The linear search algorithm involves checking all elements of an array or data structure sequentially until the target element is found. In the worst case, all elements must be checked, resulting in O(n) time complexity where n is the number of elements. However, if the target is the first element, it requires only constant O(1) time. The algorithm is simple to implement but does not scale well to large data sets as the search time grows linearly with the number of elements.