Evaluating the creditworthiness of a catalyst involves a combination of laboratory testing and computational modeling. Parameters such as turnover frequency (TOF), turnover number (TON), and activation energy are measured. Additionally, real-world testing in pilot plants provides insights into how a catalyst performs under industrial conditions.