In a sector as complex and capital-intensive as oil and gas, the decision-making process surrounding supplier selection is pivotal to operational success and long-term competitiveness. Research from Oman's oil and gas sector published in the International Journal of Services and Operations Management highlights the need for more structured, data-driven approaches to supplier evaluation.