Multimodal-Based Technopreneurship Learning Model to Increase Entrepreneurial Creativity in Equality Education
DOI:
https://doi.org/10.15294/jone.v11i2.33772Keywords:
Learning Model, Technopreneurship, Multimodal Learning, Entrepreneurial Creativity, Equality Education.Abstract
Background: Education plays a crucial role in improving a country's economy, particularly through entrepreneurship education. With rapid technological advancements, the traditional entrepreneurship model has evolved into technopreneurship, which focuses on digitalization and industrial transformation. However, many educational institutions lack a clear and adequate understanding of this concept, necessitating effective learning methods that enable students to grasp and apply the principles of technopreneurialism.
Research Objectives: This study aims to analyze the effectiveness of a multimodal-based learning model in technopreneurship education to enhance entrepreneurial creativity among equality education students.
Research Method: The research employs a qualitative case study method. Data collection was carried out through observation, documentation, and interviews with 10 participants, consisting of students and teachers from an equality education school.
Research Findings: The findings indicate that the multimodal-based learning model successfully created a more interactive, communicative, and active learning environment. In the context of technopreneurship, this model was shown to increase students' confidence and communication skills, allowing them to engage in discussions and interact effectively.
Research Conclusion: Multimodal-based learning effectively enhances students' creativity and multimodal literacy, which has a positive impact on the innovation, development of ideas, and products with high commercial value. The curriculum for technology-based entrepreneurship education must continuously adapt to the needs of the business market to fully leverage this potential.
Research Novelty: The novelty of this research lies in the application of a multimodal-based learning model within the specific context of technopreneurship education in equality schools. This study demonstrates that this method not only improves technological literacy but also significantly boosts students' creativity and self-confidence in developing innovative business ideas.
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Adeoye‐Olatunde, O. A., & Olenik, N. L. (2021). Research and Scholarly Methods: Semi‐Structured Interviews. Journal of the American College of Clinical Pharmacy, 4(10), 1358-1367. https://doi.org/10.1002/jac5.1441
Afraah, S. M., Sutopo, W., & Hisjam, M. (2024). Development of PBL on technopreneur education to encourage faster technology commercialization. Journal of Applied Research in Higher Education, 16(5), 1659-1673. https://doi.org/10.1108/JARHE-04-2023-0137
Akbari, H., Yuan, L., Qian, R., Chuang, W.-H., Chang, S.-F., & Cui, Y. (2021). VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Boqing Gong Google. 35th Conference on Neural Information Processing Systems (NeurIPS 2021), 34(1), 24206-24221. https://github.com/google-research/google-research/tree/master/vatt
Aleem, M., Bashir, A., & Anjum, M. A. I. (2021). Multimodal Discourse Analysis of the Transforming Media Identity of Pakistani Women Multimodal Discourse Analysis of the Transforming Media Identity of Pakistani Women. Elementary Education Online, 20(5), 4031–4048. https://doi.org/10.17051/ilkonline.2021.05.441
Alkhoori, A. A., Sedik, S., & Al-Shami, S. A. (2021). The Measurement Items of Leadership Factors toward Successful Technopreneur in UAE. Webology, 18(1), 164–181. https://doi.org/10.14704/WEB/V18SI04/WEB18121
Alyousef, H. S. (2021). Text Cohesion in English Scientific Texts Written by Saudi Undergraduate Dentistry Students: A Multimodal Discourse Analysis of Textual and Logical Relations in Oral Biology Texts. SAGE Open, 11(3), 1–13. https://doi.org/10.1177/21582440211032194
Amalia, N. V., Sutopo, W., & Hisjam, M. (2020). A Comparative Analysis for Batik Wastewater Treatment Equipment Technology Development in Indonesia: Technopreneurship & Innovation System. ACM International Conference Proceeding Series, 73(1), 1-6. https://doi.org/10.1145/3429789.3429863
Baltrušaitis, T., Ahuja, C., & Morency, L. P. (2018). Multimodal Machine Learning: A Survey and Taxonomy. IEEE Transactions on Pattern Analysis and Machine Intelligence, 41(2), 423-443. https://doi.org/10.1109/TPAMI.2018.2798607
Bandera, C., Collins, R., & Passerini, K. (2018). Risky Business: Experiential Learning, Information and Communications Technology, and Risk-Taking Attitudes in Entrepreneurship Education. International Journal of Management Education, 16(2), 224–238. https://doi.org/10.1016/j.ijme.2018.02.006
Belmonte, Z. J. A., & Lira, P. E. V. R. (2023). Factors Influencing Engineering Students for Choosing Techno-entrepreneurship as a Career: An implication for Better Learning. International Journal of Evaluation and Research in Education, 12(1), 268–273. https://doi.org/10.11591/ijere.v12i1.22925
Belmonte, Z. J., Decapia, R., Tu, K. E., Lavado, M. J., Junio, M. N., & Lira, P. E. V. (2022). Impact of Information and Communications Technology on Technopreneurial Intention among Engineering Students. International Journal of Information and Education Technology, 12(8), 756–761. https://doi.org/10.18178/ijiet.2022.12.8.1681
Bhardwaj, B. R. (2021). Adoption, Diffusion and Consumer Behavior in Technopreneurship. International Journal of Emerging Markets, 16(2), 179–220. https://doi.org/10.1108/IJOEM-11-2018-0577
Bhowmick, R. S., Ganguli, I., Paul, J., & Sil, J. (2021). A multimodal deep framework for derogatory social media post identification of a recognized person. Transactions on Asian and Low-Resource Language Information Processing, 21(1), 1-19. https://doi.org/10.1145/3447651
Bomani, M., Gamariel, G., & Juana, J. (2021). University Strategic Planning and the Impartation of Technopreneurship Skills to Students: Literature Review. Journal of Governance and Regulation, 10(2), 196–203. https://doi.org/10.22495/JJGRV10I2SIART1
Cheng, C., Tan, F., Hou, X., & Wei, Z. (2019). Success Prediction on Crowdfunding with Multimodal Deep Learning. IJCAI International Joint Conference on Artificial Intelligence, 2019-Aug, 2158–2164. https://doi.org/10.24963/ijcai.2019/299
Cleland, J., MacLeod, A., & Ellaway, R. H. (2021). The curious case of case study research. Medical Education, 55(10), 1131-1141. https://doi.org/10.1111/medu.14544
Durmuşoğlu, Z. D. U. (2018). Assessment of techno-entrepreneurship projects by using Analytical Hierarchy Process (AHP). Technology in Society, 54, 41-46. https://doi.org/10.1016/j.techsoc.2018.02.001
Efendi R, A., Aziz, F., Saepudin, D., Hendajany, N., Setiawan, H., & Altin, F. A. (2019). Build the Technopreneurship Learning and Entrepreneurial Ecosystem to Create the Entrepreneurial Spirit at Universitas Sangga Buana. IEE 13th International Conference on Telecommunication System, Services, and Applications, 240–242. https://doi.org/10.1109/TSSA48701.2019.8985462
Hameed, I., & Irfan, Z. (2019). Entrepreneurship education: a review of challenges, characteristics and opportunities. Entrepreneurship Education, 2(3–4), 135–148. https://doi.org/10.1007/s41959-019-00018-z
Han, X. (2022). Investigation on Deep Learning Model of College English Based on Multimodal Learning Method. Computational Intelligence and Neuroscience, 2022. https://doi.org/10.1155/2022/7001392
Hasanudin, M., Yuliana, K., Roihan, A., Arribathi, A. H., & Haris. (2021). Service Provider Information System in Technopreneurship Learning for MSMEs. Journal of Physics: Conference Series, 1764(1), 1-8. https://doi.org/10.1088/1742-6596/1764/1/012120
Hashimi, S. Al, Zaki, Y., Al Muwali, A., & Mahdi, N. (2021). The role of nurturing technopreneurship education and building university students' entrepreneurial mindsets and skill sets in fostering digital innovation and augmenting the tech start-up ecosystem in Bahrain. International Journal of Learning, Teaching and Educational Research, 20(6), 152–157. https://doi.org/10.26803/IJLTER.20.6.8
He, C., Lu, J., & Qian, H. (2019). Entrepreneurship in China. Small Business Economics, 52(3), 563–572. https://doi.org/10.1007/s11187-017-9972-5
Hidayat, H., Herawati, S., Syahmaidi, E., Hidayati, A., & Ardi, Z. (2018). Designing of Technopreneurship Scientific Learning Framework in Vocational-based Higher Education in Indonesia. International Journal of Engineering & Technology, 7(9), 123–127. www.sciencepubco.com/index.php/IJET
Hu, P., Peng, D., Zhen, L., & Liu, P. (2019). Scalable deep multimodal learning for cross-modal retrieval. SIGIR 2019 - Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, 635–644. https://doi.org/10.1145/3331184.3331213
Ilyas, I., & Liu, A. N. A. M. (2020). The Effect of Based E-learning Contextual Approach on Student Learning Motivation. Jurnal Penelitian Pendidikan IPA, 6(2), 184–189. https://doi.org/10.29303/jppipa.v6i2.425
Jafari-Sadeghi, V., Garcia-Perez, A., Candelo, E., & Couturier, J. (2021). Exploring the impact of digital transformation on technology entrepreneurship and technological market expansion: The role of technology readiness, exploration and exploitation. Journal of Business Research, 124(1), 100–111. https://doi.org/10.1016/j.jbusres.2020.11.020
Jumini, S., & Sutikno, S. (2019). PHYSICS LEARNING INTEGRATED SCIENCE, TECHNOLOGY, ENTREPRENEURSHIP. International Journal of Advanced Multidisciplinary Scientific Research (IJAMSR), 2(12), 1–16. https://doi.org/10.31426/ijamsr.2019.2.12.2511
Kim, D., Yatsu, D. K., & Li, Y. (2021). A multimodal model for analyzing middle school English language learners' digital stories. International Journal of Educational Research Open, 2(1), 1-9. https://doi.org/10.1016/j.ijedro.2021.100067
Koe, W. L., Krishnan, R., & Alias, N. E. (2021). The Influence of Self-Efficacy and Individual Entrepreneurial Orientation on Technopreneurial Intention among Bumiputra Undergraduate Students. Asian Journal of University Education, 17(4), 490–497. https://doi.org/10.24191/ajue.v17i4.16196
Koe, W. L., Mahphoth, M. H., Alias, N. E., Krishnan, R., & Arham, A. F. (2021). Factors influencing intention towards technopreneurship among university students. Journal of Educational and Social Research, 11(1), 162–169. https://doi.org/10.36941/jesr-2021-0016
Kong, L. (2018). A Multimodal Analysis of Hospital Homepages. International Conference on Language Phenomena in Multimodal Communication (KLUA 2018), 312–320. https://doi.org/10.2991/klua-18.2018.47
Lee, M. A., Zhu, Y., Zachares, P., Tan, M., Srinivasan, K., Savarese, S., Fei-Fei, L., Garg, A., & Bohg, J. (2019). Making Sense of Vision and Touch: Learning Multimodal Representations for Contact-Rich Tasks. Robotics, 1–14. https://arxiv.org/abs/1907.13098
Liang, P. P., Zadeh, A., & Morency, L. P. (2024). Foundations & trends in multimodal machine learning: Principles, challenges, and open questions. ACM Computing Surveys, 56(10), 1-42. https://doi.org/10.1145/3656580
Liu, K., Li, Y., Xu, N., & Natarajan, P. (2018). Learn to Combine Modalities in Multimodal Deep Learning. Machine Learning, 1–15. http://arxiv.org/abs/1805.11730
Machmud, R., Wuryaningrat, N. F., & Mutiarasari, D. (2022). Technopreneurship-Based Competitiveness and Innovation at Small Business in Gorontalo City. International Journal of Sustainable Development and Planning, 17(4), 1117–1122. https://doi.org/10.18280/ijsdp.170408
Man, S., & Li, Z. (2022). Multimodal Discourse Analysis of Interactive Environment of Film Discourse Based on Deep Learning. Journal of Environmental and Public Health, 2022. https://doi.org/10.1155/2022/1606926
Munoz, R., Villarroel, R., Barcelos, T. S., Souza, A., Merino, E., Guiñez, R., & Silva, L. A. (2018). Development of a Software that Supports Multimodal Learning Analytics: A Case Study on Oral Presentations. Journal of Universal Computer Science, 24(2), 149–170. https://github.com/leikelen-team/Leikelen
Naik, B. K. R., Kumar, A., Mohite, J., & Khan, A. (2018). Promotion of Techno-entrepreneurship Programs in different Countries: A Review. TEMSCON 2018 : 2018 IEEE Technology & Engineering Management Conference (TEMSCON), 1-6. https://doi.org/10.1109/TEMSCON.2018.8488387
Nan, C. (2022). Multidimensional Psychological Model Construction of Public English Teaching Based on Deep Learning from Multimodal Perspective. Mobile Information Systems, 2022, 1–11. https://doi.org/10.1155/2022/1653452
Ndou, V., Secundo, G., Schiuma, G., & Passiante, G. (2018). Insights for shaping Entrepreneurship Education: Evidence from the European Entrepreneurship centers. Sustainability (Switzerland), 10(11). https://doi.org/10.3390/su10114323
Nicmanis, M. (2024). Reflexive content analysis: An approach to qualitative data analysis, reduction, and description. International Journal of Qualitative Methods, 23(1), 1-12. .https://doi.org/10.1177/16094069241236603 .
Noersasongko, E., Sartika, M., Aqmala, D., & Hasibuan, Z. A. (2022). G-ASPOO-L: The Technopreneurship-Based Supply Chain Management Model for Souvenirs MSMEs to Reach Customer Value Creation. Journal of Distribution Science, 20(12), 59–69. https://doi.org/10.15722/jds.20.12.202212.59
Nurkhayati, S., Shofwan, I., & Gupta, S. (2024). Management of Coffee MSMEs at Romban Djoyo Community in the Tourism Village. JPPM (Jurnal Pendidikan dan Pemberdayaan Masyarakat), 11(2), 158-174. https://doi.org/10.21831/jppm.v11i2.83440
Oleiwi, J. H., Ahmed, P., & Salih, M. (2019). Cohesive Ties in some Brexit Cartoons: A Multimodal Discourse Analysis. Journal of Tikriy University for Humanities, 26(9), 1–19. https://doi.org/10.25130/jtuh.26.2019.24
Polyakov, R. K. (2021). Lessons on technopreneurship in Kaliningrad region: Regional hubs in global networks. IOP Conference Series: Earth and Environmental Science, 689(1), 1–11. https://doi.org/10.1088/1755-1315/689/1/012006
Prisca, C. O., & Onuoha, B. C. (2022). Technopreneurship and Growth of New Tech Companies in Nigeria. International Academy Journal of Management Annals , 6(2), 56–72. https://doi.org/272142562624
Purwaningtyas, T. (2020). Didactic Symbols of Visual Images in EFL Textbook: Multi-modal Critical Discourse Analysis. Pedagogy: Journal of English Language Teaching, 8(1), 51. https://doi.org/10.32332/pedagogy.v8i1.1959
Radu, V., Tong, C., Bhattacharya, S., Lane, N. D., Mascolo, C., Marina, M. K., & Kawsar, F. (2018). Multimodal Deep Learning for Activity and Context Recognition. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 1(4), 1–27. https://doi.org/10.1145/3161174
Reimon Batmetan, J., Koessoy, H., Kalalo, D., Lolong, R., Jacobus, S., & Mamonto, J. V. (2022). Techno-Entrepreneurship Learning Model in Higher Education. International Journal of Information Technology and Education (IJITE), 1(4), 2809–8463. http://ijite.jredu.idhttp://ijite.jredu.id
Ren, J. (2021). Study on Automatic Evaluation Method of Spoken English Based on Multimodal Discourse Analysis Theory. Security and Communication Networks, 2021. https://doi.org/10.1155/2021/1486575
Rochanahastin, N. (2022). Technopreneurship in digital Learning: The Case of Thailand. Advances in Educational Technology, 1(1), 1–7. https://creativecommons.org/licenses/by/4.0/
Sahut, J. M., Iandoli, L., & Teulon, F. (2021). The age of digital entrepreneurship. Small Business Economics, 56(3), 1159–1169. https://doi.org/10.1007/s11187-019-00260-8
Saludung, J., & Pramezwary, A. (2021). The Role of Technopreneurship on Development of Noodles and Testless Bread Products from Cassava (Manihot Esculenta). Journal of Physics: Conference Series, 1752(1), 1–8. https://doi.org/10.1088/1742-6596/1752/1/01205
Shofwan, I., Sunardi, S., Gunarhadi, G., & Rahman, A. (2023). Entrepreneurship education: Encouraging entrepreneurial intentions for equality education students in Semarang. International Journal of Learning, Teaching and Educational Research, 22(6), 175-194.https://doi.org/10.26803/ijlter.22.6.10
Spikol, D., & Cukurova, M. (2019). Multimodal Learning Analytics. In Encyclopedia of Education and Information Technologies (pp. 1–8). Springer International Publishing. https://doi.org/10.1007/978-3-319-60013-0_112-1
Suleiman, Y. (2021). Integrating technopreneurship education in Nigerian universities: strategy for decreasing youth unemployment. Journal of Education and Research, 11(1), 49-76. https://doi.org/10.51474/jer.v11i1.501
Suminar, T., Sutarto, J., Siswanto, Y., & Cahyani, A. D. (2025). Creating a Technopreneurship-Based Life Skills Education Model with Methods of Project-Based Learning. Aptisi Transactions on Technopreneurship (ATT), 7(2), 567-581. https://doi.org/10.34306/att.v7i2.576
Suryati, Sutopo, W., & Hisjam, M. (2020, September 28). Technopreneurship & Innovation System: Comparative Analysis of Technology Development of Salt Derivative Products in Indonesia. ACM International Conference Proceeding Series. https://doi.org/10.1145/3429789.3429806
Susanti, A., Presdyasmara, C., Dewi, F., & Wardani, Y. (2021). Developing Students' English Skill Through Digital Video as Multimodal for Young Learners in Online Learning. International Joint Conference on Arts and Humanities 2021 (IJCAH 2021), 221–228. https://doi.org/10.2991/assehr.k.211223.040
Suzuki, M., & Matsuo, Y. (2022). A survey of multimodal deep generative models. Advanced Robotics, 36(05–06), 261–278. https://doi.org/10.1080/01691864.2022.2035253
Thomassen, M. L., Williams Middleton, K., Ramsgaard, M. B., Neergaard, H., & Warren, L. (2020). Conceptualizing context in entrepreneurship education: a literature review. In International Journal of Entrepreneurial Behaviour and Research (Vol. 26, Issue 5, pp. 863–886). Emerald Group Holdings Ltd. https://doi.org/10.1108/IJEBR-04-2018-0258
Tomy, S., & Pardede, E. (2020). An entrepreneurial intention model focussing on higher education. International Journal of Entrepreneurial Behaviour and Research, 26(7), 1423–1447. https://doi.org/10.1108/IJEBR-06-2019-0370
Tsai, Y.-H. H., Liang, P. P., Zadeh, A., Morency, L.-P., & Salakhutdinov, R. (2019). Learning Factorized Multimodal Representations. ICLR 2019, 1–20. http://arxiv.org/abs/1806.06176
Sherwani, K. A., & Mohammad, B. A. (2021). Multimodal discourse analysis for teaching English as a second language. Turkish Journal of Computer and Mathematics Education, 12(2), 279-285. https://doi.org/10.17762/turcomat.v12i2.712
Widodo, W., Atmaja , I. K. ., Siswanto , H. ., Firmansyah , A. ., & Yusuf , A. . (2024). Entrepreneurship-Based Non-Formal Education Program Development Through Coaching Clinic. Journal of Nonformal Education, 10(1), 1-9. https://doi.org/10.15294/jone.v10i1.1587
Wibowo, A., Sulartopo, I. K., Koerniawan, I., Wibowo, A., Sulartopo, & Koerniawan, I. (2022). Technopreneurship development in Indonesia: Digital business development. Journal of System and Management Sciences, 12(3), 87-103. https://doi.org/10.33168/JSMS.2022.030
Wong, W. Y., Sam, T. H., & Yu, S. W. (2020). An Innovative, Practical-based and Commercial-based Approach: Techno-Commerce Entrepreneurship Shaping the Outcome-based Learning. Proceedings - 2020 IEEE 8th Conference on Systems, Process and Control, ICSPC 2020, 140–145. https://doi.org/10.1109/ICSPC50992.2020.9305778
Worsley, M., Barel, D., Davison, L., Large, T., & Mwiti, T. (2018). Multimodal interfaces for inclusive learning. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 10948 LNAI, 389–393. https://doi.org/10.1007/978-3-319-93846-2_73
Worsley, M., & Ochoa, X. (2020). Towards Collaboration Literacy Development through Multimodal Learning Analytics. Companion Proceedings10thInternational Conference on Learning Analytics & Knowledge (LAK20).
Wu, Y. J., Yuan, C. H., & Pan, C. I. (2018). Entrepreneurship education: An experimental study with information and communication technology. Sustainability (Switzerland), 10(3), 1–13. https://doi.org/10.3390/su10030691
Xu, H., Zhang, H., Han, K., Wang, Y., Peng, Y., & Li, X. (2019). Learning Alignment for Multimodal Emotion Recognition from Speech. Computation and Language . https://doi.org/doi.org/10.48550/arXiv.1909.05645
Xu, W., Wu, Y., & Ouyang, F. (2023). Multimodal learning analytics of collaborative patterns during pair programming in higher education. International Journal of Educational Technology in Higher Education, 20(8), 1–20. https://doi.org/10.1186/s41239-022-00377-z
Yelland, N. J. (2018). A pedagogy of multiliteracies: Young children and multimodal learning with tablets. British Journal of Educational Technology, 49(5), 847–858. https://doi.org/10.1111/bjet.12635
Zadeh, A., Mao, C., Shi, K., Zhang, Y., Liang, P. P., Poria, S., & Morency, L.-P. (2019). Factorized Multimodal Transformer for Multimodal Sequential Learning. 1–13. http://arxiv.org/abs/1911.09826
Zhang, F., Wei, L., Sun, H., & Tung, L. C. (2019). How entrepreneurial learning impacts one's intention towards entrepreneurship: A planned behavior approach. Chinese Management Studies, 13(1), 146–170. https://doi.org/10.1108/CMS-06-2018-0556
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