pISSN: 2723 - 6609 e-ISSN: 2745-5254
Vol. 5, No. 5 Mei 2024 http://jist.publikasiindonesia.id/
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 5, Mei 2024 2281
The Influence of Ewom and Fear of Missing Out in the
Intention to Buy Skincare Products Through Tiktok
Tutut Ardianti
1*
, Joel Faruk Sofyan
2
Universitas Esa Unggul Jakarta, Indonesia
1*
2
*Correspondence
ABSTRACT
Keywords: Ewom;
Information Adoption
Model; Fear Of Missing
Out; Purchase Intention;
Tiktok.
The current social media platform provides a variety of
social content that raises new phenomena to become viral,
and beauty content is one of the most popular content. This
study examines the influence of eWOM and Fear of Missing
Out (FOMO) in the purchase intention of Scientific skincare
products through TikTok. To understand the influence of
eWOM, this study combines the information adoption model
with self-determination theory as a theoretical basis. Data
collection was conducted by an online survey with a
purposive sampling method using 235 selected respondents.
The data was then processed by applying PLS-SEM to test
the proposed hypotheses. The findings show that
information usefulness has a positive effect on information
adoption, information adoption and FOMO have a positive
effect on purchase intention, information credibility and
information quantity have a positive effect on information
usefulness, and information quality has no significant effect
on information usefulness. The direct managerial
implication of this finding will be a valuable addition to the
academic understanding of FOMO in the information
adoption model and provide direction for companies in
formulating digital marketing designs that focus on the
credibility and frequency of content broadcast to provoke
consumer desire to use the company's products so as not to
be left behind by others.
Introduction
The diffusion of social media has emerged over the past decade as the main
communication channel in marketing activities (Rialti et al., 2017). In the era of the social
media boom, a company's presence on social platforms is very important. It is part of an
online marketing strategy, given its extraordinary ability to reach consumers (Koay et al.,
2020). One of them is TikTok as the top social platform in the world and Indonesia is the
number 2 country with 113 million active TikTok users aged 18 years and over in April
2023 (Geisel-Zamora, 2023). Influencers widely use TikTok to demonstrate online
content and share it with their followers. In addition, users also actively create and publish
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Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 5, Mei 2024 2282
multimedia content, including their opinions about brands and products. Such content is
known as user-generated content, which has proven to be more popular and effective than
professional advertising (Aral et al., 2013).
The most popular content on TikTok is beauty products, one of which is Skintific
which has stolen a lot of attention from skincare lovers and has gone viral on social media
since the beginning of 2022. The commercial attraction of Skintific is qualified to make
individuals experience Fear of Missing Out (FOMO), the commercial in question is the
company's effort to make a profit (Hodkinson, 2019). According to (Yoga et al., 2022),
attractiveness as a condition of FOMO can increase purchase intention when individuals
anticipate positive outcomes. Therefore, companies must create attractive FOMO
marketing because it can provide opportunities to increase sales volume for companies
(Yoga et al., 2022).
To better understand consumer behavioral intentions, consumer attitudes towards
eWOM are important to analyse. Seeing the fact that TikTok is becoming a popular social
media, skincare brands have started using TikTok for their marketing strategies.
Because online recommendations and reviews or eWOM have a high influence on
consumers, it is interesting to examine the influence of eWOM on TikTok on skincare
purchase intention (Yones & Muthaiyah, 2023). EWOM is a form of computer-mediated
communication thus, the Information Adoption Model (IAM) can provide a strong
explanation regarding the eWOM adoption process and its consequences (Leung, 2022).
IAM offers five elements in its model, namely information qulity, information credibility,
information quantity, information usefulness, and information adoption, where these five
elements can affect purchase intention.
From the consumer's point of view, information quality influences them in the
decision-making process. The higher the information quality, the more it will help
consumers in evaluating the quality and performance of the brand (Filieri, 2015).
Information quality contributes positively to information usefulness (Yones &
Muthaiyah, 2023). (Filieri, 2015) also states that information credibility or accuracy
affects the ability to convince customers about which information is trustworthy and can
be used as a simple evaluation to make decisions that determine the usefulness of a
message. Information credibility has a positive relationship with information usefulness.
Information quantity or the number of times eWOM information is exposed to consumers,
can help consumers in evaluating the quality of (Filieri, 2015), brands, because the
number of people who provide reviews about products means that the product has good
sales and reduces doubts when buying products. (Ngarmwongnoi, Oliveira, AbedRabbo,
& Mousavi, 2020) show that information quality has been proven to be supported and has
an influence on information usefulness. Furthermore, information usefulness is
considered a major predictor of (Bae, Lee, Suh, & Suh, 2017) information adoption
purchase intent because people tend to engage with information when they find it useful.
Social media users, either intentionally or unintentionally, are exposed to very large
amounts of eWOM information,, and previous research has found that eWOM
information affects purchase intention. (Yones & Muthaiyah, 2023) Their research stated
The Influence of Ewom and Fear of Missing Out in the Intention to Buy Skincare Products
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Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 5, Mei 2024 2283
that eWOM information such as information quality, information credibility, and
information quantity affect information usefulness, information usefulness affects
information adoption, and information adoption mediates the relationship between
information usefulness and purchase intention.
In addition, (Jiang et al., 2021) revealed that trends in the market can increase
people's anxiety not to miss trends. Capturing new trends and satisfying customer needs,
in turn, increases materialism and evokes FOMO in customers (Dinh & Lee, 2022). The
literature on regret about "what should I be doing" versus "what I did" implies that FOMO
can affect the likelihood of a purchase. One of the determining factors linking FOMO and
possible purchases is anticipated excitement. FOMO-laden messages often include fear-
inducing recommendations to protect against "loss"; protective motivations reflect the
importance of the appeal of fear of power; the higher the anxiety triggered by the appeal
of FOMO, the greater the impulse to buy. This is evidenced in empirical studies that
FOMO contributes positively to purchase intention.
The current research is different from the previous research (Jiang et al., 2021),
where the current research also combines with Self Determination Theory represented by
FOMO variables to see its direct influence on consumer behavioural intentions on
purchase intention. It is hoped that this study can increase the depth of knowledge about
digital marketing by examining the determinants that influence consumer behavioural
intentions, which, of course, can also be used as consideration in formulating company
marketing strategies.
Research Methods
This research is a causal deductive research using quantitative methods. The data
used in this study was obtained through the self-administering survey method where the
questionnaire link written on the Google Form was disseminated to respondents online
through social media Whatsapp, TikTok, Instagram and X. This study collected resource
person response data twice in the period November 2023 January 2024 wherein the first
survey, 35 response data were collected to be used as quality and consistency testing data
from research indicators While the second survey was conducted to collect the final data
needed for testing models and hypotheses using valid and reliable indicators.
Measurement
Measurements for information quality variables were adopted from (Ismagilova et
al., 2020) with 8 points of statements; information credibility was adopted from (Erkan
& Evans, 2016), with 5 points of statements; information quantity was adopted from
López & Sicilia (2014) with 2 points of statements, information usefulness was adopted
from (Hussain et al., 2020) with 4 points of statements, information adoption was adopted
from Shen et al. (2014) with 3 points of statement, FOMO was adopted from Good &
Hyman (2020) with 8 points of statement, while purchase intention was adopted from
(Ismagilova et al., 2020) with 5 points of statement. Thus, the total operationalisation of
this research variable consists of 35 indicators attached to Appendix 2 while the details
Tutut Ardianti, Joel Faruk Sofyan
Jurnal Indonesia Sosial Teknologi, Vol. 5, No. 5, Mei 2024 2284
of the questionnaire are attached to Appendix 3. All indicators are measured on the same
5-point Likert scale where 1 is strongly disagree (STS) while 5 is strongly agree (SS).
Population and Sample
The population in this study is all individuals domiciled in Indonesia who are
interested in using beauty products in unknown numbers. Thus, this study uses a non-
probability sampling method with purposive sampling techniques because the
characteristics of respondents have been focused and determined so that the sample can
better represent relevant information for this study. Additional characteristics of
respondents were individuals who accessed TikTok at least five times in the past week,
liked to search for skincare product references on TikTok, knew or had seen Skintific
content on TikTok and followed or unfollowed Skintific on TikTok. The number of
samples is determined using the formula Hair et al. (2019), where the minimum number
of samples required is 5 times the total number of research indicators. With 35 indicators
used, the minimum number of samples required is 175 respondents.
Analyses Data
The data analysis method applied in this study consists of 3 stages. The first stage
is a pretest of the quality of indicators by applying Confirmatory Factor Analysis (CFA)
for validity tests and Cronbach's Alpha for reliability tests conducted using the first survey
data. Then, after the second survey data was collected, Sofyan et al. (2024) conducted a
potential Common Method Variance (CMV) problem by applying Harman's Single
Factor Test method; it was stated that it did not indicate a CMV problem if the total
variance value of all indicators used accounted for < 50% (Podsakoff &; Organ, 1986).
In the last stage, this study applies PLS-SEM to test the models and hypotheses used. The
analysis carried out consists of two stages, namely in the first stage, a measurement model
analysis is carried out by evaluating convergent validity, discriminant validity and
reliability, while in the second stage, testing of model suitability and hypothesis testing is
carried out.
Results and Discussion
This study applies Confirmatory Factor Analysis (CFA) to ensure the quality and
consistency of the indicators used. The measuring instrument is declared valid and
reliable if the Kaiser-Meyer-Olkin (KMO) value > 0.5, Measures of Sampling Adequacy
(MSA) ≥ 0.5 and Cronbach's Alpha > 0.6 (Hair et al., 2019). The pre-test analysis results
showed that all 35 indicators used were declared valid and reliable. The following are the
results of the CFA analysis test presented in Table 1.
Table 1
CFA Analysis Results
Variable
Item
MSA
KMO and Bartlett's
Test
Cronbach's
Alpha
Information Quality
IQ1
0.909
0.893
0.947
IQ2
0.851
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Variable
Item
MSA
KMO and Bartlett's
Test
Cronbach's
Alpha
IQ3
0.861
IQ4
0.932
IQ5
0.904
IQ6
0.888
IQ7
0.925
IQ8
0.869
Information
Credibility
IC1
0.678
0.73
0.896
IC2
0.649
IC3
0.736
IC4
0.877
IC5
0.726
Information
Quantity
IQn1
0.5
0.5
0.871
IQn2
0.5
Information
Usefulness
IU1
0.668
0.66
0.873
IU2
0.649
IU3
0.668
IU4
0.657
Information
Adoption
IA1
0.663
0.584
0.856
IA2
0.549
IA3
0.578
FOMO
Fo1
0.935
0.848
0.942
Fo2
0.809
Fo3
0.799
Fo4
0.882
Fo5
0.849
Fo6
0.839
Fo7
0.79
Fo8
0.898
Purchase Intention
PI1
0.838
0.819
0.913
PI2
0.806
PI3
0.839
PI4
0.832
PI5
0.781
The response rate of the survey conducted was 94%. The characteristics of 235
valid respondents show that the majority are female, as many as 88% (206) respondents.
The majority of respondents have an age range of 17-23 years, namely 66% (156), private
employees as much as 43% (102), and domiciled in Java as much as 67% (158).
Furthermore, the results of CMV testing with Harman's Single Factor method showed
that the total variance described from all indicators used was 48.168% smaller than 50%.
Thus, it can be concluded that the data used is free from CMV problems. A summary of
respondents' demographics is shown in Table 2, and CMV test results are attached to
Appendix 5.
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Table 2
Tabulation of Respondent Characteristics (n=235)
In the evaluation of the measurement model, all variables have loading, Composite
Reliability (CR) and Cronbach's Alpha (CA) values > 0.70 and AVE > 0.50. The
measurement of construct validity in this study can be accepted and declared valid
because the majority of indicators in each variable have a loading factor value of > 0.70
and only the IQ1 indicator that has a loading factor <of 0.70 which is 0.699, is still
acceptable. At the same time, the AVE value of all constructs can meet as a reliability
requirement. In addition, the results of the discriminant validity analysis by applying the
Fornell-Larcker Criterion show that the value on the diagonal axis is greater than the
correlation between variables, which means that the validity of the Fornell-Larcker
Criterion discriminant is met. However, it was found that the value of the information
quality construct was smaller than the correlation with other constructs. A summary of
the results of convergent validity and reliability analysis is presented in Table 3, while
the results of discriminant validity are attached to Appendix 5.
Sum
Percentage
Gender
Law Law
29
12%
Woman
206
88%
Age
17 - 23 years
156
66%
24 - 30 years
68
29%
31 - 37 years
9
4%
38 - 45 years
2
1%
Work
Student
98
42%
Entrepreneurial
11
5%
Civil Servants
5
2%
Private Employees
102
43%
Other
19
8%
Domisili (Feat.
Sumatera
67
29%
Jawa
158
67%
Kalimantan
1
0.04%
Sulawesi
5
2%
Maluku
1
0.04%
Bali
1
0.04%
Riau
1
0.04%
Bangka Belitung
1
0.04%
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Table 3
Convergent Validity and Reliability
Variable
Indikator
Validity Konvergen
Reliability
Loading
AVE
CR
CA
Information Quality
IQ1
0.699
0.616
0.914
0.910
IQ2
0.770
IQ3
0.798
IQ4
0.746
IQ5
0.802
IQ6
0.800
IQ7
0.839
IQ8
0.815
Information Credibility
IC1
0.863
0.781
0.932
0.930
IC2
0.891
IC3
0.910
IC4
0.865
IC5
0.888
Information Quantity
IQn1
0.852
0.731
0.845
0.633
IQn2
0.858
Information Usefulness
IU1
0.861
0.710
0.866
0.864
IU2
0.863
IU3
0.819
IU4
0.825
Information Adoption
IA1
0.867
0.780
0.86
0.859
IA2
0.875
IA3
0.907
FOMO
Fo1
0.837
0.718
0.948
0.943
Fo2
0.796
Fo3
0.737
Fo4
0.867
Fo5
0.845
Fo6
0.899
Fo7
0.867
Fo8
0.914
Purchase Intention
PI1
0.876
0.787
0.933
0.932
PI2
0.899
PI3
0.936
PI4
0.878
PI5
0.842
Furthermore, this study also conducted a testing test on the potential problem of
multicollinearity. Hair et al. (2019) stated that a VIF value of < 3.30 indicates a
multicollinearity problem-free, while a VIF value of < 5.0 indicates a minor
multicollinearity problem. The test results show that the majority of correlations have a
VIF value of < 3.30, and 2 correlations indicate minor multicollinearity problems. Thus,
it was concluded that the structural equations used were still feasible for use because they
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did not face severe multicollinearity problems that required further modification of
structural equations. Details of the test results are shown in the following Table 4.
Table 4
Collinearity Statistics (VIF)
Furthermore, to evaluate the structural model from the Goodness Fit Model test
results with SRMR values of 0.089 (<0.10) and NFI of 0.812 (< 0.90), it can be said that
the structural model in this study is a good fit. For the R-square value of information
usefulness of 0.673, 67.3% of the variance of information usefulness is explained by
information quality, information credibility, and information quantity. Information
adoption of 0.559 makes 55.9% of the information adoption variance explained by
information usefulness. A purchase intent of 0.593 makes up 59.3% of the variance of
purchase intention, which is explained by information adoption, information usefulness,
information quality, information credibility, and information quantity. Based on these
results, it is concluded that information usefulness has the strongest predictive power,
while information adoption and purchase intention are considered moderate (Hair et al.,
2019). Full results of the Goodness Fit Model test are attached to Appendix 5. The path
analysis of the structural model used can be seen in Figure 2 as follows.
Collinearity statistics (VIF) - inner model - List
VIF
FOMO -> Purchase Intention
1.161
Information Adoption -> Purchase Intention
1.161
Information Credibility -> Information Usefulness
4.299
Information Quality -> Information Usefulness
4.671
Information Quantity -> Information Usefulness
2.618
Information Usefulness -> Information Adoption
1
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Gambar 2 Path Diagram T- Values
Furthermore, a hypothesis can be said to be accepted if the T-statistic value is
greater than the T-table value of 1.96 (5%). Based on the hypothesis test table below, it
is known that 5 hypotheses have T-statistic values above 1.96, so it is concluded that the
hypothesis can be accepted. While 1 hypothesis (H1) has a T-statistic below 1.96 so, the
hypothesis is rejected. A summary of the hypothesis test results is shown in Table 5, and
complete information on the hypothesis test results is presented in Appendix 5.
Table 5
Hypothesis Test Results
Hipotesis
Hypothesis Statement
T-
Statistic
Coefficient
Conclusion
H1
Information quality positively
affects information usefulness
1.472
0.197
The data do
not support
the
hypothesis.
H2
Information credibility
berpengaruh positif terhadap
information usefulness
3.93
0.593
The data
support the
hypothesis.
H3
Information quantity positively
affects information usefulness
2.94
0.321
The data
support the
hypothesis.
H4
Information usefulness positively
affects information adoption
15.543
0.748
The data
support the
hypothesis.
H5
Information adoption has a positive
effect on purchase intention
11.157
0.593
The data
support the
hypothesis.
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Hipotesis
Hypothesis Statement
T-
Statistic
Coefficient
Conclusion
H6
Fear of missing out has a positive
effect on purchase intention
6.517
0.317
The data
support the
hypothesis.
Based on hypothesis testing, the study produced several findings. First, information
quality does not have a significant effect on information usefulness. This is because the
information on Skintific through TikTok is not relevant to user needs. In addition, the
information in the content provided is difficult for users to understand because the
information on Skintific is less detailed. That is, although information quality is
improved, it does not increase information usefulness. These results support the findings
of Rizal et al. (2021) and Fanoberova and Kuczkowska (2016) that information quality
does not have a significant effect on information usefulness. When users search for
information on TikTok, they may not consider the quality of information from Scientific
Skincare; they tend to see its credibility without considering its quality.
Second, information credibility has a positive effect on information usefulness.
These results show that Skintific has succeeded in convincing customers through TikTok
by providing reliable, reliable, and fact-consistent information. If information about a
product is credible, then the information can be considered capable of causing perception
and trust for users (Rizal et al., 2021). This finding is supported by (Filieri, 2015), who
argues that customer beliefs about information can be influenced by information
credibility, which is useful for customers in conducting simple evaluations to make
decisions (Sussman & Siegal, 2003). This means that the content received and responded
to positively by many TikTok users indicates that the response to Scientific information
is considered good and useful.
Third, information quantity has a positive effect on information usefulness. This is
because, on TikTok, there is much content about Skintific, and the information is useful
for customers. This finding is in accordance with research from Jones & Muthaiyah
(2023) and Ngarmwongnoi et al. (2020). High review frequency helps consumers
evaluate the quality of a product compared to a small frequency of reviews, so it can be
useful to reduce perceived risk and can help review consistency.
Fourth, information usefulness has a positive effect on information adoption. This
finding shows that TikTok provides informative and useful information for customers to
get to know about scientific products. The usefulness of such information may influence
customers to adopt it. Since the information on TikTok about Skintific shows reviews
from many old and new consumers about the product, it helps customers to know the
product more and get to know it, thereby increasing their knowledge and acceptance. This
result is in line with research from Sardar et al. (2021), which states that information that
is considered useful according to customer needs and goals will have a greater possibility
for customer information adoption.
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Fifth, information adoption has a positive effect on purchase intention. These results
show that customers receive information about Skintific based on recommendations from
content that demonstrates Skintific products through TikTok, such as content popularised
by influencers or content from customer engagement itself. When customers adopt
information, they can learn something new from Skitinfic, thus driving the customer's
intent to make a purchase. This research is relevant to research from Sardar et al. (2021),
who found that most information adoption models are used to improve understanding of
how intentions are formed through messages received through eWOM communication.
Sixth, FOMO has a positive effect on purchase intention. This finding shows that
customers are worried about being left behind by others when it comes to getting the latest
information about Scientific products on TikTok. They also feel anxious about missing
moments when using Skintific products, so this affects their intention to make a Skintific
purchase. A statement from Van Parijs et al. (2020) explains that strong feelings of
FOMO influence the increase in purchase intention in consumers. In line with this
statement, revealed that trends on social media can increase people's anxiety not to miss
trends. Capturing new trends and satisfying customer needs, in turn, increases materialism
and evokes FOMO in customers (Bae et al., 2017). So that FOMO can increase purchase
intention.
Conclusion
In this study, the majority of hypotheses were successfully proven, namely, that
information quality does not have a significant effect on information usefulness. This
result shows that users do not feel the benefits of the scientific content displayed because
the information received is difficult to understand. Therefore, marketers need to present
scientific product content that will be shared with users that is easy to understand and
relevant to their needs, for example, by paying attention to content that better explains the
usefulness of the product in detail and in accordance with the facts for users. While
information credibility and information quantity positively affect information usefulness,
and information usefulness mediated by information adoption affects purchase intention,
FOMO subsequently positively affects purchase intention. These results show that users
are encouraged to make purchases when evaluating products, and the usefulness of
information from scientific content received can be felt. Based on this, marketers must
focus on credibility and frequency of content aired that can provoke consumers' desire to
use Scientific products so as not to be left behind with others. This can be done by the
company taking part by briefing content creators for content that is relevant to user needs.
Furthermore, the popularity of content will increase feelings of anxiety in users because
they feel afraid of being left behind by what others are feeling, thus strengthening
purchase intent. Self-determination theory by (Ryan & Deci, 2017) is used as a reference
better to understand the direct influence of FOMO on purchase intention.
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