Volume 3 , Issue 1 , PP: 20-28, 2023 | Cite this article as | XML | Html | PDF | Full Length Article
Mahmoud Ibrahim 1 * , Mahmoud Ismail 2
In an era marked by increasing global interconnectivity and multifaceted risks, the imperative for effective risk management in international business administration has never been more pronounced. This paper presents a novel and sustainable approach to ranking risks within this dynamic landscape. Leveraging the power of the Multinomial Naive Bayes classifier, our method empowers organizations to systematically assess and prioritize risks while embracing sustainability principles. Through meticulous experimentation and analysis, we demonstrate the method's efficacy and its capacity to enhance decision-making processes for businesses operating on an international scale. Our experiments validate the method's robustness and applicability, contributing to the fields of international business administration and risk management. The findings underscores the critical importance of intelligent, data-driven risk assessment and mitigation in an interconnected world. It not only contributes to the fields of international business administration and risk management but also offers a blueprint for harmonizing economic success with environmental and social responsibility.
Risk Ranking , Risk Assessment , Sustainability , Decision Support Systems , Risk Prioritization , Sustainability Criteria , Sustainable Business Practices , Risk Mitigation , Artificial Intelligence , , Sustainable Risk Management
[1] Asgary, A., Ozdemir, A. I., & Özyürek, H. (2020). Small and medium enterprises and global risks: Evidence from manufacturing SMEs in Turkey. International Journal of Disaster Risk Science, 11, 59-73.
[2] Karwowski, Mariusz, and Monika Raulinajtys‐Grzybek. "The application of corporate social responsibility (CSR) actions for mitigation of environmental, social, corporate governance (ESG) and reputational risk in integrated reports." Corporate Social Responsibility and Environmental Management 28, no. 4 (2021): 1270-1284.
[3] Kandasamy, Kamalanathan, Sethuraman Srinivas, Krishnashree Achuthan, and Venkat P. Rangan. "IoT cyber risk: A holistic analysis of cyber risk assessment frameworks, risk vectors, and risk ranking process." EURASIP Journal on Information Security 2020, no. 1 (2020): 1-18.
[4] Lahane, Swapnil, and Ravi Kant. "Evaluation and ranking of solutions to mitigate circular supply chain risks." Sustainable Production and Consumption 27 (2021): 753-773.
[5] Polinkevych, Oksana, Inna Khovrak, Viktor Trynchuk, Yuriy Klapkiv, and Iryna Volynets. "Business risk management in times of crises and pandemics." Montenegrin Journal of Economics 17, no. 3 (2021): 99-110.
[6] Wackowski, Kazimierz, Nguyen Hoang Tien, Mai Thi Hong Dao, and Dao Thong Minh. "Business strategy of Vietnamese real estate developers: The use of CPM matrix for analysis." International journal of multidisciplinary research and growth evaluation 3, no. 1 (2022): 205-209.
[7] Tavana, Madjid, Akram Shaabani, Soleyman Mansouri Mohammadabadi, and Nilofar Varzgani. "An integrated fuzzy AHP-fuzzy MULTIMOORA model for supply chain risk-benefit assessment and supplier selection." International Journal of Systems Science: Operations & Logistics 8, no. 3 (2021): 238-261.
[8] Kazancoglu, Yigit, Yesim Deniz Ozkan-Ozen, Muhittin Sagnak, Ipek Kazancoglu, and Manoj Dora. "Framework for a sustainable supply chain to overcome risks in transition to a circular economy through Industry 4.0." Production Planning & Control 34, no. 10 (2023): 902-917.
[9] Melnyk, Leonid Hryhorovych, Oleksandra Ivanivna Karintseva, Oleksandr Vasylovych Kubatko, Yurii Mykolaiovych Derevianko, and Oleksandr Mykhailovych Matsenko. "Restructuring of socio-economic systems as a component of the formation of the digital economy in ukraine." (2022).
[10] Doshi, R., Kelley, J. G., & Simmons, B. A. (2019). The power of ranking: The ease of doing business indicator and global regulatory behavior. International Organization, 73(3), 611-643.
[11] Moktadir, Md Abdul, Ashish Dwivedi, Nadia Sultana Khan, Sanjoy Kumar Paul, Sharfuddin Ahmed Khan, Sobur Ahmed, and Razia Sultana. "Analysis of risk factors in sustainable supply chain management in an emerging economy of leather industry." Journal of Cleaner Production 283 (2021): 124641.
[12] Filyppova, Svetlana, Borys Kholod, Larysa Prodanova, Larysa Ivanchenkova, Viacheslav Ivanchenkov, and Iryna Bashynska. "Risk management through systematization: Risk management culture." (2019): 6047-6052.
[13] Kumar, Anish, Sachin Kumar Mangla, Pradeep Kumar, and Malin Song. "Mitigate risks in perishable food supply chains: Learning from COVID-19." Technological Forecasting and Social Change 166 (2021): 120643.
[14] Nga, Le Thi Viet, Dinh Tran Ngoc Huy, Nga Nguyen Thi Hang, Leng Thi Lan, and Nguyen Ngoc Thach. "Reforming specialized inspection procedures to improve business environment in vietnam for trade facilitation implementation." Management 25, no. 1 (2021).
[15] Zhou, Shan, and Pu Yang. "Risk management in distributed wind energy implementing Analytic Hierarchy Process." Renewable Energy 150 (2020): 616-623.
[16] Irtyshcheva, Inna, Iryna Kramarenko, Svitlana Shults, Yevheniia Boiko, Kateryna Blishchuk, Nataliya Hryshyna, Nazariy Popadynets, O. Ishchenko, and D. Krapyvina. "Building favorable investment climate for economic development." Accounting 6, no. 5 (2020): 773-780.
[17] Mas-Tur, Alicia, Sascha Kraus, Mario Brandtner, Ralf Ewert, and Wolfgang Kürsten. "Advances in management research: a bibliometric overview of the Review of Managerial Science." Review of Managerial Science 14 (2020): 933-958.
[18] Yaghtin, Shahrzad, Hossein Safarzadeh, and Mehdi Karimi Zand. "Planning a goal-oriented B2B content marketing strategy." Marketing Intelligence & Planning 38, no. 7 (2020): 1007-1020.
[19] An, Jaehyung, Alexey Mikhaylov, and Ulf H. Richter. "Trade war effects: Evidence from sectors of energy and resources in Africa." Heliyon 6, no. 12 (2020).
[20] "Risk assessment framework of PPP-megaprojects focusing on risk interaction and project success." Transportation research part a: policy and practice 124 (2019): 169-188.
[21] Ghosh, Ratan, and Farjana Nur Saima. "Resilience of commercial banks of Bangladesh to the shocks caused by COVID-19 pandemic: an application of MCDM-based approaches." Asian Journal of Accounting Research 6, no. 3 (2021): 281-295.
