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Unsafe Conditions Identification Using Social Networks In Power Plant Safety Reports


Identifikasi Kondisi Tidak Aman Menggunakan Jejaring Sosial Dalam Laporan Keselamatan Pembangkit Listrik

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DOI:

https://doi.org/10.21070/ups.4423

Keywords:

Occupational Health and Safety, Social Network Analysis, Unsafe Condition

Abstract

Power plants in Indonesia grapple with significant challenges in managing occupational health and safety. The huge reporting data in applications such as IZAT requires thorough analysis to find out the pattern and distribution. This research aims to facilitate the company in hazard mitigation by identifying reported unsafe conditions and building a semantic association network to understand the nature of unsafe conditions. The research method uses social network analysis, which is carried out by preprocessing data using programming to remove noise and then converting the data into a readable format. Then, semantic relationships between words were analyzed, and the data was visualized using the ForceAtlas2 algorithm. The findings revealed a different focus between the two units, where 6.597 reports from the Paiton generating unit mainly highlighted team response and accident-prone workplace conditions, while 5.840 reports from the Indramayu unit emphasized specific conditions, locations, and equipment that pose accident risks.

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References

T. Horino, “Acute Kidney Injury: Definition and Epidemiology,” in Acute Kidney Injury and Regenerative Medicine, Singapore: Springer Singapore, 2020, pp. 3–20.

B. Brenner and D. Majano, “Expanding Workplace Electrical Safety to Nonelectrical Occupations: Strategies for Reducing Fatal Electrical Injuries,” IEEE Ind. Appl. Mag., vol. 27, no. 6, pp. 76–81, Nov. 2021, doi: 10.1109/MIAS.2021.3065319.

D. G. Fitri, H. Tolle, and H. M. Az-zahra, “Evaluasi dan Perbaikan Antarmuka Aplikasi Mobile IZAT ( Aplikasi Zero Accident Assistant ) Bidang K3 PT PJB UP Gresik Menggunakan Metode Human-Centered Design,” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 3, no. 10, pp. 9661–9670, 2019, doi: https://j-ptiik.ub.ac.id/index.php/j-ptiik/article/view/6528/3134.

P. Kumar, S. Gupta, and Y. R. Gunda, “Estimation of human error rate in underground coal mines through retrospective analysis of mining accident reports and some error reduction strategies,” Saf. Sci., vol. 123, p. 104555, Mar. 2020, doi: 10.1016/j.ssci.2019.104555.

N. XU, L. MA, Q. Liu, L. WANG, and Y. Deng, “An improved text mining approach to extract safety risk factors from construction accident reports,” Saf. Sci., vol. 138, p. 105216, Jun. 2021, doi: 10.1016/j.ssci.2021.105216.

B. U. Ayhan and O. B. Tokdemir, “Accident Analysis for Construction Safety Using Latent Class Clustering and Artificial Neural Networks,” J. Constr. Eng. Manag., vol. 146, no. 3, p. 4019114, Mar. 2020, doi: 10.1061/(ASCE)CO.1943-7862.0001762.

B. Zhong, X. Pan, P. E. D. Love, L. Ding, and W. Fang, “Deep learning and network analysis: Classifying and visualizing accident narratives in construction,” Autom. Constr., vol. 113, p. 103089, May 2020, doi: 10.1016/j.autcon.2020.103089.

S. A. Baghaei Naeini and A. Badri, “Identification and categorization of hazards in the mining industry: A systematic review of the literature,” Int. Rev. Appl. Sci. Eng., vol. 15, no. 1, pp. 1–19, Jan. 2024, doi: 10.1556/1848.2023.00621.

A. Hasibuan et al., “Penerapan Sistem Manajemen Keselamatan dan Kesehatan Kerja,” in Teknik Keselamatan dan Kesehatan Kerja, 1st ed., J. Simarmata, Ed. Indonesia: Yayasan Kita Menulis, 2020, p. 204.

N. Nurrokhman, H. Dwi Purnomo, and K. Dwi Hartomo, “Utilization of Social Network Analysis (SNA) in Knowledge Sharing in College,” INTENSIF J. Ilm. Penelit. dan Penerapan Teknol. Sist. Inf., vol. 4, no. 2, pp. 259–271, Aug. 2020, doi: 10.29407/intensif.v4i2.14460.

D. Kurniawan, A. Iriani, and D. Manongga, “Pemanfaatan Social Network Analysis (SNA) Untuk Menganalisis Kolaborasi Karyawan Pada Pt. Arum Mandiri Group,” J. Transform., vol. 17, no. 2, p. 149, Jan. 2020, doi: 10.26623/transformatika.v17i2.1646.

P. G. S. Anggraini and I. Yuadi, “Tren Publikasi Climate Change (Perubahan Iklim) Tahun 2020-2023 Pada Scopus,” JIPI (Jurnal Ilmu Perpust. dan Informasi), vol. 8, no. 2, p. 213, Nov. 2023, doi: 10.30829/jipi.v8i2.15917.

N. Noeraida, “Perkembangan publikasi internasional bidang pemantauan radiasi tahun 2011-2019 melalui basisdata Scopus,” Berk. Ilmu Perpust. dan Inf., vol. 16, no. 1, pp. 68–82, Jun. 2020, doi: 10.22146/bip.v16i1.296.

I. Irmawati, L. Kresnowati, E. Susanto, and T. I. Nurfalah, “Kesehatan Dan Keselamatan Kerja (K3) Di Bagian Filing,” J. Manaj. Inf. Kesehat. Indones., vol. 7, no. 1, p. 38, 2019, doi: 10.33560/jmiki.v7i1.215.

N. K. Widyawati, “Pentingnya Penguasaan Konsep Keselamatan Dan Kesehatan Kerja (K3) Dalam Mendukung Kinerja Calon Lulusan Pendidikan Kejuruan Di Dunia Kerja,” J. BOSAPARIS Pendidik. Kesejaht. Kel., vol. 11, no. 3, pp. 87–93, 2021, doi: 10.23887/jjpkk.v11i3.30675.

Z. F. Olcay, S. Temur, and A. E. Sakalli, “A research on the knowledge level and safety culture of students taking occupational health and safety course,” Cypriot J. Educ. Sci., vol. 16, no. 1, pp. 187–200, Feb. 2021, doi: 10.18844/cjes.v16i1.5519.

D. Kashmiri, F. Taherpour, M. Namian, and E. Ghiasvand, “Role of Safety Attitude: Impact on Hazard Recognition and Safety Risk Perception,” in Construction Research Congress 2020, Nov. 2020, vol. 007, no. 1994, pp. 583–590, doi: 10.1061/9780784482872.063.

F. C. Gondosiswanto, “Analisis Unsafe Act Dan Unsafe Condition Pada Proyek Pembangunan Gedung X,” Dimens. Utama Tek. Sipil, vol. 4, no. 1, pp. 9–14, 2017, doi: 10.9744/duts.4.1.9-14.

Y. Irawanti, C. Novianus, and A. Setyawan, “Faktor-Faktor yang Berhubungan dengan Perilaku Pelaporan Kecelakaan Kerja pada Pekerja Bagian Produksi PT. X Tahun 2020,” J. Keselam. Kesehat. Kerja dan Lingkung., vol. 2, no. 1, pp. 55–63, 2021, doi: 10.25077/jk3l.2.1.55-63.2021.

D. Hidayat and O. Hijuzaman, “Pengaruh Perilaku Tidak Aman (Unsafe Action) Dan Kondisi Tidak Aman (Unsafe Condition) Terhadap Kecelakaan Kerja Karyawan Di Lingkungan Pt. Freyabadi Indotama,” Tek. Ind. Sekol. Tinggi Teknol. Wastukancana Purwakarta, vol. 4, pp. 15–24, 2014.

N. Prabowo, “Social Network Analysis for User Interaction Analysis on Social Media Regarding E-Commerce Business,” IJIIS Int. J. Informatics Inf. Syst., vol. 4, no. 2, pp. 95–102, Sep. 2021, doi: 10.47738/ijiis.v4i2.106.

G. Nusantara and I. Merdekawati, “Peran Pers Sebagai Aktor Gerakan Digital Tagar # SolidaritasUntukNTT di Twitter,” vol. 05, 2021, doi: 10.24198/jkj.v5i1.33458.

A. J. Al-Bayati, “Impact of Construction Safety Culture and Construction Safety Climate on Safety Behavior and Safety Motivation,” Safety, vol. 7, no. 2, p. 41, May 2021, doi: 10.3390/safety7020041.

C. T. Reis, S. G. Paiva, and P. Sousa, “The patient safety culture: a systematic review by characteristics of Hospital Survey on Patient Safety Culture dimensions,” Int. J. Qual. Heal. Care, vol. 30, no. 9, pp. 660–677, Nov. 2018, doi: 10.1093/intqhc/mzy080.

F. N. Hasan, A. S. Aziz, and Y. Nofendri, “Utilization of Data Mining on MSMEs using FP-Growth Algorithm for Menu Recommendations,” MATRIK J. Manajemen, Tek. Inform. dan Rekayasa Komput., vol. 22, no. 2, pp. 261–270, Mar. 2023, doi: 10.30812/matrik.v22i2.2166.

A. Kumari, R. K. Behera, K. S. Sahoo, A. Nayyar, A. Kumar Luhach, and S. Prakash Sahoo, “Supervised link prediction using structured‐based feature extraction in social network,” Concurr. Comput. Pract. Exp., vol. 34, no. 13, Jun. 2022, doi: 10.1002/cpe.5839.

M. Mambwe, E. M. Mwanaumo, W. D. Thwala, and C. O. Aigbavboa, “Evaluating Occupational Health and Safety Management Strategy Success Factors for Small-Scale Contractors in Zambia,” Sustainability, vol. 13, no. 9, p. 4696, Apr. 2021, doi: 10.3390/su13094696.

E. J. Tetzlaff, K. A. Goggins, A. L. Pegoraro, S. C. Dorman, V. Pakalnis, and T. R. Eger, “Safety Culture: A Retrospective Analysis of Occupational Health and Safety Mining Reports,” Saf. Health Work, vol. 12, no. 2, pp. 201–208, Jun. 2021, doi: 10.1016/j.shaw.2020.12.001.

D. I. Af’idah, D. Dairoh, S. F. Handayani, R. W. Pratiwi, and S. I. Sari, “Sentimen Ulasan Destinasi Wisata Pulau Bali Menggunakan Bidirectional Long Short Term Memory,” MATRIK J. Manajemen, Tek. Inform. dan Rekayasa Komput., vol. 21, no. 3, pp. 607–618, Jul. 2022, doi: 10.30812/matrik.v21i3.1402.

D. C. U. Lieharyani and R. Ambarwati, “Visualisasi Data Tweet di Sektor Pendidikan Tinggi Pada Saat Masa Pandemi,” Build. Informatics, Technol. Sci., vol. 4, no. 1, pp. 116–123, Jun. 2022, doi: 10.47065/bits.v4i1.1551.

Z. Hou, F. Cui, Y. Meng, T. Lian, and C. Yu, “Opinion mining from online travel reviews: A comparative analysis of Chinese major OTAs using semantic association analysis,” Tour. Manag., vol. 74, no. January, pp. 276–289, Oct. 2019, doi: 10.1016/j.tourman.2019.03.009.

B. Fakhruddin, J. Kirsch-Wood, D. Niyogi, L. Guoqing, V. Murray, and N. Frolova, “Harnessing risk-informed data for disaster and climate resilience,” Prog. Disaster Sci., vol. 16, no. September, p. 100254, Dec. 2022, doi: 10.1016/j.pdisas.2022.100254.

E. Muller and R. Peres, “The effect of social networks structure on innovation performance: A review and directions for research,” Int. J. Res. Mark., vol. 36, no. 1, pp. 3–19, Mar. 2019, doi: 10.1016/j.ijresmar.2018.05.003.

S. Azad and S. Devi, “Tracking the spread of COVID-19 in India via social networks in the early phase of the pandemic,” J. Travel Med., vol. 27, no. 8, pp. 1–9, Dec. 2020, doi: 10.1093/jtm/taaa130.

L. Yuliana and D. Ardhyaksa, “Analysis Of Unsafe Action And Unsafe Condition Based On Occupational Health And Safety Reporting Programs,” J. Glob. Res. Public Heal., vol. 4, no. 2, pp. 78–86, 2019, doi: 10.30994/jgrph.v4i2.40.

A. S. Rachma, R. Ambarwati, and M. Yani, “Comparison of Twitter Users’ Perception of Content Marketing Effectiveness and Service Quality in Two Online Transportation,” Almana J. Manaj. dan Bisnis, vol. 7, no. 1, pp. 134–146, Apr. 2023, doi: 10.36555/almana.v7i1.2132.

A. N. Navisha, R. Ambarwati, and M. Hariasih, “Twitter Social Network Interaction As Customer Engagement In Competition For E-Commerce E-Health Performance In Indonesia,” J. Manajerial, vol. 10, no. 02, p. 303, Jun. 2023, doi: 10.30587/jurnalmanajerial.v10i02.5279.

Posted

2024-03-28