known quantity

A known quantity is something or someone whose characteristics, abilities, or behavior are familiar and predictable.

The term comes from mathematics, where it refers to a value that has been determined, as opposed to an unknown.

In everyday use, it typically describes people: We hired Sarah because she's a known quantity—we've worked with her before.

The phrase often appears when weighing risk: a known quantity may be less exciting but carries fewer surprises.