Several challenges can arise when collecting and analyzing experimental data in catalysis: - Reproducibility: Ensuring that results can be replicated in different labs. - Sensitivity: Detecting small changes in reaction conditions or catalyst properties. - Complexity: Dealing with complex reaction networks and multiple products. - Deactivation: Accounting for the gradual loss of catalyst activity over time.