
                </p>
              </td>
              <td>No Heteroscedasticity</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
        <p>
          <italic>Source: processed 2025</italic>
        </p>
      <p>In table 4, Sig. &gt; 0.05 Ghozali, (2018) shows that all variables do not occur heteroscedasticity problems.</p>
      <sec id="multiple-linear-regression-analysis-hypothesis-test">
        <title>Multiple Linear Regression Analysis Hypothesis Test</title>
        <p><italic>1. T-Test</italic></p>
          <p>Table 5. T-Test</p>
          <table-wrap id="tbl5">
            <label>Table 5. T-Test</label>
            <caption>
              <title>Source: processed 2025</title>
            </caption>
            <table frame="hsides" rules="groups">
              <thead>
                <tr>
                  <th rowspan="2">Model</th>
                  <th colspan="2">Unstandardized Coefficients</th>
                  <th colspan="1">Standardized Coefficients</th>
                  <th rowspan="2">T</th>
                  <th rowspan="2">Sig.</th>
                </tr>
                <tr>
                  <th>B</th>
                  <th>Std. Error</th>
                  <th>Beta</th>
                </tr>
              </thead>
              <tbody>
                <tr>
                  <td>(Constant)</td>
                  <td>3.980</td>
                  <td>2.819</td>
                  <td></td>
                  <td>1.412</td>
                  <td>0.161</td>
                </tr>
                <tr>
                  <td>X1</td>
                  <td>0.336</td>
                  <td>0.133</td>
                  <td>0.253</td>
                  <td>2.533</td>
                  <td>0.013</td>
                </tr>
                <tr>
                  <td>X2</td>
                  <td>0.405</td>
                  <td>0.166</td>
                  <td>0.315</td>
                  <td>2.439</td>
                  <td>0.016</td>
                </tr>
                <tr>
                  <td>X3</td>
                  <td>0.482</td>
                  <td>0.154</td>
                  <td>0.374</td>
                  <td>3.136</td>
                  <td>0.002</td>
                </tr>
                <tr>
                  <td>X4</td>
                  <td>-0.475</td>
                  <td>0.166</td>
                  <td>-0.333</td>
                  <td>-2.860</td>
                  <td>0.005</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <p></p>
            </table-wrap-foot>
          </table-wrap>
          <p>
            <italic>Source: processed 2025</italic>
          </p>
          <p>Regression Model:</p>
          <p>Y = ꞵ0 + ꞵ1X1 + ꞵ2X2 + ꞵ3X3 + ꞵ4X4 + e</p>
          <p>= 3.980 (α) + 0.336 (X1) = 0.405 (X2) + 0.482 (X3) – 0.475 (X4) + e</p>
        <p>The analysis results in table 5 show the effect of each variable. The T-Test states that:</p>
        <list list-type="order">
          <list-item>
            <p>Sales promotion (t value 2.533 &gt; t table 1.98099,
        significance 0.013 &lt; 0.05) indicates that X1 has a positive
        and significant influence on Y. As a result, H1, which claims
        that sales promotion has a positive and significant influence on
        impulsive buying, is accepted.</p>
          </list-item>
          <list-item>
            <p>X2 has a significant positive influence on Y (t value 2.439
        &gt; t table 1.98099, significance 0.016 &lt; 0.05). As a
        result, hypothesis H2, which states that hedonic shopping
        motivation have a positive and significant influence on
        impulsive buying, is accepted.</p>
          </list-item>
          <list-item>
            <p>The shopping lifestyle variable has a significant positive
        impact on Y, with a t-value of 3.136 compared to the t-table
        value of 1.98099 (significance 0.002 &lt; 0.05). Thus, H3, which
        claims that a shopping lifestyle has a positive and significant
        impact on impulsive buying, is accepted.</p>
          </list-item>
          <list-item>
            <p>E-WOM, t value -2.860 &lt; t table 1.98099 with significance
        0.005 &lt; 0.05 indicates that X4 has no significant effect on
        Y. As a result, H4, which proposes that E- WOM has a positive
        and significant impact on impulsive buying, is rejected.</p>
          </list-item>
        </list>
        <p><italic>2. F Test</italic></p>
        <p>Table 6. F Test</p>
        <table-wrap>
          <label>Table 6. F Test</label>
          <table>
            <colgroup>
              <col width="23%" />
              <col width="18%" />
              <col width="13%" />
              <col width="18%" />
              <col width="15%" />
              <col width="13%" />
            </colgroup>
            <thead>
              <tr>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Model</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Sum of</bold>
                      </p>
                      <p>
                        <bold>Squares</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <bold>Df</bold>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Mean</bold>
                      </p>
                      <p>
                        <bold>Square</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>F</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Sig.</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>1 Regression</p>
                    </disp-quote>
                  </p>
                </td>
                <td>1123.634</td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>4</p>
                    </disp-quote>
                  </p>
                </td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>280.908</p>
                    </disp-quote>
                  </p>
                </td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>16.213</p>
                    </disp-quote>
                  </p>
                </td>
                <td>.000b</td>
              </tr>
              <tr>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>Residual</p>
                    </disp-quote>
                  </p>
                </td>
                <td>1975.156</td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>114</p>
                    </disp-quote>
                  </p>
                </td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>17.326</p>
                    </disp-quote>
                  </p>
                </td>
                <td></td>
                <td></td>
              </tr>
              <tr>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>Total</p>
                    </disp-quote>
                  </p>
                </td>
                <td>3098.790</td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>118</p>
                    </disp-quote>
                  </p>
                </td>
                <td></td>
                <td></td>
                <td></td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
          <p>
            <italic>Source: processed 2025</italic>
          </p>
        <p>Based on table 6, The significance value is 0.000, which is less
    than 0.05, and the F count is 16.213. Refer to Table 6.</p>
        <p><italic>3. Test the Coefficient of Determination</italic></p>
        <p>Table 7. Test the Coefficient of Determination</p>
        <table-wrap>
          <label>Table 7. Test the Coefficient of Determination</label>
          <table>
            <colgroup>
              <col width="15%" />
              <col width="15%" />
              <col width="17%" />
              <col width="25%" />
              <col width="28%" />
            </colgroup>
            <thead>
              <tr>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Model</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>R</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>R</bold>
                      </p>
                      <p>
                        <bold>Square</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Adjusted R</bold>
                      </p>
                    </disp-quote>
                  </p>
                  <p>
                    <bold>Square</bold>
                  </p>
                </th>
                <th>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>
                        <bold>Std. Error of</bold>
                      </p>
                      <p>
                        <bold>the Estimate</bold>
                      </p>
                    </disp-quote>
                  </p>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>1</p>
                    </disp-quote>
                  </p>
                </td>
                <td>0.602a</td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>0.363</p>
                    </disp-quote>
                  </p>
                </td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>0.340</p>
                    </disp-quote>
                  </p>
                </td>
                <td>
                  <p specific-use="wrapper">
                    <disp-quote>
                      <p>4.162</p>
                    </disp-quote>
                  </p>
                </td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
          <p>
            <italic>Source: processed 2025</italic>
          </p>
        <p>In table 7, sales promotion, hedonic shopping motivation,
    shopping lifestyle, and E-WOM are independent variables, according
    to the regression model's Adjusted R Square value of 0.340 account
    for 34% of the variance in the dependent variable (impulsive
    buying). The remaining 66% is affected by unexamined variables.</p>
      </sec>
    </sec>
    <sec id="discussion">
      <title>DISCUSSION</title>
      <sec id="the-effect-of-sales-promotion-on-impulsive-buying">
        <title>The Effect of Sales Promotion on Impulsive Buying</title>
        <p>The results showed that sales promotion positively and
    significantly influences impulsive buying among Shopee consumers.
    Sales promotion strategies such as discounts, vouchers, flash sales,
    shipping promos, etc. provide a strong impetus to engage in
    impulsive buying. Based on Peter &amp; Olson, (2016), cognitive
    processes affect how message conveyed can be received and related to
    consumer purchases. The type of sales promotion used by Shopee is
    effective in reaching consumers. Consumers in Purwokerto tend to
    make impulsive buying when there are attractive promotional offers
    on shopee. This indicates that smart marketing strategies in the
    form of promotions can trigger emotional responses and a spontaneous
    desire to buy, even without prior planning. This finding is in line
    with research research (Sahar, 2022), (Prakasiwi &amp; Nuvriasari,
    2024), (Fahruddin et al., 2024), and (Nurfajrini &amp; Putri,
    2024).</p>
      </sec>
      <sec id="the-effect-of-hedonic-shopping-motivation-on-impulsive-buying">
        <title>The Effect of Hedonic Shopping Motivation on Impulsive
    Buying</title>
        <p>The data indicates that hedonic shopping motivation positively
    and significantly influences impulsive buying. This discovery aligns
    with Peter and Oslon affective theory, (2016), which posits that
    hedonic shopping motivation is propelled by customers' pursuit of
    emotional gratification and pleasurable experiences when shopping,
    frequently independent of utilitarian necessities. Consumers who
    have high hedonic shopping motivation tend to make impulsive buying
    when shopping at shopee in the Purwokerto community. Shopping
    activities at Shopee are not just transactions, but also
    recreational experiences and discoveries that trigger positive
    feelings in finding an interesting product, which can encourage
    impulsive buying behavior. This finding is in line with research by
    Alamsyah &amp; Rahayu, (2024), Hidiani &amp; Rahayu, (2021),
    Fahruddin et al., (2024), and Sufyan et al., (2024), Hedonic
    shopping motivation significantly enhances impulsive buying
    behavior.</p>
      </sec>
      <sec id="the-effect-of-shopping-lifestyle-on-impulsive-buying">
        <title>The Effect of Shopping Lifestyle on Impulsive Buying</title>
        <p>The results showed that shopping lifestyle positively and
    significantly influences impulsive buying. Based on affective theory
    Peter &amp; Olson, (2016) consumers have a tendency to buy based on
    psychological processes within themselves, consumer shopping
    lifestyles which include behavior, preferences, and shopping habits
    are factors in shaping the impulsive buying behavior of the
    Purwokerto community, which makes shopping an important and
    enjoyable activity. Consumers who have a shopping lifestyle tend to
    be impulsive, who are more easily tempted to buy new products and
    tend to make impulsive buying when interacting with Shopee. Products
    with a variety of diverse brands in shopee, the quality offered, and
    the ease of shopping at shopee significantly contribute to the
    impulsive buying process to impulsive buying impulses as part of
    their shopping lifestyle. This finding is in line with research by
    Salsabila et al., (2024) and Wati et al., (2023), Fahruddin et al.,
    (2024), and Cantikasari &amp; Basiya, (2022) that shopping lifestyle
    has a significant positive effect on impulsive buying.</p>
      </sec>
      <sec id="the-effect-of-e-wom-on-impulsive-buying">
        <title>The Effect of E-WOM on Impulsive Buying</title>
        <p>The analysis shows that E-WOM exerts no substantial influence on
    impulsive buying in Shopee consumers. In the context of this study,
    althought not in line with Peter &amp; Olson cognitive theory,
    (2016), it is possible that Shopee consumers in Purwokerto face
    significant negative E-WOM, which is manifested through product
    dissatisfaction or discontent with Shopee itself, as well as the
    dissemination of adverse experiences and recommendations to other
    customers not to make certain product purchases, thereby reducing
    impulsive buying behavior among consumers. Consumers react much more
    strongly to negative things, which can be caused by various
    circumstances, impression formation, and information processing.
    This finding is in line with the results of previous research by
    Yuliana et al., (2024) and Puspita et al., (2023), which states that
    E- WOM has no significant effect on impulsive buying.</p>
      </sec>
    </sec>
    <sec id="conclusions-and-recommendations">
      <title>CONCLUSIONS AND RECOMMENDATIONS</title>
      <p>The results of this study indicate that sales promotion, hedonic
  shopping motivation, and shopping lifestyle significantly and
  positively influence impulsive buying on Shopee consumers in
  Purwokerto. Meanwhile, the E-WOM variable has no significant effect on
  impulsive buying for Shopee consumers in Purwokerto.</p>
      <p>The adjusted R-square value of 34% in this study, classified as
  moderate in influencing the dependent variable, Hair &amp; Alamer,
  (2022), indicates that there are other factors that influence the
  dependent variable that have not been measured in the model.
  Demographic analysis of respondents shows a disproportionate
  composition, dominated by young individuals with an average monthly
  income below one million rupiah. The limitation of indicators in
  describing variables may also be a contributing factor. Based on these
  findings, further research is recommended to include other relevant
  variables outside the model and expand the demographic coverage of
  respondents to increase the explanatory power of the model to the
  dependent variable and strengthen ist generalizability.</p>
    </sec>
    <sec id="advanced-research">
      <title>ADVANCED RESEARCH</title>
      <p>This research is expected to add insight and knowledge and become a
  reference for future researchers. The limitation of this research is
  the unrepresentative sample composition. Most of the respondents are
  young individuals (students), dominated by one age group, gender and
  predominatly low income. It is hoped that future researhers can expand
  the demographic coverage of respondents and examine other factors or
  variables that can influence impulsive buying.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>

      <ref id="R1">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Alamsyah</surname><given-names>A. N.</given-names></name>
        <name><surname>Rahayu</surname><given-names>T. S. M.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>The Influence of Flash Sale Marketing Communication, Free Shipping Tagline, Price Discounts, and Hedonic Shopping Motivation on Impulsive Purchase Decisions in the Shopee Marketplace</article-title>
      <source>Asian Journal of Social Science and Management Technology</source>
      <volume>6</volume>
      <issue>4</issue>
      <fpage>2313</fpage>
      <lpage>7410</lpage>
      <ext-link ext-link-type="uri" xlink:href="http://www.ajssmt.com">www.ajssmt.com</ext-link>
    </element-citation>
  </ref>

  <ref id="R2">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Ariyanti</surname><given-names>L.</given-names></name>
        <name><surname>Setyo Iriani</surname><given-names>S.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Promosi Penjualan Dan Electronic Word of Mouth Terhadap Pembelian Impulsif Pada Saat Special Event Day (Studi Pada Konsumen Shopee Jawa Timur)</article-title>
      <source>SIBATIK JOURNAL: Jurnal Ilmiah Bidang Sosial, Ekonomi, Budaya, Teknologi, Dan Pendidikan</source>
      <volume>1</volume>
      <issue>5</issue>
      <fpage>491</fpage>
      <lpage>508</lpage>
      <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.54443/sibatik.v1i5.58">https://doi.org/10.54443/sibatik.v1i5.58</ext-link>
    </element-citation>
  </ref>

  <ref id="R3">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Budiarto</surname><given-names>J. T.</given-names></name>
        <name><surname>Saputri</surname><given-names>M. E.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Sales Promotion, Hedonic Shopping Motive, Dan Shopping Lifestyle Terhadap Impuslive Buying Pada Harbolnas Event Di E-Commerce Shopee</article-title>
      <source>E-Proceeding of Management</source>
      <volume>9</volume>
      <issue>4</issue>
      <fpage>2682</fpage>
    </element-citation>
  </ref>

  <ref id="R4">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Cantikasari</surname><given-names>Y.</given-names></name>
        <name><surname>Basiya</surname><given-names>R.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Motivasi Hedonis, Materialisme, Dan Shopping Lifestyle Terhadap Pembelian Impulsif</article-title>
      <source>E-Mabis: Jurnal Ekonomi Manajemen Dan Bisnis</source>
      <volume>23</volume>
      <issue>2</issue>
      <fpage>33</fpage>
      <lpage>43</lpage>
      <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.29103/e-mabis.v23i2.857">https://doi.org/10.29103/e-mabis.v23i2.857</ext-link>
    </element-citation>
  </ref>

  <ref id="R5">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Salsabila</surname><given-names>D. K. A.</given-names></name>
        <name><surname>Agustin</surname><given-names>R. A.</given-names></name>
        <name><surname>Nasrullah</surname><given-names>D. M.</given-names></name>
        <name><surname>Ariyanti</surname><given-names>Y.</given-names></name>
        <name><surname>P. R.</surname></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh Gaya Hidup Berbelanja Terhadap Perilaku Pembelian Impulsif Pengguna E-Commerce Shopee (Studi Pada Mahasiswa Universitas Wahid Hasyim)</article-title>
      <source>Aliansi: Jurnal Manajemen Dan Bisnis</source>
      <volume>19</volume>
      <fpage>61</fpage>
      <lpage>69</lpage>
    </element-citation>
  </ref>

  <ref id="R6">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Effendi</surname><given-names>S.</given-names></name>
        <name><surname>Faruqi</surname><given-names>F.</given-names></name>
        <name><surname>Mustika</surname><given-names>M.</given-names></name>
        <name><surname>Salim</surname><given-names>R.</given-names></name>
      </person-group>
      <year>2020</year>
      <article-title>Pengaruh Promosi Penjualan, Electronic Word of Mouth dan Hedonic Shopping Motivation Terhadap Pembelian Impulsif pada Aplikasi Shopp</article-title>
      <source>Jurnal Akuntansi Dan Manajemen</source>
    </element-citation>
  </ref>

  <ref id="R7">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Fadila</surname><given-names>N.</given-names></name>
        <name><surname>Susilowati</surname><given-names>F.</given-names></name>
        <name><surname>Sumarmi</surname><given-names>S.</given-names></name>
      </person-group>
      <year>2025</year>
      <article-title>What Drives Impulse Buying on Shopee? Exploring the Influences of Live Streaming, Online Trust, and e-WOM</article-title>
      <source>Jurnal Ilmiah Manajemen</source>
      <volume>14</volume>
      <issue>2</issue>
      <fpage>201</fpage>
      <lpage>212</lpage>
      <ext-link ext-link-type="doi" xlink:href="https://doi.org/10.32502/jimn.v14i2.432">https://doi.org/10.32502/jimn.v14i2.432</ext-link>
    </element-citation>
  </ref>

  <ref id="R8">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Fahruddin</surname><given-names>R.</given-names></name>
        <name><surname>Yulianto</surname><given-names>M. R.</given-names></name>
        <name><surname>Febriansah</surname><given-names>R. E.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh Sales Promotion, Shopping Lifestyle, dan Hedonic Shopping Motivation terhadap Keputusan Impulsive Buying pada konsumen Shopee di Sidoarjo</article-title>
      <source>Ekonomis: Journal of Economics and Business</source>
      <volume>8</volume>
      <issue>2</issue>
      <fpage>1255</fpage>
      <lpage>1267</lpage>
    </element-citation>
  </ref>

  <ref id="R9">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Fissudur</surname><given-names>S.</given-names></name>
        <name><surname>Basalamah</surname><given-names>M. R.</given-names></name>
        <name><surname>Hatneny</surname><given-names>A. I.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Sales Promotion, Hedonic Shopping Motivation Dan Web Quality Terhadap Impulse Buying Pada Online Shop Shopee Di Masa Pandemi (Studi Pada Mahasiswa Fakultas Ekonomi Dan Bisnis Universitas Islam Malang)</article-title>
      <source>EJRM: Elektronik Jurnal Ilmiah Riset Manajemen</source>
      <volume>10</volume>
      <issue>10</issue>
      <fpage>126</fpage>
      <lpage>138</lpage>
      <ext-link ext-link-type="uri" xlink:href="http://www.fe.unisma.ac.id">www.fe.unisma.ac.id</ext-link>
    </element-citation>
  </ref>

  <ref id="R10">
    <element-citation publication-type="book">
      <person-group person-group-type="author">
        <name><surname>Ghozali</surname><given-names>I.</given-names></name>
      </person-group>
      <year>2018</year>
      <source>Aplikasi analisis multivariate dengan program IBM SPSS 25 edisi ke-9</source>
      <publisher-name>Universitas Diponegoro</publisher-name>
    </element-citation>
  </ref>

  <ref id="R11">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Gogoi</surname><given-names>S.</given-names></name>
      </person-group>
      <year>2020</year>
      <article-title>Do impulsive buying influence compulsive buying?</article-title>
      <source>Academy of Marketing Studies Journal</source>
      <fpage>1</fpage>
      <lpage>15</lpage>
    </element-citation>
  </ref>

  <ref id="R12">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Hair</surname><given-names>J.</given-names></name>
        <name><surname>Alamer</surname><given-names>A.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Partial Least Squares Structural Equation Modeling (PLS-SEM) in second language and education research: Guidelines using an applied example</article-title>
      <source>Research Methods in Applied Linguistics</source>
      <volume>1</volume>
      <issue>3</issue>
      <elocation-id>100027</elocation-id>
    </element-citation>
  </ref>

  <ref id="R13">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Hasim</surname><given-names>M.</given-names></name>
        <name><surname>Lestari</surname><given-names>R. B.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Potongan Harga, Motivasi Belanja Hedonis, E-WOM Dan Gaya Hidup Berbelanja Terhadap Impulse Buying Di Tokopedia</article-title>
      <source>Jurnal Ilmiah Ekonomi Dan Bisnis Universitas Multi Data Palembang</source>
      <volume>12</volume>
      <issue>1</issue>
      <fpage>59</fpage>
      <lpage>69</lpage>
    </element-citation>
  </ref>

  <ref id="R14">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Herdiana</surname><given-names>Audrey Fairuz</given-names></name>
      </person-group>
      <year>2023</year>
      <article-title>The Influence Of E-WOM and Discounts on Impulse Buying Behavior Pengaruh E-WOM Dan Potongan Harga Terhadap Perilaku Impulse Buying</article-title>
      <source>Management Studies and Entrepreneurship Journal</source>
      <volume>4</volume>
      <issue>4</issue>
      <fpage>3043</fpage>
      <lpage>3048</lpage>
      <ext-link ext-link-type="uri">http://journal.yrpipku.com/index.php/msej</ext-link>
    </element-citation>
  </ref>

  <ref id="R15">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Hidiani</surname><given-names>A.</given-names></name>
        <name><surname>Rahayu</surname><given-names>T. S. M.</given-names></name>
      </person-group>
      <year>2021</year>
      <article-title>Pengaruh Hedonic Shopping Motivation, Shopping Lifestyle Dan Visual Merchandising Terhadap Impulse Buying (Pada Produk Fashion Mahasiswa Universitas Muhammadiyah Purwokerto)</article-title>
      <source>Master: Jurnal Manajemen Dan Bisnis Terapan</source>
      <volume>1</volume>
      <issue>1</issue>
      <fpage>35</fpage>
      <lpage>44</lpage>
    </element-citation>
  </ref>

  <ref id="R16">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Irawan</surname><given-names>D. O.</given-names></name>
        <name><surname>Arifin</surname><given-names>R.</given-names></name>
        <name><surname>Basalamah</surname><given-names>M. R.</given-names></name>
      </person-group>
      <year>2020</year>
      <article-title>Pengaruh Shopping Lifestyle, Discount, Fashion Involvement, Hedonic Shopping Motivation, dan Promosi Penjualan Terhadap Impulse buying (Studi Kasus Pada Mahasiswi Yang Pernah Berkunjung Ke Center Point Di Mall Olympic Garden Malang)</article-title>
      <source>E-Jurnal Riset Manajemen Prodi Manajemen Fakultas Ekonomi Dan Bisnis Unisma</source>
      <volume>09</volume>
      <issue>04</issue>
      <fpage>152</fpage>
      <lpage>167</lpage>
    </element-citation>
  </ref>

  <ref id="R17">
    <element-citation publication-type="web">
      <person-group person-group-type="author">
        <name><surname>Databoks</surname></name>
      </person-group>
      <year>2024</year>
      <article-title>Jumlah Pengunjung Situs E-Commerce Indonesia Agustus 2024</article-title>
      <ext-link ext-link-type="uri">https://databoks.katadata.co.id/teknologi-telekomunikasi/statistik/66f3f6ba9104a/jumlah-pengunjung-situs-e-commerce-indonesia-agustus-2024</ext-link>
    </element-citation>
  </ref>

  <ref id="R18">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Junikon</surname><given-names>E.</given-names></name>
        <name><surname>Ali</surname><given-names>H.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>The Influence of Product Quality and Sales Promotion on Repurchase Intention &amp; Impulsive Buying (Marketing Management Literature Review)</article-title>
      <source>Dinasti International Journal of Management Science</source>
      <volume>4</volume>
      <issue>2</issue>
      <fpage>297</fpage>
      <lpage>305</lpage>
    </element-citation>
  </ref>

  <ref id="R19">
    <element-citation publication-type="book">
      <person-group person-group-type="author">
        <name><surname>Kotler</surname><given-names>P.</given-names></name>
        <name><surname>Keller</surname><given-names>K. L.</given-names></name>
      </person-group>
      <year>2016</year>
      <source>Marketing Management</source>
      <edition>15th ed.</edition>
      <publisher-name>Pearson Education</publisher-name>
    </element-citation>
  </ref>

  <ref id="R20">
    <element-citation publication-type="book">
      <person-group person-group-type="author">
        <name><surname>Lemeshow</surname><given-names>S.</given-names></name>
        <name><surname>Hosmer Jr</surname><given-names>D. W.</given-names></name>
        <name><surname>Klar</surname><given-names>J.</given-names></name>
        <name><surname>Lwanga</surname><given-names>S. K.</given-names></name>
      </person-group>
      <year>1997</year>
      <source>Adequacy of sample size in health studies</source>
      <publisher-name>World Health Organization</publisher-name>
    </element-citation>
  </ref>

  <ref id="R21">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Tjemara</surname><given-names>Nicholas Randy</given-names></name>
        <name><surname>Nurlinda</surname><given-names>Nurlinda</given-names></name>
      </person-group>
      <year>2025</year>
      <article-title>Pengaruh Shopping Lifestyle, Fashion Involvement dan Discount Price terhadap Impulse Buying</article-title>
      <source>Lokawati : Jurnal Penelitian Manajemen Dan Inovasi Riset</source>
      <volume>3</volume>
      <issue>1</issue>
      <fpage>345</fpage>
      <lpage>365</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.61132/lokawati.v3i1.1529</ext-link>
    </element-citation>
  </ref>

  <ref id="R22">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Nuraini</surname><given-names>L. S.</given-names></name>
        <name><surname>Praswati</surname><given-names>A. N.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh E-Wom, Customer Rating, Dan Discount Product Terhadap Impulse Buying Pada Generasi Z Di Kota Solo (Studi Kasus Pengguna Tiktok Shop)</article-title>
      <source>Jurnal Manajemen Dirgantara</source>
      <volume>17</volume>
      <issue>1</issue>
      <fpage>201</fpage>
      <lpage>211</lpage>
    </element-citation>
  </ref>

  <ref id="R23">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Nurfajrini</surname><given-names>A.</given-names></name>
        <name><surname>Putri</surname><given-names>I.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh Hedonisme, Promosi Penjualan, dan Electronic Word of Mouth Terhadap Impulsive Buying Pada Pelanggan Shopee</article-title>
      <source>Jurnal Ilmu Dan Riset Manajemen</source>
      <volume>13</volume>
      <fpage>4</fpage>
      <lpage>5</lpage>
      <ext-link ext-link-type="uri">https://jurnalmahasiswa.stiesia.ac.id/index.php/jirm/article/view/6132</ext-link>
    </element-citation>
  </ref>

  <ref id="R24">
    <element-citation publication-type="book">
      <person-group person-group-type="author">
        <name><surname>Peter</surname><given-names>J. P.</given-names></name>
        <name><surname>Olson</surname><given-names>J. C.</given-names></name>
      </person-group>
      <year>2016</year>
      <source>Consumer Behavior and Marketing Strategy</source>
      <edition>4th ed.</edition>
      <publisher-name>The McGraw-Hill Companies, Inc.</publisher-name>
    </element-citation>
  </ref>

  <ref id="R25">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Prakasiwi</surname><given-names>L.</given-names></name>
        <name><surname>Nuvriasari</surname><given-names>A.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>The Impact of E-Wom, Shopping Lifestyle, and Sales Promotion on Online Impulsive Buying</article-title>
      <source>Research Horizon</source>
      <volume>04</volume>
      <issue>03</issue>
      <fpage>269</fpage>
      <lpage>282</lpage>
    </element-citation>
  </ref>

  <ref id="R26">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Pramesti</surname><given-names>A. D.</given-names></name>
        <name><surname>Dwiridotjahjono</surname><given-names>J.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Hedonic Shopping Motivation dan Shopping Lifestyle terhadap Perilaku Impulse Buying pada Pengguna Shopee di Surabaya</article-title>
      <source>El-Mal: Jurnal Kajian Ekonomi &amp; Bisnis Islam</source>
      <volume>3</volume>
      <issue>5</issue>
      <fpage>945</fpage>
      <lpage>962</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.47467/elmal.v3i5.1182</ext-link>
    </element-citation>
  </ref>

  <ref id="R27">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Puspita</surname><given-names>A.</given-names></name>
        <name><surname>Afwa</surname><given-names>A.</given-names></name>
        <name><surname>Moniko</surname><given-names>M.</given-names></name>
      </person-group>
      <year>2023</year>
      <article-title>The Influence of E-Wom and Price Discount on Impulse Buying At E-Commerce Users in Pekanbaru</article-title>
      <source>Jurnal Ilmiah Bisnis Dan Ekonomi Asia</source>
      <volume>17</volume>
      <issue>3</issue>
      <fpage>378</fpage>
      <lpage>391</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.32815/jibeka.v17i3.1938</ext-link>
    </element-citation>
  </ref>

  <ref id="R28">
    <element-citation publication-type="web">
      <person-group person-group-type="author">
        <name><surname>Shopee</surname></name>
      </person-group>
      <year>2025</year>
      <article-title>Apa Saja Fitur Promosi di Shopee?</article-title>
      <ext-link ext-link-type="uri">https://seller.shopee.co.id/edu/article/16049</ext-link>
    </element-citation>
  </ref>

  <ref id="R29">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Rahmaningsih</surname><given-names>D.</given-names></name>
        <name><surname>Sari</surname><given-names>D.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh E-WoM di Sosial Media Tiktok terhadap Pembelian Impulsif Produk Kosmetik di Indonesia</article-title>
      <source>YUME : Journal of Management</source>
      <volume>5</volume>
      <issue>2</issue>
      <fpage>371</fpage>
      <lpage>378</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.2568/yum.v5i2.2429</ext-link>
    </element-citation>
  </ref>

  <ref id="R30">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Rohmah Yuliana</surname><given-names>N.</given-names></name>
        <name><surname>Na’afi</surname><given-names>S.</given-names></name>
        <name><surname>Wibowo</surname><given-names>A. T.</given-names></name>
        <name><surname>Kharullah</surname><given-names>I.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>The Influence of Electronic Word of Mouth, Product Quality and the Price on Tiktokshop E-Commerce against Impulse Purchase of Cosmetic Products</article-title>
      <source>Advance in Islamic Economics, Business and Finance Research</source>
      <fpage>57</fpage>
      <lpage>70</lpage>
    </element-citation>
  </ref>

  <ref id="R31">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Sahar</surname><given-names>F.</given-names></name>
      </person-group>
      <year>2023</year>
      <article-title>Pengaruh Sales Promotion dan Advertising terhadap Impulse Buying</article-title>
      <source>Jurnal Wacana Ekonomi</source>
      <volume>22</volume>
      <issue>1</issue>
      <fpage>12</fpage>
      <lpage>24</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.52434/jwe.v22i1.2045</ext-link>
    </element-citation>
  </ref>

  <ref id="R32">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Sari</surname><given-names>V. I.</given-names></name>
        <name><surname>Rafida</surname><given-names>V.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh Content Marketing, Electronic Word of Mouth (E-Wom), Dan Price Discount aplikasi Shopee Terhadap Impulse Buying produk Fashion Jiniso Pada Generasi Z di Kota Surabaya</article-title>
      <source>Jurnal Pendidikan Tata Niaga</source>
      <volume>12</volume>
      <issue>2</issue>
    </element-citation>
  </ref>

  <ref id="R33">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Siburian</surname><given-names>A. N.</given-names></name>
        <name><surname>Anggrainie</surname><given-names>N.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pengaruh Hedonic Shopping Motivation, Brand Image, Brand Ambassador, Diskon, Harga dan Sales Promotion terhadap Pembelian Implusif Pada e-Commerce Tiktok Shop Dimasa Pandemi Covid-19</article-title>
      <source>Jurnal Mirai Management</source>
      <volume>7</volume>
      <issue>3</issue>
      <fpage>176</fpage>
      <lpage>191</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.37531/mirai.v7i3.2492</ext-link>
    </element-citation>
  </ref>

  <ref id="R34">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Sinjaya</surname><given-names>C.</given-names></name>
        <name><surname>Santoso</surname><given-names>T.</given-names></name>
      </person-group>
      <year>2021</year>
      <article-title>Pengaruh Product Attributes Dan Sales Promotion Terhadap Online Impulse Buying Dalam Produk Chatime Pada Generasi Z</article-title>
      <source>Agora</source>
      <volume>9</volume>
      <issue>1</issue>
      <fpage>1</fpage>
      <lpage>10</lpage>
    </element-citation>
  </ref>

  <ref id="R35">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Sufyan</surname><given-names>A.</given-names></name>
        <name><surname>Dewanti</surname><given-names>A. Cahya</given-names></name>
        <name><surname>Lorenza</surname><given-names>L.</given-names></name>
      </person-group>
      <year>2024</year>
      <article-title>Pengaruh Motivasi Belanja Hedonis terhadap Impulse Buying pada Generasi Z di Sleman</article-title>
      <source>Media Eletronik</source>
      <volume>3</volume>
      <issue>4</issue>
      <fpage>148</fpage>
      <lpage>157</lpage>
      <ext-link ext-link-type="doi">https://doi.org/10.54259/manabis.v3i4.3866</ext-link>
    </element-citation>
  </ref>

  <ref id="R36">
    <element-citation publication-type="book">
      <person-group person-group-type="author">
        <name><surname>Sugiyono</surname></name>
      </person-group>
      <year>2013</year>
      <source>Metode Penelitian Kuantitatif, Kualitatif, dan R&amp;D</source>
    </element-citation>
  </ref>

  <ref id="R37">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Tumanggor</surname><given-names>S.</given-names></name>
        <name><surname>Hadi</surname><given-names>P.</given-names></name>
        <name><surname>Sembiring</surname><given-names>R.</given-names></name>
      </person-group>
      <year>2022</year>
      <article-title>Pembelian impulsif pada e-commerce Shopee (studi pada konsumen Shopee di Jakarta Selatan)</article-title>
      <source>Journal of Business and Banking</source>
      <volume>11</volume>
      <issue>2</issue>
      <fpage>251</fpage>
      <ext-link ext-link-type="doi">https://doi.org/10.14414/jbb.v11i2.2733</ext-link>
    </element-citation>
  </ref>

  <ref id="R38">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Wati</surname><given-names>D.</given-names></name>
        <name><surname>Hardilawati</surname><given-names>W.</given-names></name>
        <name><surname>Kinasih</surname><given-names>D.</given-names></name>
      </person-group>
      <year>2023</year>
      <article-title>Pengaruh Shopping Lifestyle dan Discount Terhadap Impulsive Buying Pada MarketPlace Lazada</article-title>
      <source>Jurnal Ilmiah Mahasiswa Merdeka (EMBA)</source>
      <volume>2</volume>
      <issue>1</issue>
      <fpage>61</fpage>
      <lpage>68</lpage>
    </element-citation>
  </ref>

  <ref id="R39">
    <element-citation publication-type="journal">
      <person-group person-group-type="author">
        <name><surname>Wiranata</surname><given-names>A. T.</given-names></name>
        <name><surname>Hananto</surname><given-names>A.</given-names></name>
      </person-group>
      <year>2020</year>
      <article-title>Do website quality, fashion consciousness, and sales promotion increase impulse buying behavior of e-commerce buyers?</article-title>
      <source>Indonesian Journal of Business and Entrepreneurship (IJBE)</source>
      <volume>6</volume>
      <issue>1</issue>
      <fpage>74</fpage>
      <lpage>74</lpage>
    </element-citation>
  </ref>
    </ref-list>
  </back>
</article>
