Business Intelligence-Based Risk Analysis Approach to Prevent Accidents in Overhead Crane Operations
DOI:
https://doi.org/10.34306/itsdi.v8i1.731Keywords:
Business Intelligence, Crane Safety, Design Science Research, Predictive Maintenance, WDRSAbstract
Overhead crane operations remain a high-risk activity in heavy manufacturing, yet safety management often relies on static assessments that fail to capture real-time operational dynamics. In developing economies such as Indonesia, a significant digital gap hinders the adoption of high-cost IoT solutions, leaving safety data fragmented and reactive. This study aims to bridge this gap by developing and validating a Business Intelligence (BI) Safety Dashboard that utilizes bridge technologies, defined as cost-effective digital solutions that leverage existing administrative and operational data instead of dedicated IoT infrastructure, to provide real-time predictive risk insights. Following a Design Science Research (DSR) framework, a three-year longitudinal study (2024–2026) was conducted at a metal fabrication facility in West Java. A Weighted Dynamic Risk Score (WDRS) was formulated using Data Analysis Expressions (DAX), integrating incident logs, maintenance records, and operator certification data into a unified star schema model. The results demonstrate a 95% reduction in data processing time and a 30% increase in near-miss reporting. The proposed artifact successfully identified critical risk outliers, such as Crane 08 (WDRS = 8.3), and generated spatiotemporal heatmaps that pinpointed specific risk hotspots within the facility. These findings confirm that the BI Dashboard is a feasible and highly practical solution for resource-constrained environments, providing a scalable blueprint for Indonesian SMEs to achieve Industry 4.0 safety standards by leveraging existing administrative data for predictive maintenance and proactive safety interventions.
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References
W. Tiddens, J. Braaksma, and T. Tinga, “Decision framework for predictive maintenance method selection,” Applied Sciences, vol. 13, no. 3, p. 2021, 2023.
A. Gunawan, W. Hasyim, M. Putih, T. W. Wirjawan, I. A. Gopar, and S. Stephanie, “A comprehensive bibliometric study of digital leadership influence on technopreneurial success,” Aptisi Transactions on Technopreneurship (ATT), vol. 7, no. 2, pp. 492–502, 2025.
I. B. Bachtiar, M. Darul K., and M. Yusuf S., “Analisis risiko goliath crane galangan kapal menggunakan fuzzy fmea,” Jurnal Teknologi Maritim, vol. 7, no. 1, pp. 35–45, 2024.
Ministry of Manpower of the Republic of Indonesia, “Minister of Manpower Regulation No. 8 of 2020 concerning Occupational Safety and Health for Lifting and Conveying Equipment,” Jakarta, Indonesia, Jun. 2020, state Gazette of the Republic of Indonesia Year 2020 No. 609. Effective June 12, 2020. [Online]. Available: https://jdih.kemnaker.go.id/peraturan/detail/1668/peraturan-menteri-ketenagakerjaan-nomor-8-tahun-2020
N. P. L. Santoso, R. Nurmala, and U. Rahardja, “Corporate leadership in the digital business era and its impact on economic development across global markets,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 6, no. 2, pp. 188–195, 2025.
Bureau of Labor Statistics, “National census of fatal occupational injuries in 2023,” U.S. Department of Labor, Tech. Rep., 2024. [Online]. Available: https://www.bls.gov/news.release/pdf/cfoi.pdf
B. Huang, Y. Hui, Y. Liu, and H. Wang, “Design of twin builder-based digital twin online monitoring system for crane girders,” Sensors, vol. 23, no. 22, p. 9203, 2023.
G. Silva, G. Godwin, and O. Jayanagara, “The impact of ai on personalized learning and educational analytics,” International Transactions on Education Technology (ITEE), vol. 3, no. 1, pp. 36–46, 2024.
U. Rahardja, S. Wijono, T. Wahyono, I. Sembiring, and I. R. Widiasari, “Effective ddos detection through innovative algorithmic approaches in machine learning,” in 2024 3rd International Conference on Creative Communication and Innovative Technology (ICCIT). IEEE, August 2024, pp. 1–7.
W. Jiang, L. Ding, and C. Zhou, “Digital twin: Stability analysis for tower crane hoisting safety with a scale model,” Automation in Construction, vol. 138, p. 104257, 2022.
M. D. Khairansyah, H. N. Amrullah, and N. F. Qurratul´aini, “Penilaian risiko kegagalan overhead crane dengan metode failure mode and effect analysis (fmea) dan fishbone diagram,” Jurnal Keselamatan Kesehatan Kerja dan Lingkungan, vol. 5, no. 2, pp. 93–101, 2024.
O. Jayanagara and A. Patricia, “Analyzing healthpreneur determinants for low-socioeconomic ethnic families,” Aptisi Transactions on Technopreneurship (ATT), vol. 7, no. 3, pp. 738–750, 2025.
A. Li, “Risk assessment of crane operation hazards using modified fmea approach with z-number and set pair analysis,” Heliyon, vol. 10, no. 9, p. e28603, 2024.
——, “Human error risk prioritization in crane operations based on cpt and icwgt,” Plos one, vol. 19, no. 2, p. e0297120, 2024.
S. Kosasi, I. D. A. E. Yuliani, and U. Rahardja, “Boosting e-service quality of online product businesses through it leadership,” in 2022 International Conference on Science and Technology (ICOSTECH).
IEEE, February 2022, pp. 1–10.
Z. Liu, Y. Chu, G. Li, H. P. Hildre, and H. Zhang, “Shipboard crane digital twin: An empirical study on r/v gunnerus,” Ocean Engineering, vol. 302, p. 117675, 2024.
Occupational Safety and Health Administration, “Using leading indicators to improve safety and health outcomes,” 2024, accessed 2025-07-03. [Online]. Available: https://www.osha.gov/leading-indicators
I. K. Himmy’az, S. Pranata, M. Yusup, H. Kusumah, J. Zanubiya, E. A. Natalia et al., “A blockchain based framework for improving data quality and predictive accuracy in business intelligence systems,” in 2025 4th International Conference on Creative Communication and Innovative Technology (ICCIT). IEEE, 2025, pp. 1–7.
I. P. Gustiah and H. Newell, “Enhancing human resource management efficiency through scalable blockchain networks with an adaptive ai approach,” Startupreneur Business Digital (SABDA Journal), vol. 4, no. 2, pp. 114–123, 2025.
B.-J. Wu, L.-H. Jin, X.-Z. Zheng, and S. Chen, “Coupling analysis of crane accident risks based on bayesian network and the n-k model,” Scientific Reports, vol. 14, p. 1133, 2024.
Q. Zhang, H.-H. Zhang, X.-W. Shen, J.-S. Bao, D. Zhang, and S. Wang, “Hidden fault diagnosis method of digital twin system for crane,” International Journal of Modeling, Simulation, and Scientific Computing, vol. 16, no. 1, p. 2550018, 2025.
E. Ligia, K. Iskandar, I. K. Surajaya, M. Bayasut, O. Jayanagara, and K. Mizuno, “Cultural clash: Investigating how entrepreneurial characteristics and culture diffusion affect international interns’ competency,” Aptisi Transactions on Technopreneurship (ATT), vol. 6, no. 2, pp. 182–198, 2024.
H. Zheng, T. Liu, J. Liu, and J. Bao, “Visual analytics for digital twins: A conceptual framework and case study,” Journal of Intelligent Manufacturing, vol. 35, no. 4, pp. 1671–1686, 2024.
H. Zhong, L. Chen, M. F. Antwi-Afari, Z. Bao, and K. Chen, “Dynamic risk assessment of tower crane operations by integrating functional resonance analysis method and bayesian network,” Developments in the Built Environment, vol. 23, p. 100699, 2025.
L. P. Dewanti, L. Sitoayu, and A. Idarto, “Digital tele-counseling for sustainable maternal health services in indonesia focus on telelactation,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 6, no. 1, pp. 10–20, 2024.
J. Neugebauer, L. Heilig, and S. Voß, “Digital twins in seaports: Current and future applications,” in International Conference on Computational Logistics. Cham: Springer Nature Switzerland, 2023, pp. 202–218.
H. A. C. de Campos Calhau, “Digital twins for commercial ports,” Master’s thesis, Universidade de Coimbra, Coimbra, Portugal, 2024.
H. Safitri, M. H. R. Chakim, and A. Adiwijaya, “Strategy based technology-based startups to drive digital business growth,” Startupreneur Business Digital (SABDA Journal), vol. 2, no. 2, pp. 207–220, 2023.
M. Hussain, “Integrated system with digital twin technology for enhancing safety in crane lifting operations,” Ph.D. dissertation, 2025.
C. Zhang, W. Zhang, Y. Shi, T. Zhao, and Y. Zhang, “Digital safety navigation for tower crane climbing process from a systematic perspective: Risk identification, safety information requirements, and related intelligent platform,” Journal of Construction Engineering and Management, vol. 151, no. 8, p. 04025096, 2025.
O. Ferli, N. A. Achsani, T. Andati, and Z. Asikin, “Sustainable business innovation in indonesian firms esg disclosure profitability and greenwashing,” Aptisi Transactions on Technopreneurship (ATT), vol. 8, no. 2, pp. 405–419, 2026.
H. Wu, B. Zhong, H. Li, H. L. Chi, and Y. Wang, “On-site safety inspection of tower cranes: A blockchain-enabled conceptual framework,” Safety Science, vol. 153, p. 105815, 2022.
R. Li, J. Chen, H. L. Chi, D. Wang, and Y. Fu, “Interpretable decision support system for tower crane layout planning: A deep learning-oriented approach,” Advanced Engineering Informatics, vol. 62, p. 102714, 2024.
A. Alexander, D. Pontan, E. A. Nabila, and L. Sanbella, “Evaluating cost performance and unit rate optimization in surface maintenance operation (smo) earthwork service contracts,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 7, no. 1, pp. 51–60, 2025.
G. Xiong, P. Helo, S. Ekstr¨om, and Z. Shen, “A service-oriented autonomous crane system,” IEEE Transactions on Computational Social Systems, vol. 11, no. 6, pp. 8030–8045, 2024.
A. Rihm, C. Piamonte, E. A. R. Lagos, M. Correal, P. G. G. Mor´an, and M. Basani, Digital Transformation of Solid Waste Management: Waste Collection Innovation, Business Intelligence, and Digital Technologies to Transition Waste Management Towards Circularity in Latin America and the Caribbean. Inter-American Development Bank, 2024.
W. Si and L. Niu, “Enhancing human reliability prediction in smart tower crane interfaces: A refined approach using simplified plant analysis risk–human reliability assessment and the decision making trial and evaluation laboratory–analytic network process,” Buildings, vol. 14, no. 4, p. 1083, 2024.
A. Pambudi, O. Wilson, and J. Zanubiya, “Exploring the synergy of global markets and digital innovation in business growth using smartpls,” IAIC Transactions on Sustainable Digital Innovation (ITSDI), vol. 6, no. 1, pp. 106–113, 2024.
Y. Fang, Y. K. Cho, F. Durso, and J. Seo, “Assessment of operator’s situation awareness for smart operation of mobile cranes,” Automation in Construction, vol. 85, pp. 65–75, 2018.
P. Tiwari, W. Zhu, and K. McSweeney, “Comparison of crane safety standards: A human factors perspective,” IISE Transactions on Occupational Ergonomics and Human Factors, pp. 1–12, 2026.
H. Taheri, “A kpi-driven dashboard framework for enhanced safety management in airfield construction,” Ph.D. dissertation, 2025.
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Copyright (c) 2026 Ridwan Kurniaji, Nur Azizah, Mohamad Rakhmansyah, Untung Rahardja, Alfajri Ismail
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