A comprehensive acceptance model for smart home services

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.

Download Full-text

Consumer acceptance of smart speakers: a mixed methods approach

Journal of Research in Interactive Marketing ◽

10.1108/jrim-01-2018-0022 ◽

2018 ◽

Vol 12 (4) ◽

pp. 418-431 ◽

Cited By ~ 15

Author(s):

Pascal Kowalczuk

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Online Survey ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Smart Devices ◽

Intention To Use ◽

Content Type ◽

Acceptance Model

PurposeVoice-activated smart speakers such as Amazon Echo and Google Home were recently developed and are gaining popularity. Understanding and theorizing the underlying mechanisms that encourage or impede consumers to use smart speakers is fundamental for enhancing acceptance and future development of these new devices. Therefore, building on technology acceptance research, this study aims to develop and test an acceptance model for investigating consumers’ intention to use smart speakers.Design/methodology/approachFirst, antecedents that may significantly affect the usage intention of smart speakers were identified through an explorative approach by a netnographic analysis of customer reviews (N= 2,186) and Twitter data (N= 899). Afterward, these results and contemporary literature were used to develop and validate an acceptance model for smart speakers. Structural equation modeling (SEM) was used to test the proposed hypotheses on data collected from 293 participants of an online survey.FindingsBesides perceived ease of use and perceived usefulness, the quality and diversity of a system, its enjoyment, consumer’s technology optimism and risk (surveillance anxiety and security/privacy risk) strongly affect the acceptance of smart speakers. Among these variables, enjoyment had the strongest effect on behavioral intention to use smart speakers.Originality/valueThis is the first study that incorporates netnography and SEM for investigating technology acceptance and applies it to the field of interactive smart devices.

Download Full-text

Platform Adoption Factors in the Internet Industry

Sustainability ◽

10.3390/su10093185 ◽

2018 ◽

Vol 10 (9) ◽

pp. 3185 ◽

Cited By ~ 7

Author(s):

Junic Kim

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Intention To Use ◽

Perceived Ease Of Use ◽

Positive Effects ◽

Internet Industry ◽

Acceptance Model

This study examines the factors influencing the choices of Internet platform services by applying the technology acceptance model. For this purpose, the analysis is conducted with 222 people who use different types of Internet platforms by utilizing structural equation modeling. The results show that perceived usefulness had positive effects on the intention to use, perceived ease of use, diversity, and security risks affected by the perceived usefulness, and the indirect influences on the intention to use. In addition, satisfaction (in relation to service quality) was found to affect both perceived ease of use and perceived usefulness. This research is significant because it will make it possible to predict users’ perceptions of Internet platforms, which is important for establishing relevant strategies.

Download Full-text

Penerimaan mahasiswa terhadap pembelajaran daring selama pandemi Covid-19 dengan pendekatan Technology Acceptance Model

Jurnal Inovasi Teknologi Pendidikan ◽

10.21831/jitp.v8i2.39755 ◽

2021 ◽

Vol 8 (2) ◽

Author(s):

Nur Latifah ◽

Sulis Rokhmawanto ◽

Purwanto Purwanto ◽

Laili Syarifah

Keyword(s):

Online Learning ◽

Technology Acceptance ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Intention To Use ◽

Test Results ◽

Perceived Ease Of Use ◽

Acceptance Model

Pandemi Covid-19 memberikan perubahan dalam proses pembelajaran di lembaga pendidikan termasuk pada pendidikan tinggi. Perubahan tersebut dapat dilihat dari pelaksanaan pembelajaran dalam satu tahun terakhir yang harus dilaksanakan secara daring. Pembelajaran daring dilaksanakan guna mendukung kebijakan pemerintah berupa Pembatasan Berskala Besar (PSBB). Para dosen telah berupaya melaksanakan pembelajaran daring dengan menggunakan berbagai aplikasi yang telah tersedia seperti zoom meeting, google meet, quiz dan aplikasi lainnya. Penelitian ini bertujuan untuk membuktikan secara empiris terkait intention to use dalam pembelajaran daring dengan attitude sebagai variabel mediasi. Data penelitian sebanyak 297 yang dikumpulkan secara daring. Responden penelitian merupakan mahasiswa aktif di berbagai perguruan tinggi yang ada di Kabupaten Magelang. Data penelitian dianalisis structural equation modeling dengan menggunakan software Smart PLS. Hasil pengujian membuktikan bahwa pedagogic competence, perceived ease of use dan perceived usefulness dapat mempengaruhi attitude. Hasil pengujian lainnya membuktikan perceived usefulness dan attitude berpengaruh terhadap intention to use, namun pedagogic competence tidak terbukti. Hasil pengujian pengaruh tidak langsung dapat diketahui bahwa attitude dapat memediasi hubungan antara pedagogic competence, perceived ease of use dan perceived usefulness terhadap intention to use.Student acceptance of online learning during the Covid-19 pandemic with the Technology Acceptance Model approach AbstractCovid-19 pandemic provided a change in the learning process in educational institutions included in higher education. These changes could be seen from the implementation of learning in the past year which should be implemented online. Online learning was be implemented to support government policies in the form of Large-Scale Restrictions (PSBB). The lecturers had made efforts to implement online learning by using various available applications such as zoom meetings, google meet, quizzes, and other applications. This study aims to prove empirically the intention to use online learning with attitude as a mediating variable. The research data were 297 collected online. Research respondents were active students in various universities in Magelang Regency. The research data were analyzed structural equation modeling using Smart PLS software. The test results prove that pedagogic competence, perceived ease of use, and perceived usefulness could affect attitude. Other test results prove that perceived usefulness and attitude had an effect on the intention to use, but pedagogic competence is not proven. The results of the indirect effect test show that attitude can mediate the relationship between pedagogic competence, perceived ease of use, and perceived usefulness for intention to use.

Download Full-text

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)

Download Full-text

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.

Download Full-text

ANALISIS TECHNOLOGY ACCEPTANCE MODEL APLIKASI LINKAJA

Jurnal Riset Ekonomi dan Bisnis ◽

10.26623/jreb.v13i3.2861 ◽

2020 ◽

Vol 13 (3) ◽

pp. 164

Author(s):

Anggit Esti Irawati ◽

Ehrmann Suhartono

Keyword(s):

Technology Acceptance ◽

Technology Acceptance Model ◽

Perceived Risk ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Actual Use ◽

Acceptance Model

Potensi penggunaan e-money sangat besar dan menarik perhatian sebagai cara pembayaran alternatif di seluruh dunia. Pemerintah melalui Bank Indonesia menggerakkan masyarakat untuk melakukan Gerakan Nasional Non Tunai (GNNT). Namun, hanya lapisan masyarakat tertentu yang sudah terbiasa menggunakan transaksi dengan e-money. Sebagian masyarakat beranggapan bahwa transaksi pembayaran menggunakan e-money masih terdapat banyak kekurangan. Penelitian ini bertujuan untuk menguji Technology Acceptance Model (TAM) yaitu perceived ease of use dan perceived usefulness, selain itu juga menambahkan perceived risk untuk mengetahui pengaruh terhadap attitude toward using dan actual use terhadap penggunaan aplikasi LinkAja. Metode analisis menggunakan Structural Equation Modeling (SEM) dengan alat analisis SmartPLS. Penelitian ini dilakukan dengan metode survei dan sampel diambil menggunakan teknik purposive sampling terhadap responden yang menggunakan aplikasi LinkAja di seluruh Indonesia. Responden yang diperoleh sebanyak 200 responden. Hasil penelitian menunjukkan bahwa perceived ease of use dan perceived usefulness berpengaruh positif signifikan terhadap attitude toward using dan actual use. Perceived risk tidak berpengaruh signifikan terhadap actual use aplikasi LinkAja.

Download Full-text

Metode Pembelajaran E-Learning Menggunakan Technology Acceptance Modelling (TAM) Untuk Pembelajaran Akuntansi

InFestasi ◽

10.21107/infestasi.v14i2.4856 ◽

2019 ◽

Vol 14 (2) ◽

pp. 116

Author(s):

Johandri Iqbal ◽

Arisman

Keyword(s):

Technology Acceptance ◽

Technology Use ◽

Structural Equation ◽

Hypothesis Test ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Validity And Reliability ◽

Acceptance Model

This study develops E-learninglearning model. By applying E-learninglearning design, it facilitates lecturer and student to expand supporting course on their own. E-learningsystem design uses technology acceptance model concept (TAM) which is a technology and information system acceptance model will be used by the user. The construct in technology acceptance mode is perceived usefulness, perceived ease of use, attitude towards behavior, behavioral intention, and actual technology use. Hypothesis test used structural equation modeling (SEM). By testing the validity and reliability, Model fit criteria, Output Laten Variable coefficients, Output Indirect and total Effects, seven hypothesis which would be examined, five hypothesis are accepted and two hypothesis are rejected.

Download Full-text

TECHNOLOGY ACCEPTANCE MODEL (TAM) DALAM SURVEI BIDANG KEPENDUDUKAN DAN KELUARGA BERENCANA

Jurnal Kebijakan Publik ◽

10.31258/jkp.9.2.p.71-78 ◽

2019 ◽

Vol 9 (2) ◽

pp. 71

Author(s):

Sukarno Sukarno ◽

Nur Laila Meilani

Keyword(s):

Technology Acceptance ◽

Technology Acceptance Model ◽

Structural Equation ◽

Ease Of Use ◽

Perceived Usefulness ◽

Intention To Use ◽

Perceived Ease Of Use ◽

Actual System ◽

Behavior Intention ◽

Acceptance Model

Technology Acceptance Model (TAM) dalam Survei Bidang Kependudukan danKeluarga Berencana. Terjadi perubahan dalam teknik atau cara pengumpulan data dalam surveidi bidang kependudukan dan Keluarga Berencana/KB (selanjutnya disebut Survei Kinerja danAkuntabilitas Program/SKAP) yang semula dilakukan secara manual dan paper based menjadisistem yang berbasis smartphone yang menggunakan platform Open Data Kit (ODK). Sistemini mengubah semua rangkaian pengumpulan data menjadi paperless dan electronic based.Penelitian ini bertujuan untuk (a) mengukur tingkat pengaruh perceived ease of use terhadapperceived usefulness ; (b) mengukur tingkat pengaruh perceived ease of use terhadapattitude towards using: (c) mengukur tingkat pengaruh perceived usefulness terhadap behaviorintention to use; (d) mengukur tingkat pengaruh perceived usefulness terhadap attitude towardsusing; (e) mengukur tingkat pengaruh attitude towards using terhadap behavior intention touse; dan (f) mengukur tingkat pengaruh behavior intention to use terhadap actual system usedalam survei berbasis smartphone bidang kependudukan dan keluarga berencana di PulauSumatera. Populasi dalam kajian ini adalah seluruh enumerator dan supervisor survei SKAPyang ada di Pulau Sumatera, kemudian sampelnya ditetapkan menurut teknik estimasi maximumlikehood (ML) yaitu minimal 100 dna maksimal 400 responden. Analisis data dilakukan denganSEM (Structural Equation Modelling) dengan software AMOS (Analysis of Moment Structure).Hasil penelitian ini menunjukkan bahwa dari enam hipotesis yang diajukan, terdapat dua hipotesisyang diterima, yaitu (a) perceived ease of use mempunyai hubungan yang positif denganPerceived usefulness dengan nilai CR -4.31 >±1,96 dan angka probabilitasnya 0,001 (<0,05)dan (b) behavioral Intention to Use mempunyai hubungan yang positif dengan Actual SystemUse dengan CR = 2,819 >±1,96 dan probabilitas/P = 0,005 (<0,05).

Download Full-text

ANALISIS PENERIMAAN SISTEM PEMBELAJARAN BERBASISI EDMODO BAGI PESERTA DIDIK DENGAN MENGGUNAKAN TECHNOLOGY ACCEPTANCE MODEL (TAM)

TEMATIK ◽

10.38204/tematik.v3i2.84 ◽

2016 ◽

Vol 3 (2) ◽

pp. 51-60

Author(s):

Yuyun Tresnawati, M.Kom

Keyword(s):

Technology Acceptance ◽

Technology Acceptance Model ◽

Behavioral Intention ◽

Ease Of Use ◽

Perceived Usefulness ◽

Equation Modeling ◽

Intention To Use ◽

Perceived Ease Of Use ◽

Acceptance Model ◽

Behavioral Intention To Use

Abstrak : Penelitian ini bertujuan untuk memberikan bukti empiris tentang pengaruh sistem pembelajaran berbasis edmodo terhadap motivasi dan hasil belajar peserta didik di SMK Negeri 4 Bandung dengan menggunakan TAM (Technologi Acceptance Model). Penggunaan model TAM didasarkan pada kenyataan bahwa sejauh ini TAM merupakan sebuah konsep yang dianggap paling baik dalam menjelaskan perilaku pengguna terhadap sistem teknologi informasi baru. Penelitian ini berjudul “Analisis Penerimaan Sistem Pembelajaran Berbasis Edmodo Bagi Peserta Didik Dengan Menggunakan Technology Acceptance Model (Study Kasus Pada SMKN 4 Bandung)”. Populasi penelitian ini adalah siswa SMK Negeri 4 Bandung kelas XI dan XII rumpun Teknik Informatika. Metode sampling yang digunakan dalam penelitian ini adalah purposive sampling, yang mengambil metode pengambilan sampel dengan didasarkan pada kriteria tertentu. Kriteria sampel penelitian ini adalah siswa yang aktif pada semester ganjil tahun pembelajaran 2015/2016. Analisis multivariat yang dilakukan menggunakan Structural Equation Modeling (SEM) dengan software AMOS (Analysis Of Moment Structure), Hasil penelitian ini membuktikan hanya 5 hipotesis diterima dari total 9 hipotesis yang diajukan. Hanya pada hubungan berikut yang terbukti mempunyai pengaruh positif : a) Perceived Ease of Use (PEOU) terhadap Perceived Usefulness (PU), b) Attitude Toward Using ( ATU) terhadap Perceived Enjoyment (PE),c) Attitude Toward Using (ATU) terhadap Perceived Usefulness (PU),d) Attitude Toward Using (ATU) terhadap Perceived Ease of Use (PEOU) e) Attitude Toward Using ( ATU) terhadap Behavioral Intention to Use (BITU), f) Actual Usage (AU) terhadap Behavioral Intention to Use (BITU). Hal ini membuktikan bahwa penggunaan sistem pembelajaran berbasis aplikasi edmodo tidak sepenuhnya dapat dijelaskan oleh Technologi Acceptance Model.

Download Full-text

Analyzing Behaviors Influencing the Adoption of Online Games from the Perspective of Virtual Contact

Social Behavior and Personality An International Journal ◽

10.2224/sbp.2013.41.1.113 ◽

2013 ◽

Vol 41 (1) ◽

pp. 113-122 ◽

Cited By ~ 3

Author(s):

Hung-Yuan Lin ◽

Chi-Hsian Chiang

Keyword(s):

Technology Acceptance ◽

Structural Equation ◽

Positive Impact ◽

Online Games ◽

Ease Of Use ◽

Perceived Usefulness ◽

Parasocial Interaction ◽

Equation Modeling ◽

Perceived Ease Of Use ◽

Acceptance Model

In this study, we discussed the antecedents of online game adoption based on the technology acceptance model. A total of 303 valid questionnaires were collected and hypotheses were tested using structural equation modeling. Results showed that telepresence positively influences parasocial interaction, perceived usefulness (PU), perceived ease of use (PEU), and perceived playfulness (PP). Parasocial interaction was found to have a positive impact on subjective norms (SN), PU, and PP. In addition, SN positively influenced image (Im) and PEU positively influenced PU and PP. Finally, behavioral intention to use (BIU) online games was found to be positively affected by SN, PU, PEU, and PP.

Download Full-text