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All Journal International Journal of Electrical and Computer Engineering Althea Medical Journal Jurnal Pemerintahan dan Politik TheJournalish: Social and Government GANDRUNG: Jurnal Pengabdian Kepada Masyarakat GOVERNABILITAS (Jurnal Ilmu Pemerintahan Semesta) JOELS: Journal of Election and Leadership International Journal of Applied Finance and Business Studies Journal of the Community Development in Asia Journal of Scientific Research, Education, and Technology International Journal of Engineering Continuity Jurnal Pengabdian kepada Masyarakat Innovative: Journal Of Social Science Research AL-SULTHANIYAH Telecommunications, Computers, and Electricals Engineering Journal PARADUTA : Jurnal Ekonomi dan Ilmu-Ilmu Sosial Journal Emerging Technologies in Education Computing Insight: Journal of Computer Science Jurnal Riset Teknik Komputer Intechno Journal : Information Technology Journal Jurnal Padamu Negeri PESHUM Journal of Innovation and Computer Science Public Knowledge
Mohamad Firdaus, Mohamad
Faculty of Medicine Universitas Padjadjaran
Religion Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Physics Public Health Social Sciences Other

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Journal : International Journal of Engineering Continuity

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Integration of BERT and LSTM for Predicting Cybersecurity Service Trends Based on LinkedIn Data Firdaus, Mohamad; Azzery, Yasep; Prasetio, Dimaz Arno
International Journal of Engineering Continuity Vol. 4 No. 2 (2025): ijec
Publisher : Sultan Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58291/ijec.v4i2.424

Abstract

The analysis and prediction of evolving cybersecurity service demands are constrained by existing methodologies, which are either semantically shallow (keyword-based TF-IDF) or contextually limited (standalone LSTM time-series models that overlook textual meaning). To bridge this scientific gap, this study develops and validates an integrated artificial intelligence framework combining Bidirectional Encoder Representations from Transformers (BERT) for deep semantic analysis and Long Short-Term Memory (LSTM) for sequential trend prediction. This pipeline is applied to a large-scale corpus of cybersecurity job descriptions collected from LinkedIn, serving as a proxy for real-world market intelligence. The methodology utilizes BERT embeddings (768-dimensional) for nuanced feature extraction, which are then combined with pseudo-temporal segmented data (proxy timeline) to enable sequential forecasting via the LSTM component. Experimental results confirm the model's robustness, the BERT component achieved 89% classification accuracy (87% precision, 88% recall) in service categorization, significantly outperforming baseline methods such as TF-IDF (which typically achieve below 75% accuracy). The LSTM component demonstrated strong predictive capability for trend forecasting, achieving a Root Mean Squared Error (RMSE) of 0.12. These findings validate the technical viability of the unified BERT-LSTM architecture for capturing both contextual and sequential patterns in professional data. The output provides organizations with objective, data-driven insights for strategic planning, thereby enhancing organizational resilience and market competitiveness in dynamic environments, particularly relevant for the Indonesian cybersecurity market.
Co-Authors Abdul Aziz Abdul Halik Agastya, I Made Artha Ahyani Alkhalaf, Lulwa Arief Hidayat Aullora, Putri Azmi, Mohd Azzery, Yasep Bakti, Indra Danieal, Danieal Didit Haryadi Endah Winarti, Safitri Etebom, John Monday Faai Faujan, Tubagus Fatoni Haifa, Salma Haryati Herliawan, Aditya Indra Bakti Kee, Daisy Mui Hung KUSRINI Kusrini, Kusrini Lukmana, Karna M. Rudyanto Arief Martínez-Béjar, Rodrigo Mayang Sari Meisuri Minardi Nani Murniati Novita, Frinda Nucki Nursjamsi Hidajat, Nucki Nursjamsi Nur Fitri, Syifa Nurafiyani, Desi Nuraini, Idzma Prasetio, Dimaz Arno Rahmadi, R Y Gembong Rahmadi, Raden Yoseph Gembong Ramadani, Muhammad Pazri Sahdan, Gregorius Samaloisa, Rijel Siregar, Yuliza Andriyani Sulistiana, Utami Supiati Tripathi, Abhishek Wijaya, Junior Hendri Yuni Lestari, Ria Zidni Hudaya, Ahmad