Higher-order functions are typically used when custom logic needs to be applied at scale to array data objects. These functions, such as map, filter, and reduce, are crucial for handling large datasets efficiently by applying specified logic to each element of an array or other collection. This allows for scalable data processing and manipulation, which is essential in the field of data analysis.