Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
723
THE IMPORTANCE OF INVOLVEMENT: EXAMINING
THE IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON
FUTURE PURCHASE INTENTION
Ulfah Windria Khoirunnisa
1
, Anas Hidayat
2
12
Department of Management International Program, Faculty of Business and Economics, Indonesian
Islamic University, Indonesia
1
2
KEYWORDS
Brand Familiarity,
Involvement on Brand’s
Social Media, Attitude
Towards Brand’s Social
Media, and Future
Purchase Intention
ARTICLE INFO
Accepted:
May 28
th
2022
Revised:
June 10
th
2022
Approved:
June 14
th
2022
ABSTRACT
Effective online marketing today is through social media, because the users are
many and wide, therefore this research examines the marketing done on
Instagram. The purpose of this study is to examine the effect of Brand Familiarity,
Involvement on Brand’s Social Media, Attitude Towards Brand’s Social Media,
and Future Purchase Intention towards Somethinc’s Instagram Page. This research
uses purposive random sampling method. The data collection was done by
distributing online questionnaires via google form with a total sample size of 250
people. AMOS 22.0 software was used to analyze the data. The result show that 1)
Involvement on brand’s social media positively influences attitude towards the
brand’s social media, 2) Involvement on a brand’s social media positively
influences future purchase intention, 3) Attitude towards a brand’s social media
positively influences future purchase intention, 4) Brand familiarity positively
influences consumer involvement on brand’s social media.
INTRODUCTION
The growing integration of the Internet as a marketing tool has had a considerable impact
on how businesses choose to communicate with consumers in recent years. The Internet has
given local and multinational firms a great platform to extend their market and gain more
customers than ever before. Based on Datareportal, Indonesia had 202.6 million internet users
in January 2021, an increase of more than 16% from 2020. Consumers are spending more
time searching for information on the internet, which has a huge influence on their purchase
decisions. Given these advantages, businesses and brands have embraced social media
marketing, which has emerged as the most popular and effective marketing and
communication platform (Poturak & Softic, 2019). While the effect of this online marketing
program is not limited to the internet world or online, it must also have an impact on the
exchange of real sales. Effective online marketing today is through social media, because the
users are many and wide. (Dilham, Sofiyah, & Muda, 2018).
(Manzoor, Baig, Hashim, & Sami, 2020), As a marketing network, social media
marketing is described as using platforms for social networking. Social media marketing is a
popular marketing strategy that virtually every company is employing to reach out to clients
via virtual networks. Social media is the ideal solution when you have an idea and want to
reach millions of people fast and cheaply. Entertainment industries were among the first to
adopt social media as a promotional tool. A study from (Felix, Rauschnabel, & Hinsch, 2017)
found that Internal influencers (such as overarching vision, mission, company goals,
Volume 3, Number 8, June 2022
e-ISSN: 2797-6068 and p-ISSN: 2777-0915
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
724
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
corporate culture, and available resources) should have a significant impact on social media
marketing decisions, which should be consistent with external influencers (e.g., communities,
competition, government regulation). (Jin, Muqaddam, & Ryu, 2019) found that social media
has provided customers with personalities that have acquired millions of followers while not
being a part of the professional entertainment industry, fashion corporations, or record labels.
This research chooses Instagram as the social media object. Based on the data from
Datareportal, (Cataldo, Billieux, Esposito, & Corazza, 2022) it is stated that Instagram users
in Indonesia reach the number of 86.6% of its entire population. Somethinc adalah merek
produk perawatan kulit yang sedang naik daun karena kualitas produk yang dikenal dan
terbuat dari bahan alami terbaik. To examine the effect of Somethinc’s Instagram pages on
consumer purchase intention, this research used four variables which included brand
familiarity, involvement on brand’s social media, attitude toward brand’s social media and
future purchase intention that replicate the main journal titled The role of involvement:
Investigating.
The effect of brand’s social media pages on consumer purchase intention, which
investigate the impact of brand familiarity and the information quality of social media
material on a consumer's engagement with a brand on the brand's social media pages based
on the perspective from the Associative Network Theories of Memory (ANT) and the Theory
of Reasoned Action (TRA) (McClure & Seock, 2020).
Semantic memory or knowledge is represented by a set of nodes and links in the
associative network memory model. A node becomes a possible source of activation for other
nodes when external information is encoded or internal information is retrieved from long-
term memory. The activation of this node in memory might spread to other associated nodes.
The data in another node is recalled when its activation exceeds a particular threshold. As a
result, the degree of'spreading activation' and the particular information that may be retrieved
from memory are dictated by the strength of the link between the active node and all
associated nodes (Mohanty, 2018). Meanwhile, the theory of reasoned action (TRA)
discussed how the antecedents of performed action are influenced by a consumer's attitude
and subjective norms. It suggested that when consumers find more appealing items from
other manufacturers, they are more likely to switch brands, especially whether they are
enthusiastic about switching brands (Kordi Ghasrodashti, 2018).
Consumers that have a high degree of involvement with a social media page believe that
the brand symbolizes their self-importance, which strengthens their connection with the
company's social media page and promotes their engagement (i.e., cognitive, affection, and
activation) (Algharabat, Rana, Alalwan, Baabdullah, & Gupta, 2020). According to (Manzoor
et al., 2020), social media marketing has a greater impact on consumers' buy intentions
through social networking sites than consumer trust. It is supported by the findings from
Bravo & Lee (2019) that high issue involvement had a favorable effect on attitude toward the
persuasive message in the advocacy commercial, as well as purchase intention and intention
to support the conduct recommended in the ad. Furthermore, because low-involvement
advertising have a negative impact in virtual communities, businesses should create high-
involvement commercials, such as virtual props, blogs, and rich media, to catch the attention
of potential buyers (Poturak & Softic, 2019).
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
725
Brand familiarity and repetition can also have an impact on marketing communications
outcomes such as brand attitude and purchasing intention (Algharabat et al., 2020). The result
of research conducted by (Manzoor et al., 2020) showed that consumer purchase intentions
are influenced by social media marketing by 69.6 percent. If consumers in developed nations
believe they have the knowledge and abilities required to utilize mobile commerce and are
"pressured" by a social group, having a good attitude toward m-advertising will have a
significant influence on repurchase through the mobile channel (Prodanova, San-Martín, &
Jiménez, 2020). The country of origin had a good and significant impact on the image of the
brand (Prodanova et al., 2020). When communication has a high level of involvement with a
sociopolitical problem, the audience's attitude toward that message is affected by how much
they agree with the message's perspective on the subject. It is critical to recognize the
significant influence that the shop environment has on a consumer's perception of a retail
brand (Panda et al., 2020). It was confirmed that a brand attitude created because of brand
community commitment has a considerable influence on purchase intention, which is in line
with attitude theory research (Kekana, de Villiers, Van den Berg, & Chuchu, 2020).
Consumers' purchase intentions are characterized as a mix of their interest and the likelihood
of purchasing a product, as well as an attitude variable for estimating their future
contributions to product purchases (Manzoor et al., 2020).
Brand familiarity was noted as a potential stumbling block (Bravo & Lee, 2019).
(Algharabat et al., 2020) found that brand familiarity and repetition may have an impact on
brand engagement and affection, as well as brand attitude and purchasing behavior (not only
purchase intention but also re-purchase behavior). Consumer perceptions of the importance of
return policies for high-effort product categories will plummet (given the same level of return
policy generosity). If customers are familiar with a retailer, the benefit of brand familiarity in
terms of lessening uncertainty may outweigh the value of a return policy in this case (Jeng,
2017). Martí-parreño et al. (2017) claims that in a product placement environment, both
brand familiarity and repetition can operate as orienting reactions, boosting product
placement information processing.
1. Associative Network Theories of Memory (ANT) and Theory of Reasoned Action
(TRA)
The Associative Network Theory is based on memory retrieval cognitive psychology,
and it states that the human memory network is made up of nodes that correspond to specific
bits of information and connections that connect them. Certain nodes in the brain are engaged
when a person is exposed to stimuli. These nodes become activation nodes, spreading the
activation to additional nodes via their linkages. The distance between the to-be-activated
node and the stimulus determines the depth and breadth of the activation (Wang & Horng,
2016).
Theory of Reasoned Action proposes that people's intentions to perform a behavior
follow reasonablybut not necessarily rationallyfrom specific attitudinal, normative, and
control beliefs about the behavior and that people act on their intentions when they have the
necessary skills and when situational factors allow them to do so. As its name indicates, is
founded on the notion that humans generally behave in a rational manner, considering
available knowledge and subconsciously or overtly considering the consequences of their
actions. The theory asserts that a person's desire to execute (or not perform) behavior is the
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
726
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
immediate determinant of that action, in keeping with its focus on volitional activities (Ajzen,
1985).
2. Online Marketing and Digital Marketing
Marketers and researchers have possibilities and problems in using new online marketing
ideas in commercial and research contexts due to the rapid speed of development in Internet
technology over the previous decade. One of the most effective methods for establishing a
brand and increasing its recognition is through online marketing. According to all data and
statistics, internet marketing is an inextricable part of our lives that will continue to increase
in effectiveness in the future.
Take a broader view of digital marketing and describe it as “an adaptable, technology-
enabled process through which businesses engage with consumers and partners to
collaboratively create, communicate, deliver, and sustain”. One of the key reasons for digital
marketing's success over conventional marketing is that it allows companies to watch
customer behavior in real-time. As a result, in both the real and virtual worlds, digital
marketing prompted the formation of more knowledgeable, empowered, and linked groups of
customers.
3. Somethinc’s Instagram Page
As a media booster for its customers, social media platforms continue to assist the
industry.. Instagram is one of the most popular social media platforms, with users uploading
and searching for a variety of information, including beauty products such as skincare.
According to Rostamailis, skincare is a beauty product that is used to treat skin, both face and
body, nails, and hair,. In this research, the targeted skincare brand was Somethinc. Somethinc
is a skincare and cosmetics brand from Indonesia. With its varied innovations, this brand has
continued to capture the interest of beauty fans since its inception in 2019.
In utilizing the Instagram platform, Somethinc communicates its brand by using features
such as feeds, stories and the “view store” feature which when clicked will display the
product along with an explanation of its function and price. Currently, the Instagram account
@somethincofficial has 1.3 million followers as of February 2022. Somethinc uses the feeds
feature to deliver messages such as awards, testimonials, and product reviews. On Instagram
stories fitur, this brand generates open questions and runs a poll about the brand with the goal
of determining the amount of the target market's awareness of the brand and promoting
interaction through the question and response process.
4. Future Purchase Intention
Consumers are increasingly using the internet and spending more time searching for
information, which has a significant impact on their purchasing decisions defined it as a
combination of their interest and the possibility of buying a product. Since predicting future
customer behavior is such a crucial problem for businesses, purchase intentions are an
attitudinal attribute that can be used to estimate potential commitments to product purchases.
When all other characteristics in the model were controlled for, consumers who glanced
at endorsers often were 11.09 times more likely to have a buy intention for the exposure
items than those who gazed at the endorser components seldom. The impact of customer trust
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
727
on consumer purchase intent is greater than that of social media marketing. Brand attitude,
brand experience, and buy intention, to name a few, may all be favorably affected, resulting
in a consumer's purchase intention.
a. Involvement on Brand’s Social Media
The role of consumer involvement, consumer participation, and self-expressive
brand were all significant predictors of customer brand engagement aspects. When
consumers discover more appealing items from other manufacturers, they are more likely
to switch brands, especially if they have a positive attitude about brand switching.
Research has found that the leading indicators of involvement are personal factors,
stimulus factors, and situational factors. Moreover, Wang et al. (2019) found that
consumption-related communication on social media is positively related to their attitude
toward the product, and this communication informed consumers’ decisions regarding
purchasing and increased involvement with products.
Analyzing this further, it appeared that the better a domestic brand's brand equity
is, the higher customers' buy intent would be. Firms operating in foreign markets and
promoting their products and services to clients from countries with varying degrees of
technological, economic, and cultural development should be aware that attitudes
regarding m-advertising and m-repurchase are influenced by a variety of factors. In this
research, involvement on a brand's social media represents personal requirements,
beliefs, and interests that drive customer engagement in a brand's social media.
Therefore, the proposed hypotheses are:
H1. Consumers’ involvement with a brand on social media would influence their
attitude towards a brand’s social media presence.
H2. Consumers’ involvement with a brand on social media would influence their
future purchase intention from the brand.
b. Attitude Towards Brand’s Social Media
The ability to project a good attitude about mobile advertising that transcends
national boundaries is dependent on social influence. Furthermore, while participants in
the high issue involvement condition may have engaged in dual processing of the
advocacy ad, the combined effect of message agreement suggests that central processing
of the message may have played a larger role in determining attitude toward the brand
and behavioral intentions in the low issue involvement condition. As a result, within the
setting of social networking sites, brand attitude is projected to be a significant driver of
brand purchase intention.
The link between brand attitude and purchase intent is not difficult to understand
rationally. Many companies anticipated that good audience experiences, such as delight,
sparked by engaging content, would influence audiences' attitudes about the brand or
sharing behavior. In fact, a person's attitude toward a stimulus can be improved simply
by exposing them to it on a regular basis. When people paid less attention to the stimuli,
the mere effects were more evident. Thus, a hypothesis can be made as follows:
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
728
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
H3. Consumers’ attitudes towards a brand’s social media presence would influence
future purchase intentions from the brand.
c. Brand Familiarity
Customers' familiarity with a brand influences the number of consumer interactions
with that brand. This research is more directly linked to specific brand recognition.
Except in the event of unfavorable brand perceptions in the minds of consumers, it is
logical to believe that increasing brand familiarity created sentiments of trust or better
happiness in customers findings suggested that brand familiarity isn't a good proxy for
being comfortable with service staff or interacting with a high-ranking salesperson.
Because the control variables for previous interaction with a salesperson and the
salesperson's seniority had no significant coefficients. In addition, when it comes to
selecting how to construct their return policies, merchants must consider both retailer
brand familiarity and product categories.
In other words, the main journal stated that brand familiarity examined a consumer’s
brand knowledge structure and led to processing behavior. Familiar and unfamiliar
brands are stored differently in a consumer’s memory. It was suggested that users who
are familiar with a social media platform were more likely to rely on user-generated
content for their online purchases than those who are unfamiliar. If clients are familiar
with the brand, they are more likely to be interested in and comfortable purchasing
online. When an advocacy commercial elicited a high level of issue participation, the
brand is more likely to be perceived positively, and consumers are more likely to buy the
brand and engage in the activity encouraged in the ad. The following research hypotheses
are offered based on these findings:
H4. Consumer’s brand familiarity will influence their involvement with a brand on
social media.
METHOD RESEARCH
Data Collection and Sample
This study took a quantitative method. Purposive sampling is another sort of sample
chosen in this study utilizing a non-probability sampling approach. In practice, the sampling
technique was applied to respondents, the researcher took those who filled out the
questionnaire via Google Form. The respondents needed to answer the questionnaires using
the 6-Likert scale which strongly disagree, disagree, nearly disagree, nearly agree, agree, and
strongly agree.
An active Instagram social media user who understands Somethinc’s product became the
subject of this study's samples. The number of samples is at least 5-10 times the number of
indicators. To anticipate errors, the researchers distributed questionnaires to 250 respondents
who were actively using social media Instagram. Therefore, the data were tested for validity
and reliability using Confirmatory Factor Analysis (CFA) model and processed with the
Analysis of Moment Structure (AMOS) application program version 22.0.
Validity and Reliability Test
Validity testing can be done using the approach product moment correlation (r) and
indicator test which is said to be valid if r count is greater and positive than r table (Ghozali,
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
729
2014), at the significance level 5%. There is also software assistance used in the form of
SPSS with respondents at least 50 to approach the normal curve.
Reliability is a measurement that shows the extent to which the measurement is unbiased
(error-free) and therefore guarantees consistent measurement across time and across various
items in the instrument (Sekaran et al, 2016). The reliability test is determined by the value of
Cronbach Alpha with a minimum value of 0.7 (70%). The validity and reliability test findings
for all questions in this study were pronounced valid and reliable. As a result, the questions in
this survey can be used in future research and sent to 200 people.
Data Analysis Techniques
Following data quality testing, the next stage is data analysis, which includes descriptive
and statistical analysis. The descriptive analysis includes profiles of respondents or research
participants that can explain the description of raw data in a concise and straightforward
manner without affecting the overall findings. The descriptive analysis in this study included
gender, origin, age, employment, and shopping costs. The methodology utilized to prove the
hypothesis in this study is the computation of the Structural Equation Model (SEM) with the
AMOS version 22.0 software.
Data Analysis and Discussion
5. Descriptive Analysis
The total number of respondents in this study was 250. It is known that the majority are
female (80.4%) with the age of 21-25 years old (64.4%). 66 percent of responders are from
DI Yogyakarta, and most of them (85.6%) are students. 99.2 percent of respondents had made
online purchases, with IDR500,001-2,500,000 accounting for 43.2 percent of total spending.
Every responder has an Instagram account, and 82% have visited the @somethincofficial
Instagram account.
6. Data Normality
Normality evaluation was carried out using a critical ratio skewness value of ± 2.58 at a
significance level of 0.01. The data is said to be normally distributed if the critical ratio
skewness value is below the value of 2.58 (Ghozali, 2014). The critical ratio (C.R) values for
kurtosis (curlness) and skewness were in the range of 2.58 in the normality test table,
indicating that most univariate normality tests were normally distributed. Meanwhile, the data
met the normal assumption multivariate because the value of -2.491 was within the range of
2.58.
7. Outliers
Detection of multivariate outliers is done by considering the value of the mahalanobis
distance. The criteria used are based on the Chi-square value on the degree of freedom at a
significance level of p < 0.001 (Ghozali, 2014). The value of Mahalanobis Distance in this
research are no detectable value greater than 43,820. As a result, the data can be determined
to be free of outliers.
8. Confirmatory Factor Analysis (CFA)
Confirmatory Factor Analysis (CFA) is designed to examine the multidimensionality of a
theoretical construct. This analysis is also used to test the validity of a theoretical construct.
The latent variables used in the study were formed based on theoretical concepts with several
indicators or manifests. This analysis aimed to test whether these indicators are valid
indicators as a measure of latent constructs (Ghozali, 2014). The measurement of CFA is
based on the validity and reliability test of the questionnaire items from the loading factor.
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
730
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
The data is regarded to be valid if the factor loading value is > 0.5 and considered
reliable if the construct reliability value is > 0.7. according to Ghozali (2017). In this
research, the validity test revealed that with a value > 0.5, all question indications
representing four variables were declared legitimate and the C.R value in each variable was
more than 0.7. Based on these findings, it can be concluded that the complete research
instrument is trustworthy and suitable for use in this study.
Table 1 Validity and Reliability Test Results
Variable
Code
Factor
Loading
Construct
Reliability
Involvement on Brand’s
Social Media
IB1
0,903
0,9619
IB2
0,890
IB3
0,901
IB4
0,894
IB5
0,902
IB6
0,904
Attitude towards Brand’s
Social Media
AT1
0,897
0,9454
AT2
0,893
AT3
0,870
AT4
0,880
AT5
0,864
Future Purchase Intention
PI1
0,906
0,9166
PI2
0,881
PI3
0,872
Brand Familiarity
BF1
0,884
0,9485
BF2
0,890
BF3
0,895
BF4
0,875
BF5
0,891
Source: Data Processed, 2021
Goodness of Fit Measurement
Table 2 Goodness of Fit
Fit
Index
Cut-
off
value
Researc
h Model
Model
CMIN/
DF
≤ 2.0
1,735
Good Fit
GFI
0.90
0,903
Good Fit
RMSEA
0.08
0,054
Good Fit
AGFI
0.90
0,876
Marginal
Fit
TLI
0.90
0,976
Good Fit
NFI
0.90
0,953
Good Fit
Source: Data Processed, 2021
The results of measuring goodness of fit on the variables of brand familiarity,
involvement on brand's social media, attitude toward brand's social media and future
purchase intention are shown in Table 2, indicating that almost all research models were good
fit, namely probability values, GFI, AGFI, RMSEA, CMIN/DF, TLI, and CFI are standard.
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
731
Hypothesis Testing
The existing hypotheses had been tested by looking at the results of the analysis of the
sign and magnitude of the significant value. If the sign is in accordance with the theory and
the significant value is <0.05, then the hypothesis is accepted. Meanwhile, if the sign does not
match the theory and the significant value is > 0.05, then the hypothesis is rejected. From
data processing, there is a positive link between variables if C.R is greater than 1.96 and the
p-value is less than 0.05. Four variable relationships in this study were found to be positive
with the acquisition of an estimated value above 1.96 and a p-value below 0.05. So it can be
concluded that all hypotheses are supported.
RESULT AND DISCUSSION
1. Data Collection and Sample
This study takes a quantitative method. Purposive sampling is another sort of sample
chosen in this study utilizing a non-probability sampling approach. In practice, the sampling
technique will be applied to respondents, the researcher takes those who fill out the
questionnaire via Google Form. The respondents need to answer the questionnaires using the
6-Likert scale which strongly disagree, disagree, nearly disagree, nearly agree, agree, and
strongly agree.
An active Instagram social media user who understands Somethinc’s product would be
the subject of this study's samples. The number of samples is at least 5-10 times the number
of indicators (Hair et al., 2010). To anticipate errors, the researchers distributed
questionnaires to 250 respondents who were actively using social media Instagram.
Therefore, the data were tested for validity and reliability using Confirmatory Factor Analysis
(CFA) model and processed with the Analysis of Moment Structure (AMOS) application
program version 22.0.
2. Validity and Reliability Test
Validity testing can be done using the approach product moment correlation (r) and
indicator test which is said to be valid if r count is greater and positive than r table (Ghozali,
2014), at the significance level 5%. There is also software assistance used in the form of
SPSS with respondents at least 50 to approach the normal curve.
Reliability is a measurement that shows the extent to which the measurement is unbiased
(error-free) and therefore guarantees consistent measurement across time and across various
items in the instrument. The reliability test is determined by the value of Cronbach Alpha
with a minimum value of 0.7 (70%). The validity and reliability test findings for all questions
in this study were pronounced valid and reliable. As a result, the questions in this survey can
be used in future research and sent to 200 people.
3. Data Analysis Techniques
Following data quality testing, the next stage is data analysis, which includes descriptive
and statistical analysis. The descriptive analysis includes profiles of respondents or research
participants that can explain the description of raw data in a concise and straightforward
manner without affecting the overall findings. The descriptive analysis in this study included
gender, origin, age, employment, and shopping costs. The methodology utilized to prove the
hypothesis in this study is the computation of the Structural Equation Model (SEM) with the
AMOS version 22.0 software.
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
732
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
4. Data Analysis and Discussion
a. Descriptive Analysis
The total number of respondents in this study was 250. It is known that the majority
are female (80.4%) with the age of 21-25 years old (64.4%). 66 percent of responders are
from DI Yogyakarta, and most of them (85.6%) are students. 99.2 percent of respondents
had made online purchases, with IDR500,001-2,500,000 accounting for 43.2 percent of
total spending. Every responder has an Instagram account, and 82% have visited the
@somethincofficial Instagram account.
b. Data Normality
Normality evaluation was carried out using a critical ratio skewness value of ± 2.58
at a significance level of 0.01. The data is said to be normally distributed if the critical
ratio skewness value is below the value of 2.58. The critical ratio (C.R) values for
kurtosis (curlness) and skewness were in the range of 2.58 in the normality test table,
indicating that most univariate normality tests were normally distributed. Meanwhile, the
data met the normal assumption multivariate because the value of -2.491 was within the
range of 2.58.
c. Outliers
Detection of multivariate outliers is done by considering the value of the
mahalanobis distance. The criteria used are based on the Chi-square value on the degree
of freedom at a significance level of p < 0.001. The value of Mahalanobis Distance in
this research are no detectable value greater than 43,820. As a result, the data can be
determined to be free of outliers.
d. Confirmatory Factor Analysis (CFA)
Confirmatory Factor Analysis (CFA) is designed to examine the multidimensionality
of a theoretical construct. This analysis is also used to test the validity of a theoretical
construct. The latent variables used in the study were formed based on theoretical
concepts with several indicators or manifests. This analysis aimed to test whether these
indicators are valid indicators as a measure of latent constructs (Ghozali, 2014). The
measurement of CFA is based on the validity and reliability test of the questionnaire
items from the loading factor.
The data is regarded to be valid if the factor loading value is > 0.5 and considered
reliable if the construct reliability value is > 0.7. In this research, the validity test
revealed that with a value > 0.5, all question indications representing four variables were
declared legitimate and the C.R value in each variable was more than 0.7. Based on these
findings, it can be concluded that the complete research instrument is trustworthy and
suitable for use in this study.
Table 1 Validity and Reliability Test Results
Variable
Code
Factor Loading
Construct
Reliability
Involvement on Brand’s Social
Media
IB1
0,903
0,9619
IB2
0,890
IB3
0,901
IB4
0,894
IB5
0,902
IB6
0,904
Attitude towards Brand’s Social
Media
AT1
0,897
0,9454
AT2
0,893
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
733
AT3
0,870
AT4
0,880
AT5
0,864
Future Purchase Intention
PI1
0,906
0,9166
PI2
0,881
PI3
0,872
Brand Familiarity
BF1
0,884
0,9485
BF2
0,890
BF3
0,895
BF4
0,875
BF5
0,891
Source: Data Processed, 2021
e. Goodness of Fit Measurement
Table 2 Goodness of Fit
Fit Index
Cut-
off
value
Research
Model
Model
CMIN/DF
≤ 2.0
1,735
Good Fit
GFI
≥ 0.90
0,903
Good Fit
RMSEA
≤ 0.08
0,054
Good Fit
AGFI
≥ 0.90
0,876
Marginal Fit
TLI
≥ 0.90
0,976
Good Fit
NFI
≥ 0.90
0,953
Good Fit
Source: Data Processed, 2021
The results of measuring goodness of fit on the variables of brand familiarity,
involvement on brand's social media, attitude toward brand's social media and future
purchase intention are shown in Table 2, indicating that almost all research models were
good fit, namely probability values, GFI, AGFI, RMSEA, CMIN/DF, TLI, and CFI are
standard.
f. Hypothesis Testing
The existing hypotheses had been tested by looking at the results of the analysis of
the sign and magnitude of the significant value. If the sign is in accordance with the
theory and the significant value is <0.05, then the hypothesis is accepted. Meanwhile, if
the sign does not match the theory and the significant value is > 0.05, then the hypothesis
is rejected. From data processing, there is a positive link between variables if C.R is
greater than 1.96 and the p-value is less than 0.05. Four variable relationships in this
study were found to be positive with the acquisition of an estimated value above 1.96 and
a p-value below 0.05. So it can be concluded that all hypotheses are supported.
Vol.3, No.8, 2022
[THE IMPORTANCE OF INVOLVEMENT: EXAMINING THE
IMPACT OF SOMETHINC’S INSTAGRAM PAGE ON FUTURE
PURCHASE INTENTION]
734
http://devotion.greenvest.co.id| Ulfah Windria Khoirunnisa, Anas Hidayat
CONCLUSION
Involvement on a brand’s social media positively influences attitude towards the brand’s
social media. This indicated that how customers reacted to Somethinc's Instagram account
was determined by how active they were in interacting with the page. Involvement on a
brand’s social media positively influenced future purchase intention. This indicated that the
more engaged consumers were on the Somethinc Instagram account page, the more likely
they were to purchase Somethinc’s products in the future. Attitude towards a brand’s social
media positively influenced future purchase intention. This indicated that the more positive
consumers' perspectives on the Somethinc Instagram account, the more likely they were to
purchase Somethinc products in the future. Brand familiarity positively influenced and was
significant to consumer involvement on brand’s social media. This indicated that the more
people were familiar with the Somethinc brand, the more active they rarely would on the
Somethinc Instagram account.
REFERENCES
Ajzen, Icek. (1985). From intentions to actions: A theory of planned behavior. In
Action control (pp. 1139). Springer.
Algharabat, Raed, Rana, Nripendra P., Alalwan, Ali Abdallah, Baabdullah,
Abdullah, & Gupta, Ashish. (2020). Investigating the antecedents of customer
brand engagement and consumer-based brand equity in social media. Journal of
Retailing and Consumer Services, 53, 101767.
Cataldo, Ilaria, Billieux, Joël, Esposito, Gianluca, & Corazza, Ornella. (2022).
Assessing problematic use of social media: where do we stand and what can be
improved? Current Opinion in Behavioral Sciences, 45, 101145.
Dilham, Ami, Sofiyah, Fivi Rahmatus, & Muda, Iskandar. (2018). The internet
marketing effect on the customer loyalty level with brand awareness as
intervening variables. International Journal of Civil Engineering and Technology,
9(9), 681695.
Felix, Reto, Rauschnabel, Philipp A., & Hinsch, Chris. (2017). Elements of strategic
social media marketing: A holistic framework. Journal of Business Research, 70,
118126.
Jin, S. Venus, Muqaddam, Aziz, & Ryu, Ehri. (2019). Instafamous and social media
influencer marketing. Marketing Intelligence & Planning.
Kekana, Reabetswe, de Villiers, Marike Venter, Van den Berg, Annekee, & Chuchu,
Tinashe. (2020). An Empirical Investigation into Millennials and their Buying
Behaviour within Pop-Up Retail Stores. Acta Universitatis Danubius. Œconomica,
16(6).
Kordi Ghasrodashti, Elahe. (2018). Explaining brand switching behavior using pull
pushmooring theory and the theory of reasoned action. Journal of Brand
Management, 25(4), 293304.
Manzoor, Umair, Baig, Sajjad Ahmad, Hashim, Muhammad, & Sami, Abdul. (2020).
Impact of Social Media Marketing on Consumer’s Purchase Intentions: The
Mediating role of Customer Trust. International Journal of Entrepreneurial
Vol.3, No.8, 2022
Ulfah Windria Khoirunnisa, Anas Hidayat | http://devotion.greenvest.co.id
735
Research, 3(2), 4148.
McClure, Clair, & Seock, Yoo Kyoung. (2020). The role of involvement: Investigating
the effect of brand’s social media pages on consumer purchase intention. Journal
of Retailing and Consumer Services, 53, 101975.
Mohanty, B. B. (2018). Agrarian transformation in western India: Economic gains and
social costs. Routledge India.
Panda, Tapan Kumar, Kumar, Anil, Jakhar, Suresh, Luthra, Sunil, Garza-Reyes, Jose
Arturo, Kazancoglu, Ipek, & Nayak, Sonali Sitoshna. (2020). Social and
environmental sustainability model on consumers’ altruism, green purchase
intention, green brand loyalty and evangelism. Journal of Cleaner Production, 243,
118575.
Poturak, Mersid, & Softic, Sumeja. (2019). Influence of social media content on
consumer purchase intention: Mediation effect of brand equity. Eurasian Journal
of Business and Economics, 12(23), 1743.
Prodanova, Jana, San-Martín, Sonia, & Jiménez, Nadia. (2020). Achieving customers’
repurchase intention through stimuli and site attachment. Journal of
Organizational Computing and Electronic Commerce, 30(3), 187208.
Wang, HuiJu, & Horng, ShunChing. (2016). Exploring green brand associations
through a network analysis approach. Psychology & Marketing, 33(1), 2035.
Copyright holders:
Ulfah Windria Khoirunnisa, Anas Hidayat (2022)
First publication right:
Devotion - Journal of Research and Community Service
This article is licensed under a Creative Commons Attribution-ShareAlike 4.0
International