Individual Factors As Antecedents of Mobile
Payment Usage
Radinal Setyadinsa
Faculty of Computer Science
Universitas Indonesia
Depok, Indonesia
radinals@gmail.com
Muhammad Rifki Shihab
Faculty of Computer Science
Universitas Indonesia
Depok, Indonesia
shihab@cs.ui.ac.id
Yudho Giri Sucahyo
Faculty of Computer Science
Universitas Indonesia
Depok, Indonesia
yudho@cs.ui.ac.id
Abstract— The aim of this research was to discover the
stances of individual elements as antecedents of mobile
payment usage. Data was gathered by distributing a
questionnaire, which in latter steps was analyzed
quantitatively. This research collected 90 samples, of whom
represented users of a mobile payment service in Indonesia.
The collected dataset was statistically analyzed, by employing
partial least square structural equational modelling (PLS-
SEM), aided with SmartPLS3.0. The results showed that two
types of individual factors, namely individual difference and
behavioral belief played significant roles in shaping users’
intention to use mobile payments. Individual differences,
consisting of mobile payment knowledge and compatibility
significantly influenced perceived ease of use. Behavioral belief,
such as trust, was shown to significantly influenced perceived
usefulness. Finally, perceived ease of use and perceived
usefulness concertedly affected mobile payment users’
intention to use.
Keywords—PLS, SEM, Mobile Payment, Individual
I. INTRODUCTION
In recent years, more consumers have conducted
purchase transactions over the Internet [1], and have led to an
increase of customer demands toward a novel payment
instrument that allows for mobility to increase convenience,
more specifically in small transactions [2]. Since August
2014, the Governor of Indonesia’s Central Bank declared the
"Non-Cash National Movement” which aims to increase
public awareness of non-cash instruments, thereby gradually
moving towards a less-cash society.
Despite the ample benefits of using mobile payment
services, its adoption in Indonesia is still relatively low.
MasterCard Mobile Payments Readiness Index (MMPRI) in
2012 ranked Indonesia 33rd out of 34 countries in the mobile
payment readiness survey, placing Indonesia’s consumers as
‘below average’ in terms of familiarity, frequency and
willingness to use mobile payment services [3]. This can also
be seen in the lack of availability of payment method options
using mobile payment or electronic money in Indonesia.
Such predicament led the authors to raise the main question
in this research, namely, what factors affect Indonesians in
using mobile payment services? This research will look more
specifically at individual factors and its roles in shaping
consumers’ behaviors of mobile payment adoption?
There are some previous works that have investigated
behavioral aspects of mobile payments adoption. For
example, the work of [1] investigated the antecedents of
mobile payment and its intention to use in Vietnam, from the
perspectives of mobility, convenience, and compatibility.
Other researchers focused on comparing individualities and
mobile payment system characteristics [4]. Other
researchers, such as [5] focuses on examining the roles of
attitude, subjective norm and perceived behavioral control in
shaping interests of using mobile payment services.
In this research, individual factor is first loosely
understood as anything or circumstance that may influence
an individual to do something. This research differs
individual factors as individual difference and behavioral
belief. Hence, the goal of this study is to elaborate the roles
of individual precursors, namely individual difference and
behavioral belief, towards consumers’ intention to use
mobile payment.
II. HYPOTHESES DEVELOPMENT
Previous studies were analyzed to obtain a theoretical
framework for this research. A visual representation of the
underlying research model is portrayed in Figure 1. The
hypothesis projected herein are elaborated below:
Fig. 1. Underlying Research Model
According to [6], mobile payment knowledge can be
defined as knowledge or information concerning the way
payment systems are utilized on mobile devices, connected
to a mobile communications networks, to induct, approve
and approve commercial transactions. Given the popularity
of mobile devices, it is very important to understand if those
who are users of mobile devices are likely to conduct
transactions through mobile payment services. Other
research previously conducted has shown the impacts of the
level of knowledge concerning mobile payment on the ease
of use of mobile payment services [1]. Individuals with
higher levels of knowledge concerning mobile payment tend
to find the mobile payment service easier to use than those
with less knowledge [4]. Customers will find it easier to
utilize mobile payment services given a superior degree of
knowledge concerning the relevant mobile payment tools [1].
Thus, this research proposes the following hypothesis:
This Research was funded by the 2018 PITTA Grant, Universitas
Indonesia, Contract Number: 1887/UN2.R3.1/HKP.05.00/2018
Proceeding of EECSI 2018, Malang - Indonesia, 16-18 Oct 2018
978-1-5386-8402-3/18/$31.00 ©2018 IEEE 514
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