As new crimes and sentencing enhancements mount, more offenders fill probation rolls and prisons, and many return after being discharged without being reformed. To break the cycle, policymakers must align incentives and goals by rewarding results through tying a portion of corrections funding to outcomes such as recidivism, cost effectiveness, restitution to victims, and the employment of ex-offenders.