I realize that Mr. M. has already answered.
But let me add that, in everyday usage, it is quite common to circumvent the problem of choosing between the two by selecting an entirely different turn of phrase.
She's the one who stole the books.
She's the one I like best.
Who is it? -- It's Sally.