Yes, there are some limitations and challenges when using mathematical programming models. Some common challenges include the computational complexity of solving large-scale models, the assumption of linearity or convexity in certain techniques, the need for accurate data and parameters, and the potential for model uncertainty. Additionally, it is crucial to consider the real-world applicability and assumptions of the model before implementing the results.