One of the main challenges with multivariate inputs is the increased complexity and the need for extensive data. The number of experiments required can grow exponentially with the number of variables being considered. Additionally, the interpretation of results can be difficult due to the potential for complex and non-linear interactions between variables. Advanced data analysis techniques and powerful computational tools are often necessary to manage and interpret the data effectively.