All of the following statements about data mining are true EXCEPT

the process aspect means that data mining should be a one$-$step process to results.

the novel aspect means that previously unknown patterns are discovered.

the potentially useful aspect means that results should lead to some business benefit.

the valid aspect means that the discovered patterns should hold true on new data.