Ground-Truth Deficiencies in Software Engineering: When Codifying the Past Can Be Counterproductive

In software engineering, the objective function of human decision makers might be influenced by many factors. Relying on historical data as the ground truth may give rise to systems that automate software engineering decisions by mimicking past suboptimal behavior. We describe the problem and offer some strategies.