If you think your manager treats you unfairly, the thought might have crossed your mind that replacing said boss with an unbiased machine that rewards performance based on objective data is a path to workplace happiness.

But as appealing as that may sound, you’d be wrong. Our review of 45 studies on machines as managers shows we...