- Reproducible Synthesis: Establishing detailed protocols for catalyst preparation can help ensure consistency. - Calibration of Instruments: Regular calibration and maintenance of analytical equipment are essential. - Automated Systems: Using automated systems for reaction monitoring can reduce human error. - Replicates and Controls: Conducting multiple replicates and including appropriate controls can help identify and account for variability.