Exploration of Acceptance Factors of Online Learning Platform: A Theory of Planned Behavior Perspective
Abstract
E-learning is recognized as a form of education facilitated through the application of information and communication technologies. The successful implementation of e-learning is influenced by numerous factors. This research aims to identify the determinants of online learning platform acceptance through the lens of the Theory of Planned Behavior (TPB). The study focuses on three independent variables: attitudes, subjective norms, and perceived behavioral control. Positioned as explanatory research with a quantitative emphasis, data were gathered from active students who met specific criteria and were subsequently given access to an online questionnaire. The research sample was obtained through a purposive sampling method. This study employs multiple linear regression analysis, executed through computational means. The hypothesis testing results indicate that two hypotheses—subjective norms on intention and intention on behavior—have a positive and significant influence, suggesting that perceptions from one's social environment can significantly shape users' intentions to engage with online learning platforms. However, the remaining three hypotheses reveal a positive yet insignificant effect, indicating that the variables of behavior and attitude control do not significantly impact the use of online learning platforms. Collectively, the four variables account for only 43.7% of the behavioral outcomes, with the remaining 56.3% likely influenced by other factors beyond the scope of this research.
E-learning dikenal sebagai bentuk pendidikan yang difasilitasi melalui penerapan teknologi informasi dan komunikasi. Keberhasilan implementasi e-learning dipengaruhi oleh banyak faktor. Penelitian ini bertujuan untuk mengidentifikasi faktor-faktor penentu penerimaan platform pembelajaran online melalui lensa Theory of Planned Behavior (TPB). Penelitian ini berfokus pada tiga variabel independen: sikap, norma subjektif, dan kontrol perilaku yang dirasakan. Diposisikan sebagai penelitian eksplanatori dengan penekanan kuantitatif, data dikumpulkan dari mahasiswa aktif yang memenuhi kriteria tertentu dan kemudian diberikan akses ke kuesioner online. Sampel penelitian diperoleh melalui metode purposive sampling. Penelitian ini menggunakan analisis regresi linier berganda, yang dilakukan dengan cara komputasi. Hasil pengujian hipotesis menunjukkan bahwa dua hipotesis - norma subjektif terhadap niat dan niat terhadap perilaku - memiliki pengaruh yang positif dan signifikan, yang menunjukkan bahwa persepsi dari lingkungan sosial seseorang dapat secara signifikan membentuk niat pengguna untuk terlibat dengan platform pembelajaran online. Namun, tiga hipotesis lainnya menunjukkan pengaruh yang positif namun tidak signifikan, mengindikasikan bahwa variabel perilaku dan kontrol sikap tidak secara signifikan mempengaruhi penggunaan platform pembelajaran online. Secara kolektif, keempat variabel tersebut hanya menjelaskan 43,7% dari hasil perilaku, dengan 56,3% sisanya kemungkinan dipengaruhi oleh faktor-faktor lain di luar cakupan penelitian ini.
Downloads
References
L. Sakdiyah, R. Effendi, and A. S. Kustono, “Analisis Penerimaan Penggunaan E-Learning dengan Pendekatan Theory of Planned Behavior (TPB) pada Mahasiswa Akuntansi Universitas Jember,” e-Journal Ekonomi Bisnis dan Akuntansi, vol. 6, no. 2, p. 120, May 2019, doi: 10.19184/ejeba.v6i2.11151.
E. A. H. Talib, P. I. Santosa, and S. Wibirama, “Evaluation of Learning Management Systems Based on Usability and User Experience: A Systematic Literature Review,” in 2023 International Seminar on Intelligent Technology and Its Applications (ISITIA), IEEE, Jul. 2023, pp. 691–696. doi: 10.1109/ISITIA59021.2023.10221015.
A. N. Ibna Riza, I. Hidayah, and P. I. Santosa, “Use of Chatbots in E-Learning Context: A Systematic Review,” in 2023 IEEE World AI IoT Congress (AIIoT), IEEE, Jun. 2023, pp. 0819–0824. doi: 10.1109/AIIoT58121.2023.10174319.
A. Aditya, Y. A. Kanthi, and S. Aminah, Metodologi Penelitian dalam Disiplin Ilmu Sistem Informasi. Yogyakarta: Penerbit Andi, 2022.
Jogiyanto, Sistem Informasi Keperilakuan, 1st ed. Yogyakarta: Penerbit Andi, 2007.
G. J. Sahertian, A. Aditya, and S. Aminah, “Analisis Penerimaan dan Penggunaan Transportasi Online di Kalangan Pelajar (Studi Kasus: SMA di Kecamatan Blimbing, Kota Malang),” Jurnal Tekno Kompak, vol. 15, no. 2, p. 1, Aug. 2021, doi: 10.33365/jtk.v15i2.1153.
Y. A. Kanthi and S. Aminah, “Evaluasi Faktor Keberhasilan dan Kepuasan Pengguna Sistem Informasi Pengaduan Online Kota Malang,” Jurnal Teknologi dan Manajemen Informatika, vol. 9, no. 2, pp. 129–140, Dec. 2023, doi: 10.26905/jtmi.v9i2.11036.
J. Börstler, N. bin Ali, K. Petersen, and E. Engström, “Acceptance behavior theories and models in software engineering — A mapping study,” Inf Softw Technol, vol. 172, p. 107469, Aug. 2024, doi: 10.1016/j.infsof.2024.107469.
N. S. Abdul Rahman, N. A. Sahabudin, D. N. Eh Phon, M. F. Ab Razak, and A. F. Mat Raffei, “Factors Affecting Cyberbullying Behaviours Among University Students: A Review,” in 2023 IEEE 8th International Conference On Software Engineering and Computer Systems (ICSECS), IEEE, Aug. 2023, pp. 342–346. doi: 10.1109/ICSECS58457.2023.10256292.
P. Y. K. Chau and P. J. Hu, “Information Technology Acceptance by Individual Professionals: A Model Comparison Approach*,” Decision Sciences, vol. 32, no. 4, pp. 699–719, Dec. 2001, doi: 10.1111/j.1540-5915.2001.tb00978.x.
I. Ajzen, “The theory of planned behavior: Frequently asked questions,” Hum Behav Emerg Technol, vol. 2, no. 4, pp. 314–324, Oct. 2020, doi: 10.1002/hbe2.195.
M. R. A. Pratama, M. K. Adam, N. A. Larassati, and Yuniarty, “Application of Planned Behavior Theory for Analysis of Customer’s Revisit Intention to a Small Business Coffee Shop in Malang City,” in 2023 8th International Conference on Business and Industrial Research (ICBIR), IEEE, May 2023, pp. 056–060. doi: 10.1109/ICBIR57571.2023.10147619.
I. Ajzen, “The theory of planned behavior,” Organ Behav Hum Decis Process, vol. 50, no. 2, pp. 179–211, Dec. 1991, doi: 10.1016/0749-5978(91)90020-T.
S. Christina and R. P. Adiati, “ATTITUDE TOWARD BEHAVIOR, SUBJECTIVE NORM, PERCEIVED BEHAVIORAL CONTROL, DAN GREEN TRUST SEBAGAI PREDIKTOR DARI GREEN PURCHASE INTENTION PADA GENERASI Z,” Jurnal Psikologi Talenta Mahasiswa, vol. 3, no. 2, pp. 12–22, Oct. 2023.
W. K. Yong, S. F. Wong, M. M. Mahmud, and N. Zhamgyrchiev, “Unveiling Gender Dynamics: Examining Gender Moderation Effects on the Relationship of Subjective Norms, Attitude, and Intention Towards E-Wallet Adoption in Tajikistan,” in 2023 International Conference on Advanced Enterprise Information System (AEIS), IEEE, Dec. 2023, pp. 136–140. doi: 10.1109/AEIS61544.2023.00029.
Indah Sepwina Putri and Annisa Dewi Akbari, “Extended Theory of Planned Behavior (TPB) to Analyze the Batik Purchase Intention of Indonesian Millennials and Gen Z,” International Journal of Industrial Engineering and Engineering Management, vol. 3, no. 2, pp. 97–104, Dec. 2021, doi: 10.24002/ijieem.v3i2.5546.
F. Arianto, L. H. Susarno, U. Dewi, and A. F. Safitri, “MODEL PENERIMAAN DAN PEMANFAATAN TEKNOLOGI: E-LEARNING DI PERGURUAN TINGGI,” Kwangsan: Jurnal Teknologi Pendidikan, vol. 8, no. 1, p. 110, Aug. 2020, doi: 10.31800/jtp.kw.v8n1.p110--121.
V. Ky Long Nguyen, T. My Hanh Le, T. Ngoc Mai Duong, T. Son Nguyen, T. Thu Hien Le, and T. Thanh Huong Nguyen, “Assessing Student’s Adoption of E-Learning: An Integration of TAM and TPB Framework,” Journal of Information Technology Education: Research, vol. 21, pp. 297–335, 2022, doi: 10.28945/5000.
S. R. Natasia, Y. T. Wiranti, and A. Parastika, “Acceptance analysis of NUADU as e-learning platform using the Technology Acceptance Model (TAM) approach,” Procedia Comput Sci, vol. 197, pp. 512–520, 2022, doi: 10.1016/j.procs.2021.12.168.
S. A. Salloum, A. Qasim Mohammad Alhamad, M. Al-Emran, A. Abdel Monem, and K. Shaalan, “Exploring Students’ Acceptance of E-Learning Through the Development of a Comprehensive Technology Acceptance Model,” IEEE Access, vol. 7, pp. 128445–128462, 2019, doi: 10.1109/ACCESS.2019.2939467.
M. T. Rajeh et al., “Students’ satisfaction and continued intention toward e-learning: a theory-based study,” Med Educ Online, vol. 26, no. 1, Jan. 2021, doi: 10.1080/10872981.2021.1961348.
S. B. Hermanto and P. Patmawati, “Determinan Penggunaan Aktual Perangkat Lunak Akuntansi Pendekatan Technology Acceptance Model,” Jurnal Akuntansi dan Keuangan, vol. 19, no. 2, Nov. 2017, doi: 10.9744/jak.19.2.67-81.
Sugiyono, “Metode Penelitian Pendidikan. Bandung,” 2015.
Y. A. Kanthi, K. Gumilang, and S. Aminah, “Evaluasi Kepuasan Pengguna BRImo Menggunakan EUCS,” Teknika, vol. 13, no. 1, pp. 155–163, Mar. 2024, doi: 10.34148/teknika.v13i1.772.