Recent efforts to improve teacher performance by linking pay to student achievement have failed because such programs often rely on metrics that were never intended to help determine teacher pay. These systems make it easy for policymakers to obtain consistent measures of student and teacher performance, but the same testing regimes also make it easy for educators to game incentive systems by coaching students for exams rather than teaching them to master subject matter.