Developing an IT-Based Knowledge Sharing System for University IT Units: Integrating Large Model Language
Abstract
Information technology companies in Indonesia face the challenge of high employee turnover, which leads to the loss of important knowledge and has an impact on productivity and innovation. This research aims to develop conceptual knowledge sharing and knowledge sharing systems in university IT units, which do not yet have an integrated system for documenting knowledge. Observations show that the ticketing system used can be optimized as a long-term knowledge sharing platform. The designed model includes strengthening the culture of sharing, utilizing social networks within the organization, applying information technology, reward systems, and the SECI model approach. In addition to knowledge repository features, role systems, documentation automation, search, and collaboration modules, the integration of Large Language Models (LLM) such as ChatGPT is expected to improve information search, documentation automation. LLMs play a crucial role in enhancing user interactions by enabling natural language queries, improving search accuracy, and automating knowledge classification. Moreover, they facilitate knowledge extraction from unstructured data, assist in summarizing key insights, and provide adaptive learning capabilities. By leveraging LLMs, the system can increase efficiency, reduce the time required to find relevant information, and ensure knowledge continuity within the organization.
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References
A. Ayu, D. Lestari, dan A. Merthayasa, “Peran teknologi dalam perubahan bisnis di era globalisasi,” Syntax Literate: J. Ilm. Indones., vol. 7, no. 11, pp. 1–10, 2022, doi: 10.36418/syntax-literate.v7i11.13517.
A. Rahadhi dan A. Suzianti, “Knowledge sharing strategy for Indonesian millennial workforce,” Proc. 3rd Asia Pac. Conf. Res. Ind. Syst. Eng., pp. 30–36, Jun. 2020.
F. Handayani dan S. I. Muslim, “Persepsi dukungan organisasi dan karakteristik pekerjaan terhadap knowledge sharing organizational citizenship behavior sebagai mediasi,” J. Psikol., vol. 22, no. 1, pp. 35–45, 2021.
M. Zahedi, M. Shahin, dan M. A. Babar, “A systematic review of knowledge sharing challenges and practices in global software development,” Int. J. Inf. Manage., vol. 36, no. 6, pp. 995–1019, 2016, doi: 10.1016/j.ijinfomgt.2016.06.007.
S. A. Saeed, A. M. Tofiq, dan K. Aziz, “The role of knowledge management in higher education institutions (colleges and universities),” Al-Idarah: J. Kependidik. Islam, vol. 12, no. 2, pp. 155–169, Dec. 2022, doi: 10.24042/alidarah.v12i2.14816.
M. Cheng, J. S. Ho, dan P. M. Lau, “Knowledge sharing in academic institutions: A study of Multimedia University Malaysia,” Electron. J. Knowl. Manag., vol. 7, no. 3, pp. 313–324, 2009.
K. Peffers, T. Tuunanen, M. A. Rothenberger, dan S. Chatterjee, “A design science research methodology for information systems research,” J. Manag. Inf. Syst., vol. 24, no. 3, pp. 45–77, 2008, doi: 10.2753/MIS0742-1222240302.
A. M. Abubakar, H. Elrehail, M. A. Alatailat, dan A. Elçi, “Knowledge management, decision-making style and organizational performance,” J. Innov. Knowl., vol. 4, no. 2, pp. 104–114, 2019, doi: 10.1016/j.jik.2017.07.003.
R. Farooq, “Developing a conceptual framework of knowledge management,” Int. J. Innov. Sci., vol. 11, no. 1, pp. 139–160, 2019, doi: 10.1108/IJIS-07-2018-0068.
D. R. Masa’deh, E. A. H. Gharaibeh, A. Tarhini, dan B. Y. Obeidat, “Knowledge sharing capability: A literature review,” J. Inf. Knowl. Manag., vol. 14, no. 4, 2015, doi: 10.1142/S0219649215500407.
T. Zheng, “A literature review on knowledge sharing,” Open J. Soc. Sci., vol. 5, no. 3, pp. 51–58, 2017, doi: 10.4236/jss.2017.53006.
A. Gehrke dan M. Hasan, “Knowledge sharing process in organisations: An integrative framework,” Knowl. Manag. E-Learn., vol. 12, no. 4, pp. 481–497, 2020.
R. S. Oktari, K. Munadi, R. Idroes, dan H. Sofyan, “Knowledge management practices in disaster management: Systematic review,” Int. J. Disaster Risk Reduct., vol. 51, p. 101881, 2020, doi: 10.1016/j.ijdrr.2020.101881.
Z. M. E. Siregar, Suryana, E. Ahman, dan S. H. Senen, “Does knowledge management enhance innovation: A literature review,” Int. J. Sci. Technol. Res., vol. 8, no. 9, pp. 1991–1994, 2019.
S. A. Al Ahbabi, S. K. Singh, S. Balasubramanian, dan S. S. Gaur, “Employee perception of impact of knowledge management processes on public sector performance,” J. Knowl. Manag., vol. 23, no. 2, pp. 351–373, 2019, doi: 10.1108/JKM-08-2017-0348.
E. N. Rikardo, “Membangun knowledge management system untuk membentuk knowledge sharing menggunakan metode KM-roadmap,” J. Pilar Nusa Mandiri, vol. 11, no. 1, pp. 61–69, 2015.
M. Alavi dan D. E. Leidner, “Knowledge management and knowledge management systems: Conceptual foundations and research issues,” MIS Q., vol. 25, no. 1, pp. 107–136, 2001.
A. K. Lane et al., “Context and content of teaching conversations: Exploring how to promote sharing of innovative teaching knowledge between science faculty,” Int. J. STEM Educ., vol. 9, no. 1, p. 18, 2022, doi: 10.1186/s40594-022-00369-5.
F. Muqadas, M. Ilyas, U. Aslam, dan U. U. Rahman, “Antecedents of knowledge sharing and knowledge sharing impact on employees’ creativity and work performance,” VINE J. Inf. Knowl. Manag. Syst., vol. 46, no. 2, pp. 218–236, 2016.
I. Nonaka, R. Toyama, dan N. Konno, “SECI, Ba and leadership: A unified model of dynamic knowledge creation,” Long Range Plann., vol. 33, no. 1, pp. 5–34, 2000.
C. Bratianu, “A strategic view on the knowledge dynamics models used in knowledge management,” Knowl. Manag. Res. Pract., vol. 17, no. 1, pp. 1–11, 2019.
M. Mohammed dan S. Abinbuhaybeha, “Knowledge transfer: A critical review of research approaches,” Int. J. Glob. Adv. Stud. Res., vol. 2, no. 1, pp. 1–10, 2023, doi: 10.55938/ijgasr.v2i1.37.
B. A. Kartika, M. Octavianti, Y. D. Risanti, dan M. Komunikasi, “Knowledge sharing antarpemilik bisnis kuliner pada komunitas Cililin Channel,” J. Ilm. Komun. Hmps Ilkom Univ. Padjadjaran, vol. 9, no. 1, pp. 1–11, 2023.
H. K. Mohajan, “Knowledge sharing among employees in organizations,” MPRA Pap., no. 90243, pp. 1–20, 2019.
K. A. Al-Busaidi, L. Olfman, dan K. A. Al-Busaidi, “Knowledge sharing through inter-organizational knowledge sharing systems,” VINE J. Inf. Knowl. Manag. Syst., vol. 47, no. 3, pp. 329–351, 2017, doi: 10.1108/VJIKMS-05-2016-0019.
G. R. El Said, “Understanding knowledge management system antecedents of performance impact: Extending the task-technology fit model with intention to share knowledge construct,” Futur. Bus. J., vol. 1, no. 1–2, pp. 75–87, 2015, doi: 10.1016/j.fbj.2015.11.003.
G. Gebreyohans, D. T. Croasdell, dan M. Meshesha, “Designing a framework for enhancing the online knowledge-sharing behavior of academic staff,” Int. J. Manag. Inf. Technol., vol. 15, no. 1, pp. 1–17, 2023, doi: 10.5121/ijmit.2023.15201.
K. Iskandar, T. Tony, C. H. Phankova, dan W. Agustino, “Perancangan knowledge management system pada IT Bina Nusantara menggunakan blog, wiki, forum dan document,” ComTech: Comput. Math. Eng. Appl., vol. 5, no. 1, pp. 110–120, 2014, doi: 10.21512/comtech.v5i1.2595.
S. M. F. D. S. Mustapha dan E. Evangelista, “Designing a knowledge sharing system for higher learning institutions in the UAE based on the social feature framework,” Sustainability, vol. 15, no. 22, p. 15990, 2023, doi: 10.3390/su152215990.
K. K. Kemell, “Developing retrieval augmented generation (RAG) based LLM systems from PDFs: An experience report,” arXiv Prepr. arXiv2401.09341, pp. 1–36, 2024.
S. Simon, “A methodology for evaluating RAG systems: A case study on configuration dependency validation,” arXiv Prepr. arXiv2401.09280, 2024.
S. K. Freire, C. Wang, M. Foosherian, S. Wellsandt, dan S. Ruiz-Arenas, “Knowledge sharing in manufacturing using LLM-powered tools: User study and model benchmarking,” arXiv Prepr. arXiv2307.14062, 2023.
T. Bui dan B. Ho, “Cross-data knowledge graph construction for LLM-enabled educational question-answering system: A case study at HCMUT,” arXiv Prepr. arXiv2401.11285, 2024.
K. Yong dan N. Ng, “Effects of organizational culture, affective commitment and trust on knowledge-sharing tendency,” J. Knowl. Manag., vol. 27, no. 4, pp. 1140–1164, 2023, doi: 10.1108/JKM-03-2022-0191.


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