The issue of insufficient personnel involvement in occupational risk identification processes at industrial enterprises, resulting in an incomplete and unreliable picture of hazards, is considered. The use of a digital tool, specifically a Telegram bot that integrates risk assessment algorithms based on the Monte Carlo and GUM methods, is proposed as a solution.
The goal of the study is to assess the long-term impact of this tool on risk detectability through a comparative analysis of near-miss data before and after its implementation. The methodology includes key metrics comparison: the total risk level, the number of reports, the number of active reporters, the structure of risks, using Student’s t-criterion and Pirson’s χ² criterion to assess the statistical significance p. According to the results, in a year after the implementation, the total risk level grew by 270 % (p < 0.001), whereas the number of reports grew by 450 % (p < 0.001). The average risk level increased by 33 % (p < 0.05), which is interpreted in the context of the ConocoPhillips Marine incident pyramid: when the base of the pyramid is reduced, the probability of accidents at its top decreases.
The data obtained served as substantiation for transitioning to the proactive management model, aiming to reduce the base of the accident pyramid. A conclusion has been drawn that digitalization through available messenger interfaces helps obtain a comprehensive risk picture, which can serve as a reliable basis for management decision-making.
Zakharov P., Peresypkin S. Occupational safety culture. Human factor from the perspective of international practices. Moscow: Alpina pablisher biznes, 2021. 128 p. (In Russ.).
2. Марилов Н.Г., Козырева Л.В., Калиакберова З.Б. Проблемы интеграции риск-менеджмента в существующие системы управления охраной труда // Материалы XVIII Междунар. науч. конф. «Инновации в технологиях и образовании». Белово: ООО «ММК-Уголь», АО «СУЭК-КУЗБАСС», 2025. С. 298–302.
Marilov N.G., Kozyreva L.V., Kaliakberova Z.B. Issues of risk management integration in the existing systems of occupational safety management. Proceedings of the 18th International Scientific Conference “Innovations in technologies and education”. Belovo: OOO “MMK-Ugol”, AO “SUEK-KUZBASS”, 2025. pp. 298–302. (In Russ.).
3. Фролов Ю.В., Шепелева Е.В. Использование ботов для повышения эффективности коммуникаций в бизнес-процессах ИТ-компаний // Вестник МГПУ. Серия «Экономика». 2024. № 2. С. 99–109. DOI: 10.25688/2312-6647.2024.40.2.08
Frolov Yu.V., Shepeleva E.V. Using bots to improve the efficiency of communications in the business processes of an it company. Vestnik MGPU. Seriya «Ekonomika» = Bulletin of Moscow State Pedagogical University. Series “Economics”. 2024. № 2. pp. 99–109. (In Russ.). DOI: 10.25688/2312-6647.2024.40.2.08
4. Kamardeen I. Controlling accidents and insurers risks in construction: a fuzzy knowledge-based approach. New York: Nova Science Publishers, 2009. 215 p.
5. Козлов Д. Дао производственной безопасности. Как трансформировать корпоративную культуру и сделать людей на производстве счастливее. М.: Альпина ПРО, 2022. 237 с.
Kozlov D. Dao of production safety. How to transform corporate culture and make people in production happier. Moscow: Alpina PRO, 2022. 237 p. (In Russ.).
6. Демиденко А. Telegram Bot. Руководство по созданию бота в мессенджере Телеграм. М.: ЛитРес, 2023. 29 c.
Demidenko A. Telegram Bot. Telegram Messenger bot development guide. Moscow: LitRes, 2023. 29 p. (In Russ.).
7. Бушмелева К.Г. Бот в помощь. Книга-практикум по созданию чат-ботов и автоматизации бизнеса. М.: Издательские решения, 2023. 85 c.
Bushmeleva K.G. A useful bot. Manual on the development of chatbots and business automation. Moscow: Izdatelskie resheniya, 2023. 85 p. (In Russ.).
8. Телеграм боты по охране труда. URL: https://help-ot.ru/ohrana-truda/telegram-boty-po-ohrane-truda/ (дата обращения: 06.11.2025).
Occupational safety Telegram bots. Available at: https://help-ot.ru/ohrana-truda/telegram-boty-po-ohrane-truda/ (accessed: November 6, 2025). (In Russ.).
9. Разработка методики повышения эффективности системы управления охраной труда на основе Телеграм-бота: выпускная квалификационная работа. Магистерская диссертация. URL: https://elib.spbstu.ru/dl/3/2024/vr/vr24-1233.pdf/info (дата обращения: 06.11.2025).
Developing a model of efficiency improvement for an occupational safety management system based on a Telegram bot: graduating qualification assignment. Master's thesis. Available at: https://elib.spbstu.ru/dl/3/2024/vr/vr24-1233.pdf/info (accessed: November 6, 2025). (In Russ.).
10. Демиденко А. Telegram Bot. Руководство по созданию бота в мессенджере Телеграм. М.: ЛитРес, 2023. 29 c.
Demidenko A. Telegram Bot. Telegram Messenger bot development guide. Moscow: LitRes, 2023. 29 p. (In Russ.).
11. Reason J. Human error. Cambridge: Cambridge University Press, 1990. 320 p.
12. Heinrich H.W. Industrial Accident Prevention: A Scientific Approach. New York: McGraw-Hill, 1931. 366 p.