Operational data is essential for several reasons. Firstly, it helps in monitoring the real-time performance of a catalyst, identifying any deviations from expected behavior. Secondly, it aids in the optimization of reaction conditions, such as temperature, pressure, and reactant concentrations, to maximize yield and minimize by-products. Lastly, it plays a vital role in predictive maintenance, helping to anticipate and prevent catalyst deactivation or failure.