PERCEPTION AND BARRIERS TO MOOC ADOPTION: A CASE STUDY OF KARTU PRAKERJA RECIPIENTS

Penulis

  • Dendy Herdianto Institut Tazkia
  • Nur Hendrasto Institut Tazkia

DOI:

https://doi.org/10.33480/pilar.v21i2.6623

Kata Kunci:

MOOC, PLS-SEM, pre-employment card, sentiment analysis

Abstrak

The Indonesian government launched the Pre-Employment Card (Kartu Prakerja) program to enhance workforce skills and address economic challenges. This program provides training through online platforms, including Massive Open Online Courses (MOOCs). The UTAUT2 model was employed as a framework to understand the factors influencing the acceptance and use of educational technology in this context. This study examines the effects of UTAUT2 variables—performance expectancy, effort expectancy, habit, traditional barriers, platform content, access limitations, interaction limitations, facilitating conditions, hedonic value, price value, and social influence—on the intention and adoption of MOOCs among Pre-Employment Card participants. The sample consisted of 222 respondents who were users of the Prakerja platform. Data were collected using a questionnaire and analyzed through Structural Equation Modeling (SEM) with the support of PLS-SEM software. In addition, a sentiment analysis was conducted on comments posted on the official Instagram account @prakerja.go.id to explore public perceptions of the program. The findings reveal that 46.2 percent of public sentiment was negative, particularly related to the program implementation and the use of partner MOOC platforms. SEM analysis further indicates that hedonic value, habit, and social influence have positive and significant effects on the intention and adoption of MOOCs. The moderation analysis by gender shows that performance expectancy, hedonic value, and social influence are stronger among males, whereas effort expectancy, habit, and platform content are stronger among females.

Unduhan

Data unduhan belum tersedia.

Referensi

Abubakar, A. A., Jazim, F., Al-Mamary, Y. H., Abdulrab, M., Abdalraheem, S. G., Siddiqui, M. A., Rashed, R. Q., & Alquhaif, A. (2024). Factors influencing students’ intention to use learning management system at Saudi Universities: A structural equation modeling approach. Human Systems Management, 43(1), 37–50. https://doi.org/10.3233/hsm-220181

Ahmad, I., Sharma, S., Chaubey, M. K., Dhyani, S., Ahmad, S., & Kumar, A. (2023). SWAYAM MOOC Reviews: Assessing Acceptability through Sentiment Analysis using Machine Learning. 2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT), 1–5. http://dx.doi.org/10.1109/ICCCNT56998.2023.10306960

Ananda, P., & Nuriyah, A. (2023). DETERMINAN MINAT GENERASI MILENIAL PADA PENGGUNAAN SISTEM PEMBAYARAN E-WALLET LAYANAN SYARIAH LINKAJA: Indonesia. Journal of Sharia Economics, 4(1), 53–66. https://doi.org/10.22373/jose.v4i1.2642

Ayub, M. T. T. J., & Kusumadewi, N. M. W. (2021). The effects of price perception, product knowledge, company image, and perceived value on purchase intentions for automotive products. European Journal of Business and Management Research, 6(5), 47–50. https://doi.org/10.24018/ejbmr.2021.6.5.955

Badan Pemeriksa Keuangan. (2022). BPK TEMUKAN PEMBOROSAN KARTU PRAKERJA. In SOURCE : Jurnal Ilmu Komunikasi (Vol. 7, Issue 1). https://doi.org/10.35308/source.v7i1.3617

Cabanlit, A. N., & Domingo, M. J. (2024). University Students’ Levels of Motivation and Engagement, Perceived Benefits, and Challenges in MOOCs. MEXTESOL Journal, 48(3), n3. http://dx.doi.org/10.61871/mj.v48n3-7

Candra, S., Frederica, E., Putri, H. A., & Loang, O. K. (2024). The UTAUT approach to Indonesia’s behavioral intention to use mobile health apps. Journal of Science and Technology Policy Management, 16(5), 892–911. https://doi.org/10.1108/jstpm-10-2022-0175

Chowdhury, R. H. (2024). Sentiment analysis and social media analytics in brand management: Techniques, trends, and implications. World Journal of Advanced Research and Reviews, 23(2), 287–296. https://doi.org/10.30574/wjarr.2024.23.2.2369

Creswell, J. W. (2019). Research design: Pendekatan metode kualitatif, kuantitatif dan campuran (Edisi ke-4, cet. 4). Pustaka Pelajar.

Dagnoush, S. M., & Khalifa, G. S. A. (2021). The relationship between users’ performance expectancy and users’ behavioral intentions to use mobile commerce transactions in the Libya context. Asia-Pacific Journal of Management and Technology (AJMT), 2(2), 22–29. https://doi.org/10.46977/apjmt.2021v02i02.003

Dahal, A., & Krisjanti, M. (2021). Effect of individual entrepreneurship orientation on export intention in micro and small enterprises: The moderating role of access to finance. Ekonomski Vjesnik/Econviews-Review of Contemporary Business, Entrepreneurship and Economic Issues, 34(1).

Darmanto, S., Hasan, H., & Bukirom, B. (2025). Digital Entrepreneurship of Indonesian Training Institute. In Strategic Insights and Case Studies on Navigating an Entrepreneurial Landscape (pp. 123–140). IGI Global Scientific Publishing.

Dhewandrie, G. S. A., & Yuniawan, A. (2023). Exploring Factors Influencing Technology Adoption among Generation Y: A Study of MOOC Users. J. Manaj. Dan Kewirausahaan, 11(1), 57–65.

Fasri, M. L., Abdullah, M. T., Hidayat, A. R., & Hans, A. (2023). Evaluasi Program Bantuan Ekonomi Pada Masa Pandemi: Studi Kasus Kartu Prakerja di Makassar. Development Policy and Management Review (DPMR), 44–62.

Febrian, A., & Fadly, M. (2021a). Brand trust as celebrity endorser marketing moderator’s role. Jurnal Aplikasi Manajemen, 19(1), 207–216. https://doi.org/10.21776/ub.jam.2021.019.01.19

Febrian, A., & Fadly, M. (2021b). The Impact of Customer Satisfaction with EWOM and Brand Equity on E-Commerce Purchase Intention in Indonesia Moderated by Culture. Binus Business Review, 12(1), 41–51. https://doi. org/10.21512/bbr.v12i1.6419

Festa, G., D’Amato, A., Palladino, R., Papa, A., & Cuomo, M. T. (2025). Digital transformation in wine business–from Marketing 5.0 to Industry 5.0 in the world of wine adopting artificial intelligence. European Journal of Innovation Management. https://doi.org/10.1108/ejim-04-2024-0465

Gimpel, H., Lanzl, J., Regal, C., Urbach, N., Becker, J., & Tegtmeier, P. (2025). Stress from digital work: Toward a unified view of digital hindrance stressors. Information Systems Research, 36(2), 896–915.

Hassaan, M., & Yaseen, A. (2024). Factors influencing customers’ adoption of mobile payment in Pakistan: application of the extended meta-UTAUT model. Journal of Science and Technology Policy Management.

Hoya, F., Mah, D., Prilop, C., Jacobsen, L., & Weber, K. (2024). Pre-service teachers’ AI usage: The effects of perceived usefulness, subjective norm, behavioral intention, and self-efficacy. OSF.

Iranmanesh, M., Senali, M. G., Ghobakhloo, M., Foroughi, B., Yadegaridehkordi, E., & Annamalai, N. (2024). Determinants of intention to use ChatGPT for obtaining shopping information. Journal of Marketing Theory and Practice, 1–18.

Irawan, A. J. (2024). Understanding Factors That Affect Social Media Advertisement Adoption for Small Medium Enterprises in Indonesia the Case of Facebook Advertisement. International Journal of Current Science Research and Review, 7(02), 1298-1311. https://doi.org/10.47191/ijcsrr/V7-i2-48

Islam, S., Islam, M., Tamanna, A. K., Sakib, M. N., Aziz, A. L., & Fahlevi, M. (2025). The potential of online learning: investigating pre-use expectations, intentions, actual use and post-use outcomes in Massive Open Online Courses (MOOCs). Cogent Psychology, 12(1), 2500157.

Jalalkamali, A., & Doratli, N. (2022). Public space behaviors and intentions: the role of gender through the window of culture, case of Kerman. Behavioral Sciences, 12(10), 388. https://doi.org/10.3390/bs12100388

Jebarajakirthy, C., & Shankar, A. (2021). Impact of online convenience on mobile banking adoption intention: A moderated mediation approach. Journal of Retailing and Consumer Services, 58, 102323.

Kemnaker. (2023). Pusat Bantuan. [Online] Available at: https://bantuan.kemnaker.go.id/support/solutions/folders/43000567853.

Khan, Z., Khan, A., Nabi, M. K., Khanam, Z., & Arwab, M. (2024). The effect of eWOM on consumer purchase intention and mediating role of brand equity: a study of apparel brands. Research Journal of Textile and Apparel, 28(4), 1108–1125.

Khoirunnisa, F. F., & Rumaisa, F. (2025). Analysis of the Impact of the Pre-Employment Card Program and Clustering of Unemployment Rates in West Java Using Spectral Clustering. Brilliance: Research of Artificial Intelligence, 5(1), 151–160. https://doi.org/10.47709/brilliance.v5i1.5917

Mogaji, E., Viglia, G., Srivastava, P., & Dwivedi, Y. K. (2024). Is it the end of the technology acceptance model in the era of generative artificial intelligence? International Journal of Contemporary Hospitality Management, 36(10), 3324–3339.

Mohd Suki, N., Mohd Suki, N., & Hussin Shokri, M. F. (2023). Examining youths’ intention to use social media networks for understanding zakat online campaigns that use creative animation. Journal of Islamic Marketing, 14(7), 1696–1714. https://doi.org/10.1108/jima-09-2021-0288

Naruetharadhol, P., Ketkaew, C., Hongkanchanapong, N., Thaniswannasri, P., Uengkusolmongkol, T., Prasomthong, S., & Gebsombut, N. (2021). Factors affecting sustainable intention to use mobile banking services. Sage Open, 11(3), 21582440211. https://doi.org/10.1177/21582440211029925

Owusu, G. M. Y., Bekoe, R. A., Addo-Yobo, A. A., & Otieku, J. (2021). Mobile banking adoption among the Ghanaian youth. Journal of African Business, 22(3), 339–360.

Pörzse, G., & Kenesei, Z. (2025). Why people do not use MOOCs: an innovation resistance perspective. Information and Learning Sciences, 126(3/4), 259–285.

Pratisthita, D. A. A. P., Yudhistira, P. G. A., & Agustina, N. K. W. (2022). The Effect of Brand Positioning, Brand Image, and Perceived Price on Consumer Repurchase Intention Low-Cost Carrier. Jurnal Manajemen Teori Dan Terapan, 15(2).

Rizkalla, N., Tannady, H., & Bernando, R. (2023). Analysis of the influence of performance expectancy, effort expectancy, social influence, and attitude toward behavior on intention to adopt live. on. Multidisciplinary Reviews, 6.

Salsabila, A., & Febriani, D. (2022). Faktor yang Memengaruhi Persepsi Mahasiswa dalam Menggunakan Software Akuntansi saat Pembelajaran Jarak Jauh. Akuntansi Dan Teknologi Informasi, 15(2), 151–174.

Sarstedt, M., Ringle, C. M., & Hair, J. F. (2021). Partial least squares structural equation modeling. Handbook of Market Research, 587–632. https://doi.org/10.1007/978-3-319-57413-4_15

Sekaran, U., & Bougie, R. (2016). Research methods for business: A skill building approach (7th ed.). John Wiley & Sons.

Shah, D. (2020). By the numbers: MOOCs in 2020. Boosted by the pandemic, MOOCs crossed 180 million learners in their ninth year. [Online] Available at: https://www.classcentral.com/report/mooc-stats-2020/. Class Central, 30, 2021.

Shankar, A. (2021). How does convenience drive consumers’ webrooming intention? International Journal of Bank Marketing, 39(2), 312–336. https://doi.org/10.1108/IJBM-03-2020-0143

Stracke, C. M., Burgos, D., & Tlili, A. (2023). Instructional Quality and Learning Design of Massive Open Online Courses. Handbook of Open, Distance and Digital Education, 1391–1412. https://doi.org/10.1007/978-981-19-2080-6_95

Tahir, A. H., Adnan, M., & Saeed, Z. (2024). The impact of brand image on customer satisfaction and brand loyalty: A systematic literature review. Heliyon, 10(16), e36254. https://doi.org/10.1016/j.heliyon.2024.e36254

Utomo, P., Kurniasari, F., & Purnamaningsih, P. (2021). The effects of performance expectancy, effort expectancy, facilitating condition, and habit on behavior intention in using mobile healthcare application. International Journal of Community Service & Engagement, 2(4), 183–197. https://doi.org/10.47747/ijcse.v2i4.529

Venkatesh, V. (2022). Adoption and use of AI tools: a research agenda grounded in UTAUT. Annals of Operations Research, 308(1), 641–652. https://doi.org/10.1007/s10479-020-03918-9

Wang, X., Lee, Y., Lin, L., Mi, Y., & Yang, T. (2021). Analyzing instructional design quality and students’ reviews of 18 courses out of the Class Central Top 20 MOOCs through systematic and sentiment analyses. The Internet and Higher Education, 50, 100810. https://doi.org/10.1016/j.iheduc.2021.100810

Williamson, B., & Hogan, A. (2021). Pandemic privatisation in higher education: Edtech and university reform. Brussels, Belgium: Education International.

Yang, Q., & Lee, Y.-C. (2021). The critical factors of student performance in MOOCs for sustainable education: a case of Chinese universities. Sustainability, 13(14), 8089. https://doi.org/10.3390/su13148089

Zhu, M. (2022). Designing and delivering MOOCs to motivate participants for self-directed learning. Open Learning: The Journal of Open, Distance and e-Learning, 39(4), 353–372. https://doi.org/10.1080/02680513.2022.2026213

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Diterbitkan

2025-09-23

Cara Mengutip

Herdianto, D., & Hendrasto, N. (2025). PERCEPTION AND BARRIERS TO MOOC ADOPTION: A CASE STUDY OF KARTU PRAKERJA RECIPIENTS. Jurnal Pilar Nusa Mandiri, 21(2), 234–246. https://doi.org/10.33480/pilar.v21i2.6623