Non-ordinal representation in the context of catalysis refers to a framework or method that goes beyond traditional ranking or ordered evaluation of catalytic activity and performance. Instead of simply ranking catalysts as good, better, and best, non-ordinal representation involves a multi-dimensional analysis that captures different aspects of catalytic performance without necessarily placing them in a single, linear order.