Supplier evaluation is crucial for managing supply chains and costs. This study looked at how to choose evaluation indicators and weights. They found that without supplier ratings, indicators reflect supplier performance. But with ratings, the correlation weakens, and indicators become formative. Quality was ranked as the most important indicator, followed by price, delivery performance, customer service, and flexibility. These findings help improve supplier evaluation in business.