Structural equation modeling of internet of things (IoT) adoption for Indonesian Village-Owned Enterprises (BUMDes)

This study seeks to examine the antecedents of Internet of Things (IoT) intention and adoption of Indonesian village-owned enterprises (Badan Usaha Milik Desa, BUMDes) by applying the Technology Acceptance Model (TAM). The respondents comprised 237 managers and staff of BUMDes in Aceh, Indonesia. A questionnaire was designed to examine perceived usefulness of IoT on the product and service empowerment, perceived ease of use of IoT, and perceived credibility on IoT, intention to use the technology, and adoption of IoT to the community empowerment in the village setting. The data were analyzed using partial least squares structural equation modeling (PLS-SEM). The generated model of IoT showed three significant direct paths between perceived usefulness, perceived credibility on the IoT, and intention as well as between intention and adoption. The re-specified model of IoT adoption indicated two significant direct paths (perceived usefulness to intention and intention to adoption) and introduced three new paths (direct paths from perceived usefulness, perceived ease of use, and perceived credibility to adoption). The final model also established partial mediating effects of intention between Perceived Usefulness, Perceived Ease of Use, and IoT adoption. This study suggests the relevance of TAM to explain IoT adoption in Indonesian village-owned companies.

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Extended Technology Acceptance Model to Predict Mobile-Based Money Acceptance and Sustainability: A Multi-Analytical Structural Equation Modeling and Neural Network Approach

Sustainability ◽

10.3390/su11133639 ◽

2019 ◽

Vol 11 (13) ◽

pp. 3639 ◽

Cited By ~ 11

Author(s):

Komlan Gbongli ◽

Yongan Xu ◽

Komi Mawugbe Amedjonekou

Keyword(s):

Structural Equation Modeling ◽

Technology Acceptance ◽

Technology Acceptance Model ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Feed Forward Back Propagation ◽

Acceptance Model

This research is a pioneering study into the adoption of mobile-based money services for financial inclusion and sustainability in developing countries like Togo. Owing to their differences from more usual mobile-based banking and payment services, such technology is being aggressively promoted by providers of network telecommunication companies. However, the factors influencing its sustainable acceptance remain largely unknown. This paper extends the original Technology Acceptance Model (TAM), by integrating self-efficacy (SEMM), technology anxiety (TAMM), and personal innovativeness (PIMM). The research model is assessed with survey data of 539 actual and prospective mobile money users employing structural equation modeling–artificial neural networks (SEM–ANN) approach. A feed-forward-back-propagation (FFBP) multi-layer perceptron (MLP) ANN with significant predictors obtained from SEM as the input units and the root mean square of errors (RMSE) indicated that the ANN method achieves high prediction accuracy. The results present conclusive evidence that perceived ease-of-use (PEMM) is the most significant factor affecting consumers’ attitudes to mobile-based money. While perceived usefulness (PUMM) and PIMM affect adoption decisions, their impact is much lower. Consumer attitudes and intentions were found to have a significant relationship with TAM. SEMM and TAMM; however, they showed mixed results. These findings will be useful to retain prevailing users and attract new ones.

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Doctors' Perceptions on the Use of Internet of Things Medical Devices (IOT-MDs) for Anemic Pregnant Women

International Journal of Healthcare Information Systems and Informatics ◽

10.4018/ijhisi.2021010104 ◽

2021 ◽

Vol 16 (1) ◽

pp. 58-80

Author(s):

Reenal Jain ◽

Vijayakumar Bharathi S.

Keyword(s):

Internet Of Things ◽

Pregnant Women ◽

Technology Acceptance ◽

Medical Devices ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Acceptance Model

Applying the extended technology acceptance model (TAM2), this research study examined the doctors' perceptions about acceptance of internet-of-things medical devices (IoT-MDs) technology to track and monitor the health of anemic pregnant women in remote areas. The authors used structural equation modeling on a survey data of doctors (N=153), the path analysis of which reiterated certain key considerations of TAM2. The results showed that perceived ease of use has a significantly high impact on behavioral intentions of the doctor. Result demonstrability had an indirect impact on the doctor's intention to use IoT-MDs if mediated through perceived usefulness. This paper discussed research implications before stating the limitations and future directions.

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What influence users’ e-finance continuance intention? The moderating role of trust

Industrial Management & Data Systems ◽

10.1108/imds-12-2017-0602 ◽

2018 ◽

Vol 118 (8) ◽

pp. 1647-1670 ◽

Cited By ~ 14

Author(s):

Wangyue Zhou ◽

Zayyad Tsiga ◽

Boying Li ◽

Shuning Zheng ◽

Shuli Jiang

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Continuance Intention ◽

Website Quality ◽

Content Type ◽

Positive Effects

Purpose The purpose of this paper is to identify antecedents of e-finance continuance intention with Alibaba’s Yu’E Bao as an example. Design/methodology/approach An online questionnaire was used to collect the data (n=293), and partial least squares structural equation modeling was employed for data analysis. Four e-finance features (perceived reputation, website quality, e-finance familiarity and situational normality) are introduced with trust acting as a moderator between the users’ satisfaction and continuance intention to use an e-finance platform. Findings The results find that website quality, familiarity and situational normality can influence perceived ease of use (PEOU) and perceived usefulness (PU). PEOU and PU, together with reputation, are positively associated with confirmation which further leads to satisfaction. The positive effects that satisfaction and trust have on e-finance continuance intention are confirmed, and trust is found to be a significant moderator on the relationship between satisfaction and continuance intention. Practical implications The findings can be used to guide e-finance providers to improve their platform design and services to retain users. Originality/value This study combines the theory of trust, Technology Acceptance Model and Expectations Confirmation Theory to investigate the factors that influence the continuance intention in the context of e-finance in China.

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Analisis Penggunaan E-Commerce Terhadap Peningkatan Permintaan Kuantitas Produk Pada UMKM di Kabupaten Banyumas (Suatu Pendekatan Teori Technology Acceptance Model)

JURNAL ILMU MANAJEMEN DAN BISNIS ◽

10.17509/jimb.v10i1.15371 ◽

2019 ◽

Vol 10 (1) ◽

pp. 63-74

Author(s):

Dona Primasari ◽

Sudjono Sudjono ◽

Nining Abriani

Keyword(s):

Technology Acceptance ◽

Technology Acceptance Model ◽

Structural Equation ◽

Sampling Technique ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Acceptance Model ◽

Use Behavior

Abstract. The long-term objective of this research is to enrich the development of science, especially the development of SMEs related to the adoption of information technology with studies using the Technology Acceptance Model. The specific aim of the research is to examine what factors are inhibiting the adoption of e commerce technology in SMEs in Banyumas Regency, as well as examining whether e-commerce adoption has an impact on increasing the demand for product quantities in SMEs. Collecting data in this study was carried out by distributing questionnaires through direct interviews with SMEs in Banyumas District who were respondents. The sampling technique in this study using random sampling technique. Whereas for data analysis using Statistical Product and Service Solution (SPSS) version 22.0 and Structural Equation Modeling (SEM) with AMOS program. The results of the study show that the Technology Acceptance Model theory is able to explain the institutions of SMEs actors to use e-commerce technology. Keywords: E-commerce, perceived usefulness, perceived ease of use, use behavior,TAM (Technology Acceptance Model) Abstrak. Tujuan jangka panjang penelitian ini adalah untuk memperkaya perkembangan ilmu, khususnya pengembangan UMKM terkait dengan adopsi teknologi informasi dengan kajian menggunakan Technology Acceptance Model. Tujuan khusus penelitian adalah untuk menelaah faktor-faktor apakah yang menghambat adopsi teknologi e commerce pada UMKM di Kabupaten Banyumas, serta menelaah apakah adopsi e- commerce berdampak pada peningkatan permintaaan kuantitas produk pada UKM. Pengumpulan data dalam penelitian ini dilakukan dengan menyebarkan kuesioner melalui antar langsung kepada pelaku UMKM di Kabupaten Banyumas yang menjadi responden. Teknik pengambilan sampel dalam penelitian ini dengan menggunakan teknik random sampling. Sedangkan untuk analisis data mengunakan Statistical Product and Service Solution (SPSS) versi 22.0 dan Structural Equation Modeling (SEM) dengan program AMOS. Hasil penelitian menunjukkan bahwa teori Technology Acceptance Model mampu menjelaskan instensi para pelaku UMKM untuk menggunakan teknologi e-commerce. Hasil penelitian juga berhasil menerima 3 (tiga) hipotesis yaitu Perceived usefulnes berpengaruh terhadap use behavior, Perceived ease of use berpengaruh terhadap use behavior, use behavior berpengaruh terhadap peningkatan permintaan kuantitas produk. Hasil penelitian juga menunjukkan implementasi e-commerce tidak berpengaruh terhadap persepsi manfaat (perceived usefulness), Implementasi e-commerce tidak berpengaruh terhadap persepsi kemudahan pengoperasian sistem (perceived ease of use) atau dengan kata lain menolak 2 (dua) hipotesis lainnya.Keywords. E-commerce, perceived usefulnes, perceived ease of use, use behavior,peningkatan permintaan, TAM (Technology Acceptance Model)

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THE INFLUENCE OF E-LEARNING CHARACTERISTICS AND BASIC ICT COMPETENCIES TO ACTUAL USAGE OF E-LEARNING: A PATH DIAGRAM MODEL

Jurnal Sistem Informasi ◽

10.21609/jsi.v11i2.433 ◽

2015 ◽

Vol 11 (2) ◽

pp. 59

Author(s):

I Made Suarta ◽

I Ketut Suwintana

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Learning System ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Actual Usage ◽

E Learning ◽

Ict Competencies

In this paper, the Technology Acceptance Model (TAM) is extent with two external stimulus namely e-learning characteristics and basic ICT (Information and Communication Technology) competencies. The purpose of this study are (1) finding relationship between e-learning characteristics and lecturers’ basic ICT competencies with the perceived ease of use and perceived usefulness of e-learning; and (2) determining the effect of e-learning characteristics and lecturer basic ICT competencies to the actual usage of e-learning. Research subjects are Bali State Polytechnic lecturers who have attended the elearning training. In this study, to collect the data sample, a non-random sampling technique is adopted. The data is collected by self-administered questionnaires and is analyzed using structural equation modeling. Basic ICT competencies of the Bali State Polytechnic lecturers are good, but the level of actual usage of e-learning is very low. Basic ICT competence shows no significant effect on the perceived ease of use and perceived usefulness of e-learning. The actual usage of e-learning also has low implications. E-learning characteristics show a significant effect on perceived ease of use and perceived usefulness of e-learning, which implies the change attitude and behavior in the use of elearning. Characteristics of e-learning become a determinant factor in the adoption and use of elearning. The findings will help lecturer a better understanding to the mechanism of e-learning adoption. The study recommends for polytechnic institutions to make a systematic effort to provide lecturers with training on how to use e-learning system effectively. A further research to identify other factors that may influence lecturers' attitudes toward the adoption of e-learning system is demanded following this research.

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Investigasi Faktor Yang Mempengaruhi Behavioral Intention Pada Pengguna Grab Bike

Jurnal Manajemen dan Kearifan Lokal Indonesia ◽

10.26805/jmkli.v3i2.68 ◽

2019 ◽

Vol 3 (2) ◽

pp. 94

Author(s):

Sulaiman Sulaiman ◽

Zainal Abidin ◽

Suharno Suharno

Keyword(s):

Structural Equation Modeling ◽

Behavioral Intention ◽

Perceived Risk ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Software Analysis

Tujuan penelitian ini mengetahui pengaruh behavioral intention (BI) terhadap transportasi online grab bike dengan menggunakan variabel trust, perceived ease of use (PEOU), perceived risk (PR) dan perceived usefulness (PU). Sebanyak 161 orang menjadi responden dalam penelitian ini dengan cara mengisi kuesioner. Data yang diperoleh kemudian dianalisis menggunakan alat analisis Structural Equation Modeling (SEM) dengan menggunakan software analysis of moment structure (AMOS). Setelah dilakukan penelitian diperoleh hasil bahwa PR berpengaruh signifikan terhadap trust, PEOU berpengaruh signifikan terhadap trust, PU berpengaruh signifikan terhadap trust. Begitu pula pengaruh PR signifikan terhadap behavioral intention, PEOU, PU signifikan terhadap behavioral intention, serta trust signifikan terhadap behavioral intention.

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A comprehensive acceptance model for smart home services

International Journal of Data and Network Science ◽

10.5267/j.ijdns.2021.10.005 ◽

2022 ◽

Vol 6 (1) ◽

pp. 45-58 ◽

Cited By ~ 1

Author(s):

Amer Al-Husamiyah ◽

Mahmood Al-Bashayreh

Keyword(s):

Technology Acceptance ◽

Smart Home ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Smart Devices ◽

Intention To Use ◽

Perceived Ease Of Use ◽

Acceptance Model

Smart home services (SHSs) afford users an effective lifestyle management system, which provides human-oriented networking of smart devices and applications that enable users to control their homes from anywhere at any time. Despite the benefits of SHSs, however, their acceptance is very low. There remains a gap in the literature in terms of a comprehensive model that addresses users’ intention to use SHSs. To address this gap, the present study explored the factors that influence SHS acceptance among users based on well-established theoretical frameworks, such as the technology acceptance model, innovation diffusion theory, and the theory of planned behavior. To this end, the study integrated four additional factors, namely, perceived convenience, perceived connectedness, perceived cost, and perceived privacy risk, into the exploration and carried out structural equation modeling to quantitatively determine the effects of these factors. Questionnaires were administered to 750 users. The findings indicated that perceived compatibility, perceived convenience, perceived connectedness, perceived cost, perceived behavioral control with perceived usefulness, and perceived ease of use directly and indirectly exerted a significant influence on users’ intention to use SHSs.

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Predictive factors of physicians’ satisfaction with telemedicine services acceptance

Health Informatics Journal ◽

10.1177/1460458219892162 ◽

2019 ◽

Vol 26 (3) ◽

pp. 1866-1880 ◽

Cited By ~ 9

Author(s):

Jonathan Kissi ◽

Baozhen Dai ◽

Courage SK Dogbe ◽

Jonathan Banahene ◽

Oyeh Ernest

Keyword(s):

Technology Acceptance ◽

Technology Acceptance Model ◽

Predictive Factors ◽

Structural Equation ◽

Care Delivery ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Acceptance Model

Despite the significant increase in telemedicine services technology, its adoption and use have been quite slow in some healthcare settings. It is generally accepted in today’s globalizing world that the success of telemedicine services relies on users’ satisfaction. Satisfying physicians and patients is one of the crucial objectives of telemedicine success. This study seeks to evaluate physicians’ satisfaction with telemedicine services adoption and utilization using the technology acceptance model. A structured questionnaire based on the construct of technology acceptance model was used to solicit for data from participants in four different government health institutions. Purposive and convenience sampling techniques were employed to select healthcare professionals from various medical fields. Structural equation modeling was utilized in the data analysis. Perceived ease of use and perceived usefulness of telemedicine services were found to influence physicians’ behavioral intentions. This resulted in increased efficiency, quality of services, quality patient care delivery, and satisfaction among physicians in using telemedicine services. We noted that the adoption of telemedicine services in clinical settings depends on physicians’ and patients’ satisfaction with the use of the service. The study contributes to empirical knowledge by identifying the vital predictive factors affecting telemedicine services satisfaction among physicians.

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Factors influencing the behavioral intention to use food delivery apps

Social Behavior and Personality An International Journal ◽

10.2224/sbp.6185 ◽

2017 ◽

Vol 45 (9) ◽

pp. 1461-1473 ◽

Cited By ~ 14

Author(s):

Eun-Yong Lee ◽

Soo-Bum Lee ◽

Yu Jung Jennifer Jeon

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Mobile Apps ◽

Food Delivery ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

System Quality ◽

Perceived Ease Of Use ◽

Design Quality

We examined the relationships between the determinants that affect customers' use of food delivery apps. Using an extended technology acceptance model, we explored consumers' experiences in purchasing delivery food through mobile apps. We distributed a self-administered questionnaire online and used structural equation modeling to test the hypotheses. We found that user-generated information, firm-generated information, and system quality had a significant effect on perceived usefulness. In addition, system quality and design quality strongly influenced the perceived ease of use, which improved perceived usefulness, and in turn, perceived usefulness and perceived ease of use affected attitude toward the use of mobile apps. Practical implications for the food service industry are discussed.

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Anteseden Mobile Banking Adoption

Media Riset Bisnis & Manajemen ◽

10.25105/mrbm.v19i1.5352 ◽

2019 ◽

Vol 19 (1) ◽

pp. 45

Author(s):

Rangga Maulid Mahardika ◽

Harsini Soetomo

Keyword(s):

Structural Equation Modeling ◽

Perceived Risk ◽

Structural Equation ◽

Word Of Mouth ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Mobile Banking ◽

Perceived Ease Of Use ◽

Price Fairness

Abstrak Tujuan –Tujuan dari penelitian ini adalah untuk menganalisis pengaruh dari self efficacyterhadap mobile banking adoption melalui perceived risk, perceived ease of use,perceived usefulness dan behavioural intention.Desain/Metodologi/ Pendekatan – Rancangan penelitian ini dilakukandengan menggunakan rancangan penelitian uji hipotesis (hypotheis testing). Unitanalisis yang digunakan dalam metode penelitian ini adalah pengguna Mobilebanking yang aktif menggunakan dalam 3 bulan terakhir, dan penelitian inimenggunakan data cross-sectional dan teknik sampling yang digunakan adalahpurposive sampling. Structural Equation Modeling (SEM) digunakan untuk mengujihipotesis dalam penelitian ini.Temuan - Hasil penelitian ini menunjukan bahwa (1) Selfefficacy tidak memiliki pengaruh negatif yang signifikan terhadap perceived risk, Self Efficay memiliki pengaruh positif terhadap perceived ease of use dan perceived usefulness dalam penggunaan mobile banking, (2) Perceived ease of use memiliki pengaruh positif terhadap perceived usefulness, Perceived ease of use memiliki pengaruh positif terhadap Intention to Adoption Mobile Banking (3) Perceived risk tidak memiliki pengaruh negatif yang signifikan terhadap intention to adoption mobile banking, (4) Perceived ease of use dan perceived usefulness memiliki pengaruh positif terhadap intention to adoption mobile banking, (5) Perceived usefulness tidak memiliki pengaruh positif yang signifikan terhadap adoption mobile banking, dan (6) Intention to adoption mobile banking memiliki pengaruh positif terhadap adoption mobile banking. AbstractPurpose –The purpose of this study is to analyze the effect of self eficacy on mobile adoption through percieved risk, percieved ease of use, percieved usefulness and behavioral intentionDesign/Methodology/Approach – Using 210 respondents of active mobile banking users in last 3 months, hypotheses were tested with Structural Equation Modeling by AMOSFindings - The results showed a positive influence between reflected appraisal of self, self image congruency and cafe quality of cafes toward the electric keyword from word of mouth, while on the conspicuous value and price fairness of does not affect the electronic word-of-mouth. There are several managerial implications that can influence consumers to deliver eWOM by taking more attention to self-relevant value and cafe-relevant value.

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