I predict that some amount of book-cooking will happen, but that the gains possible with book cooking are small compared to gains from actual improvements in their prison program.
Evidence? Given the history of attempts at rehabilitation programs, this is a rather dubious statement.
Police and judges retain the same incentives as before, for bonuses, prestige, and promotions. This is good for the system, because if their incentives were not running counter to the prisons and jails, then there would be a lot of pressure to cook the books by looking the other way on criminals til after the 60 day/1 year/5 year mark.
Police are also incentivised to not appear "racist", look what happened to Darren Wilson after he shot a black thug who was going for his gun. Thus it is in their interest to avoid patrolling high-crime ghettoes, e.g., what happened in Baltimore after the death of Freddie Gray.
Evidence? Given the history of attempts at rehabilitation programs, this is a rather dubious statement.
Mostly just because of the coordination problems necessary to cook the books in a statistically meaningful way. Individual teachers cheat standardized tests all the time by staying late and correcting student's answers, but cooking the books to reduce the appearance of recidivism would involve a top-to-bottom conspiracy involving police precincts, parole boards and officers, and judges. And even then, the top-to-bottom conspiracy would benefit one pris...
Summary
I'd like to increasing the well-being of those in the justice system while simultaneously reducing crime. I'm missing something here but I'm not sure what. I'm thinking this may be a worse idea than I originally thought based on comment feedback, though I'm still not 100% sure why this is the case.
Current State
While the prison system may not constitute an existential threat, At this moment more than 2,266,000 adults are incarcerated in the US alone, and I expect that being in prison greatly decreases QALYs for those incarcerated, that further QALYs are lost to victims of crime, family members of the incarcerated, and through the continuing effects of institutionalization and PTSD from sentences served in the current system, not to mention the brainpower and man-hours lost to any productive use.
If you haven't read these Meditations on Moloch, I highly recommend it. It’s long though, so the executive summary is: Moloch is the personification of the forces of competition which perverse incentives, a "race to the bottom" type situation where all human values are discarded in an effort to survive. That this can be solved with better coordination, but it is very hard to coordinate when perverse incentives also penalize the coordinators and reward dissenters. The prison industrial complex is an example of these perverse incentives. No one thinks that the current system is ideal but incentives prevent positive change and increase absolute unhappiness.
The incentives have come far out of line with human values. What can be done to bring incentives back in alignment with the common good?
My Proposal
Using a model that predicts recidivism at sixty days, one year, three years, and five years, predict the expected recidivism rate for all inmates at all individual prison given average recidivism. Sixty days after release, if recidivism is below the predicted rate, the prison gets a small sum of money equaling 25% of the predicted cost to the state of dealing with the predicted recidivism (including lawyer fees, court fees, and jailing costs). This is repeated at one year, three years, and five years.
The statistical models would be readjusted with current data every years, so if this model causes recidivism to drop across the board, jails would be competing against ever higher standard, competing to create the most innovative and groundbreaking counseling and job skills and restorative methods so that they don’t lose their edge against other prisons competing for the same money. As it becomes harder and harder to edge out the competition’s advanced methods, and as the prison population is reduced, additional incentives could come by ending state contracts with the bottom 10% of prisons, or with any prisons who have recidivism rates larger than expected for multiple years in a row.
Note that this proposal makes no policy recommendations or value judgement besides changing the incentive structure. I have opinions on the sanity of certain laws and policies and the private prison system itself, but this specific proposal does not. Ideally, this will reduce some amount of partisan bickering.
Using this added success incentive, here are the modified motivations of each of the major actors.
Roadmap
If it could be shown that a model for predicting recidivism is highly predictive, we will need to create another model to predict how much the government could save if switching to a bonus system, and what reduction of crime could be expected.
Halfway houses in Pennsylvania are already receiving non-recidivism bonuses. Is a pilot project using this pricing structure feasible?