It looks into variation in professional judgement, they talk about how in any professional judgement, people are all over the place. It's a good read but does get a bit stats-y at points. I don't think you need to understand the maths to get value from the book though.

It spends a lot of time talking about US judges, and they do talk specifically about judges gauging flight risk of people being granted bail. They get it right like 55% of the time, and the author's computer models do better at like 60%. It's just really hard to judge. I would guess if every person in their circumstances was not granted bail, you'd need a lot more jail space.

[–] waterbogan@lemmy.world 2 points 1 year ago (1 children)

The judiciary need to err on the side of caution a LOT more than they do currently. There needs to be a far bigger focus on risk management in the justice system. We have done this very successfully in aviation, we have done it for food safety, we have done so in many other areas of governance, and yes, it has come at a cost, but also has saved many lives and averted much misery. Yes, we would need a lot more jail space, but that is a cost I would be prepared to pay in increased taxes.

[–] Dave 1 points 1 year ago (1 children)

So the book touched on this. Their model was literally a model of the judge that it was compared against - as in they took a judges decision history and turned it into a model where it was the decision the judge made on average in a case with these circumstances, then compared it to the judge themselves. They did this with a bunch of judges, and found that while neither the judge nor the model did much better than 50/50 at guessing if someone would commit a crime/do a runner while on bail, there was a big improvement in the amount of time spent in custody with the computer decision - as in the computer model did much better at picking the ones that led to reduced time in custody for the same success rate vs the judge. So there's a good possibility of being more cautious at keeping more risky people in custody while overall not needing more space to keep them.

The issue is that people aren't comfortable with a computer making the decision, and also that the model will inevitably be biased against certain races because of a history of biased decisions that the model is based on (even of the model doesn't take race into account). There's a feedback loop, where if you remand someone in custody they can't keep their job and are more likely to commit crimes in future. So you don't want to feed into that if possible. But I'd think there's a good argument for violent crimes (like in this case) to be treated more cautiously and ease up on nonviolent crime to balance.

The book talks about US judges but I'd think many of the benefits and concerns also apply in NZ.

[–] waterbogan@lemmy.world 2 points 1 year ago (1 children)

Yes, I agree that locking people up for non-violent crimes is generally a poor use of resources, that said it is fairly rare for people to be imprisoned in NZ now for non-violent offending only, not that I'm saying it never happens, but it is uncommon.

I do think the use of a computer model is an innovation worth looking at, and I think that people here will be more open to the idea now given the recent performance of the judiciary. I would want the model to be programmed to be highly risk averse however, even if that ends up costing more in prison resource

[–] Dave 2 points 1 year ago* (last edited 1 year ago) (1 children)

Just looking through the 2020 stats here, in this PDF, it has this table:

That's sentenced prisoners, so my understanding is that in 2020, almost 6,000 people were sentenced to prison, and of those a little under 1/3 were not crimes against a person. That's still a pretty big proportion, though I'd guess most of the others we'd probably agree should be in prison if we had more detail.

Interestingly, it seems Corrections do use a Risk of Reconviction model, that they describe without much detail here, but then it links to a PDF with a lot more details. It does seem to take race into account, and treats Māori different from "Caucasian", though I didn't spend enough time with it to try to understand how it fits together.

The standout to me is that the model was written in 1999, and the website says it's currently in use, so I wonder if it's due for an update.

[–] waterbogan@lemmy.world 2 points 1 year ago (1 children)

Thanks for this, very informative

Race absolutely should never be taken into account in any sentencing model, it is irrelevant, for that reason alone it needs updating

[–] Dave 2 points 1 year ago

Thinking about this more, I think this model is probably not used in sentencing. It's under the Department of Corrections, so it's probably more likely to be used when deciding who should be more closely monitored and decisions like that. It's probably not used by judges, though it's possible Corrections may bring the model to court to argue their case.