There is a failure mode in higher education analytics that almost everyone recognizes and almost no one escapes. An executive question comes in—Why is yield slipping? Where should we recruit? Is our net pricing still competitive?—and the answer arrives as a hundred-page slide deck. Good data communication is the opposite instinct. It is subtractive. The craft lies in deciding what to exclude so that the one insight a leader needs is unmissable rather than generating every view the data can support.

Here are the disciplines that separate an analysis that drives action from one that merely documents a dataset.