Vol. 5, No. 12, December 2024
E-ISSN:2723 6692
P-ISSN:2723 6595
http://jiss.publikasiindonesia.id/
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3191
Analysis of Technology Acceptance Model (TAM) on The Use of
Electronic Medical Records in Hospitals
Farah Shania, Vip Paramarta
Universitas Sangga Buana, Bandung, Indonesia
Email: farahshaniaa99@gmail.com, vip@usbypkp.ac.id
Correspondence: [email protected]om
*
KEYWORDS
ABSTRACT
Electronic Medical Record;
Technology Acceptance Model;
ease of use; usefulness; patient
satisfaction
Hospitals have begun adopting Electronic Medical Record (EMR)
systems to enhance healthcare services and meet service standards.
The Technology Acceptance Model (TAM) has been widely utilized
in research related to technology implementation in the healthcare
sector, including electronic medical record systems. This research
aims to analyze the acceptance of EMR systems in public hospitals
(RSUD) using TAM, focusing on the main variables of perceived ease
of use and perceived usefulness. A qualitative approach was
employed, with data collected through literature review and in-
depth interviews with medical staff at RSUD. The results indicate
that perceived ease of use significantly influences the initial
adoption of EMR, as medical personnel are more likely to embrace
technology that they find easy to use. Additionally, perceived
usefulness plays a crucial role in determining the sustained use of
EMR, particularly when medical staff experience increased work
efficiency and accuracy in managing patient data. This research also
reveals that the implementation of EMR positively impacts patient
satisfaction, enhancing service quality and the speed of information
access. In conclusion, the factors of ease of use and usefulness are
essential in ensuring the successful acceptance and sustainable use
of EMR in public hospitals, as well as contributing to patient
satisfaction.
Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)
Introduction
The development of information technology in the health sector has provided many
opportunities to improve service quality, operational efficiency, and patient data accuracy. One of the
significant implementations of information technology in this field is the electronic medical record
system (RME). RME is a system that replaces paper-based patient data storage methods with digital
technology that allows faster access, secure storage, and ease of information sharing between medical
personnel. According to Rahimi et al. (2018), the application of RME has the potential to improve
clinical efficiency and accuracy in diagnosis and treatment, so that it can have a positive impact on the
overall quality of hospital services.
In Indonesia, many regional public hospitals (RSUD) have begun to adopt the RME system to
support the improvement of health services and meet the service standards expected by the Ministry
of Health. However, the implementation of RME in the hospital cannot be separated from various
challenges. One of the main challenges is the adaptation of medical staff to this new system. The
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3192
transition from manual to digital systems often requires training and adjustment of work habits,
which can cause resistance or difficulty for some medical personnel to adapt. According to Warren
and Diala (2017), one of the keys to the successful implementation of RME is the involvement of all
stakeholders in the change process, including doctors, nurses, and hospital management.
In overcoming these challenges, understanding the acceptance of technology by users is very
important. The Technology Acceptance Model (TAM), developed by Davis in 1989, offers a framework
that can be used to analyze the factors that affect the acceptance of new technologies, including RME.
This model emphasizes two main variables that affect the acceptance of technology, namely perceived
ease of use and perceived usefulness. Rahimi et al. (2018) stated that TAM has been widely used in
research related to the application of technology in the healthcare sector, including electronic medical
record systems, due to its ability to provide an overview of how user perception can affect technology
adoption.
RSUD as a health service institution has the need to ensure that the implementation of RME can
run effectively and efficiently. Factors such as ease of use and perceived benefits by medical staff can
be key in determining whether the RME system will be accepted and used continuously by users.
Garavand et al. (2016) stated that the perception of ease of use greatly affects the readiness of medical
personnel in adopting RME technology, where the easier a system is to use, the more likely it is that
the system will be accepted by its users.
Perceived usefulness is another factor that is no less important in TAM. Utility refers to the
extent to which a user believes that using a particular technology will improve his or her job
performance. In the context of RME, this can mean accelerating access to patient information,
reducing medical errors, and making it easier to carry out clinical documentation. Abdekhoda et al.
(2016a) showed that the perception of usefulness has a significant influence on the intention to use
RME technology among medical personnel, especially in improving work efficiency and accuracy in
clinical services.
However, the biggest challenge of implementing RME comes not only from the technical aspect,
but also from the aspect of user behavior. According to Tavares and Oliveira (2017), the adoption of
technology such as RME is influenced by various social and individual factors related to trust in the
system, readiness to accept change, and support from hospital management. Therefore, an in-depth
understanding of how these factors affect users' decisions to stick with RME in the long term is
essential.
Based on the above background, three problem formulations were obtained. The first problem
formulation is how the influence of the perception of convenience (X1) on the behavior to continue
using RME (Y), the second problem formulation is how the influence of the perception of utility (X2)
on the behavior to continue using RME (Y), the third problem formulation is how the relationship
between the use of RME and the level of patient satisfaction in the hospital.
The novelty of this study lies in its dual focus: analyzing both the behavioral determinants of
EMR adoption (ease of use and usefulness) and their broader implications for patient satisfaction. By
doing so, this research contributes new insights into how hospitals can optimize EMR systems not
only to improve operational efficiency but also to enhance patient outcomes.
This study was made to achieve 2 objectives, namely to analyze the influence of perception of
convenience and usefulness on user behavior in using RME in hospitals and to examine the
relationship between the use of RME and the level of patient satisfaction in hospitals. So, after this
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3193
study was made, several benefits were obtained for individuals and groups. The first benefit can be
used as a basis for an individual to develop research from existing technologies, so that it can add to
the literature on the acceptance of technology in the health sector, especially related to the TAM
model and the factors that affect the adoption of technology in hospitals. The benefits to the agency
are, it can provide input to the management of the hospital regarding the development and
optimization strategy of the use of RME and can help other hospitals in developing a more effective
approach in implementing RME to improve service quality and patient satisfaction
Materials and Methods
Research Approach
This study uses a qualitative approach that aims to understand the phenomenon of acceptance
and use of Electronic Medical Records (RME) in hospitals by referring to the Technology Acceptance
Model (TAM). According to Creswell (2021), qualitative research focuses on exploring the meaning
given by individuals or groups to a phenomenon. In this context, a qualitative approach is used to
explore how medical personnel in hospitals interpret the ease of use and benefits of RME and how
these perceptions affect their behavior in using the RME system sustainably. This research also relies
on library research. The qualitative approach was chosen because it allows researchers to explore
and explore the meaning of individuals and community groups related to the social issues that are the
focus of the research. The qualitative method in this study leads to a deep understanding of human
or social phenomena, by creating a comprehensive picture through words and reporting detailed
views from informants.
The results of the literature review are then discussed in detail in a section called Related
Literature or Literature Review, which will be the basis for comparison with the findings obtained
from this study. Thus, the qualitative approach and literature review are the main methodological
foundations in this study, allowing researchers to understand and describe the social phenomena that
are their focus comprehensively and deeply
The qualitative approach was chosen because it is more suitable for understanding the
experiences, perceptions, and interpretations of RME users, especially in complex contexts such as
hospitals. As explained by Miles and Huberman (1994), qualitative research allows researchers to
understand the context in depth through rich, hands-on experience-based descriptive data.
Research Subject
The research subjects in this study are medical personnel in hospitals who use RME in their
daily work, including doctors, nurses, and medical administrative personnel. Sampling was carried
out by the purposive sampling method, which is to select informants who are considered the most
relevant and have direct experience with RME. According to Sugiyono (2019), purposive sampling is
used in qualitative research to ensure that the samples taken can provide rich and in-depth
information regarding the topic being researched. The number of research subjects is not determined
exactly, but will be adjusted to the saturation point principle, which is when no more new information
is obtained from the informants who have been interviewed.
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3194
Data Collection Techniques
The data collection technique in this study is carried out through three main methods. First, in-
depth interviews with medical personnel at the hospital to explore their perception of the ease and
benefits of using RME. This interview guide is compiled based on the main variables of the Technology
Acceptance Model (TAM), namely ease of use, usefulness, and behavior to continue using (Davis,
1989) (Safi et al., 2018). Second, participatory observation, where researchers make direct
observations of user interactions with RME in daily work situations to see firsthand how medical
personnel use the system (Spradley, 1980). Third, documentation in the form of reports and policies
related to the implementation of RME in RSUD is collected to complement and support the data
obtained from interviews and observations. These three methods are designed to provide a
comprehensive understanding of the reception and use of RME in hospitals.
Data collection in this study was also carried out through literature studies or literature
reviews. This technique involves the process of gathering information from various literature sources
relevant to the research topic. The literature review was carried out with the aim of obtaining a
deeper understanding of the research topic, as well as a source of data and references that support
the formulation of hypotheses.
Data Analysis Techniques
Data from interviews and observations were analyzed using thematic analysis methods to
identify and report emerging themes (Braun & Clarke, 2006). The steps include: collecting recorded
and transcribed data, encoding to break down the data into units of meaning, drafting themes from
similar codes, and interpretation to understand the relationship between ease, usefulness, and intent
to use RME. The validity of the results was tested by triangulation of data, comparing interviews,
observations, and documentation to ensure consistency of findings (Miles & Huberman, 1994).
Results and Discussions
Consumer Perception of RME's Ease of Use
Based on the results of interviews with medical personnel at the hospital, most respondents
stated that they felt that the Electronic Medical Record (RME) system was quite easy to use. They
appreciate the ease of access to patient data and features that make it easy to find information, such
as an intuitive interface and fast data management. This is in line with research that shows that
perceived ease of use is one of the key factors in the adoption of technology in the work environment.
According to Abdekhoda et al., (2016) the ease of use of technology such as RME affects user readiness
to switch from manual to digital systems, as well as increasing the adoption rate among early
adopters.
However, some respondents also mentioned challenges in early adoption, especially related to
training and adaptation needs. This indicates that while RME has easy-to-use features, user readiness
in terms of technological capabilities is also an important factor to consider to ensure successful
adoption.
Effect of Ease of Use on User Behavior
Further discussion of interviews and literature reveals that the perception of ease of use greatly
influences user behavior in adopting and continuing to use RME. Users who feel that RME does not
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3195
require a large effort to operate are more likely to maintain the use of this technology in the long term.
This is supported by research by Mudavadi et al. (2016), which shows that systems with user-friendly
and simple interfaces are accelerating the adoption of technology in hospitals. The discussion from
the interview also confirmed that ease of use increases productivity and reduces time spent on
administration, which is highly valued by medical personnel.
Benefits and Relevance to Users' Desire to Continue Using RME
In addition to ease of use, perceived usefulness was also found to be the main factor influencing
users' desire to continue using RME. Medical professionals who feel that RME helps them improve the
efficiency and accuracy of their work, especially in the management of patient data and the medical
decision-making process, are more likely to continue using this system. Research by Rago and Zucchi
(2020) shows that the perception of utility, especially related to access speed and error reduction,
plays an important role in improving the sustainability of RME use.
The results of the interviews support these findings, where most medical professionals say that
RME makes it easier for them to access patient data quickly and accurately, which is essential for
effective medical decision-making. Thus, the positive perception of the benefits of RME contributes
to the user's intention to continue using this technology.
The Relationship between RME Use and Improved Patient Satisfaction
The use of RME was also found to have a significant impact on patient satisfaction. Based on
interviews, many medical personnel reported that RME improved the quality of service, especially in
terms of service speed and reduction of administrative errors. This is in line with research by Neves
et al. (2020), which states that RME allows patients to feel more involved in their treatment process,
ultimately increasing their satisfaction levels.
Research by Wali et al. (2020) also supports these findings, by showing that patients in clinics
that use RME are more satisfied with the speed and quality of service compared to clinics that still use
paper-based medical records. Therefore, the use of RME not only improves the internal efficiency of
hospitals, but also improves the overall patient experience, which is an important factor in
maintaining the quality of healthcare services.
Integrated TAM Analysis
By synthesizing the findings through the TAM framework, this study provides a comprehensive
understanding of the factors driving EMR adoption and sustained use. The analysis demonstrates that
both perceived ease of use and perceived usefulness are interdependent and mutually reinforcing.
While ease of use facilitates initial adoption by reducing resistance, usefulness ensures sustained
engagement by delivering tangible benefits to users.
Furthermore, the findings highlight the necessity of addressing external factors, such as
training programs and organizational support, to maximize the potential of EMR systems. As
suggested by Warren and Diala (2017), successful technology implementation requires a holistic
approach that integrates user feedback, adequate resources, and management commitment.
Implications for Practice and Policy
The results of this study have several practical implications for hospital management and
policymakers. First, the development of user-centric EMR systems with intuitive interfaces should be
prioritized to encourage widespread adoption. Second, investment in training and capacity-building
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3196
programs is essential to address user resistance and skill gaps. Lastly, fostering interoperability
between EMR and other hospital systems can amplify the perceived usefulness of these technologies,
enhancing their overall impact on healthcare delivery.
Conclusion
This study explored the factors influencing the adoption and sustained use of Electronic Medical
Records (EMR) systems in Indonesian public hospitals (RSUD) through the lens of the Technology
Acceptance Model (TAM). The findings underscore the critical role of perceived ease of use and
perceived usefulness in determining both initial adoption and long-term engagement with EMR
technology. 1) The Effect of Convenience and Benefit on the Use of RME; The results of the study show
that the perception of ease of use and usefulness are the two main factors that affect the adoption and
sustainability of the use of RME in hospitals. Medical personnel who find the RME system easy to use
and useful are more likely to continue using it. This is supported by interviews and literature studies
that show that ease of navigation and benefits in work efficiency increase user satisfaction and desire
to maintain the use of RME. 2) The Importance of Convenience and Usefulness Factors in Increasing
Technology Acceptance; The perception of convenience and usefulness plays a significant role in
influencing the acceptance of technology in the hospital environment. Users who feel that RME makes
their job easier and improves overall performance are more likely to adopt this technology quickly
and maintain it in the long run. Therefore, hospitals need to ensure that the implementation of RME
is supported by adequate training to increase the positive perception of this system. The Role of RME
in Improving Patient Satisfaction; The use of RME has been proven to not only improve internal
efficiency in hospitals, but also have a positive impact on patient satisfaction. Patients served in
hospitals who use RME are more satisfied with the speed of service, their involvement in the
treatment process, and the reduction of medical errors. Therefore, the implementation of RME is an
important step in improving the quality of health services and patient satisfaction at the hospital.
Research Implications: The research highlights the need for hospitals to prioritize user-centric
EMR designs, provide comprehensive training programs, and ensure seamless integration with
existing systems. Policymakers and hospital management should adopt a holistic approach to
technology implementation, addressing both user needs and organizational goals to maximize the
potential of EMR systems. By addressing these aspects, hospitals can foster a more efficient and
patient-focused healthcare environment, ensuring that the adoption of EMR systems contributes
meaningfully to both operational improvements and enhanced patient satisfaction.
References
Abdekhoda, M., Ahmadi, M., Dehnad, A., Noruzi, A., & Gohari, M. (2016a). Applying Electronic Medical
Records in health care: Physicians’ perspective. Applied Clinical Informatics. Applied Clinical
Informatics, 07(02), 341354. https://doi.org/10.4338/ACI-2015-11-RA-0165
Abdekhoda, M., Ahmadi, M., Dehnad, A., Noruzi, A., & Gohari, M. (2016b). Applying electronic medical
records in healthcare: Outcomes from a cross-sectional study. Health Information Management
Journal, 45(3), 125136. https://doi.org/https://doi.org/10.1177/1833358316639433
Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology,
3(2), 77101. https://doi.org/10.1191/1478088706qp063oa
e-ISSN: 2723-6692 p-ISSN: 2723-6595
Journal of Indonesian Social Sciences, Vol. 5, No. 12, December 2024 3197
Creswell, J. W. (2021). Research Design Pendekatan Metode Kualitatif, Kuantitatif, dan Campuran (A.
Fawaid, R. K. Pancasari, H. El Rais, P. Priyanti, & A. Amaryllis, Eds.; 4th Edition). Pustaka Pelajar.
Garavand, A., Mohseni, M., Asadi, H., Etemadi, M., Moradi-Joo, M., & Moosavi, A. (2016). Factors
influencing the adoption of health information technologies: a systematic review. Electronic
Physician, 8(8), 27132718. https://doi.org/10.19082/2713
Miles, M. B., & Huberman, A. M. (1994). Qualitative data analysis: An expanded sourcebook (2nd ed).
SAGE Publications.
Mudavadi, M., Were, M., & Tai, J. (2016). Decision model exploring factors influencing adoption of
electronic health records by health workers. Journal of Healthcare Informatics Research, 10(3), 109
119. https://doi.org/https://doi.org/10.1007/s41666-016-0004-3
Neves, A. L., Burgers, J., & Cresswell, K. (2020). The impact of providing patients access to electronic
health records on quality and safety of care: A systematic review. British Medical Journal, 15(1),
e9234. https://doi.org/https://doi.org/10.1136/bmjopen-2019-034334
Rago, S., & Zucchi, S. (2020). How ease of use and usefulness perception influenced physiciansattitude
towards electronic medical records systems. Journal of Health Management, 22(2), 234249.
https://doi.org/https://doi.org/10.1177/0972063420935654
Rahimi, B., Nadri, H., Lotfnezhad Afshar, H., & Timpka, T. (2018). A Systematic Review of the
Technology Acceptance Model in Health Informatics. Applied Clinical Informatics, 09(03), 604634.
https://doi.org/10.1055/s-0038-1668091
Safi, S., Thiessen, T., & Schmailzl, K. J. (2018). Acceptance and Resistance of New Digital Technologies
in Medicine: Qualitative Study. JMIR Research Protocols, 7(12), e11072.
https://doi.org/10.2196/11072
Sugiyono. (2019). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. CV. Alfabeta.
Tavares, J., & Oliveira, T. (2017). Electronic Health Record Portal Adoption: a cross country analysis. BMC
Medical Informatics and Decision Making, 17(1), 97. https://doi.org/10.1186/s12911-017-0482-9
Wali, H., Rahman, M., & Hassan, Z. (2020). Patients’ satisfaction after implementation of electronic
medical records in a Western region healthcare clinic. Journal of Health Informatics Research, 6(2),
8998. https://doi.org/https://doi.org/10.1007/s41666-020-0007-9
Warren, R. A., & Diala, I. S. (2017). Electronic Health Record Implementation Strategies. International
Journal of Computer Applications Technology and Research, 6(11), 451460.
https://doi.org/10.7753/IJCATR0611.1002