Optimizing catalyst loading involves determining the optimal amount of catalyst that balances activity and cost. Too little catalyst may lead to incomplete reactions, while too much can be wasteful and uneconomical. Techniques such as response surface methodology (RSM) and design of experiments (DoE) can help identify the ideal catalyst loading for a given process.