Spain has become reliant on an algorithm to score how likely a domestic violence victim may be abused again and what protection to provide — sometimes leading to fatal consequences.
  • andallthat@lemmy.worldEnglish
    0·
    4 months ago

    About 20 new cases of gender violence arrive every day, each requiring investigation. Providing police protection for every victim would be impossible given staff sizes and budgets.

    I think machine-learning is not the key part, the quote above is. All these 20 people a day come to the police for protection, a very small minority of them might be just paranoid, but I’m sure that most of them had some bad shit done to them by their partner already and (in an ideal world) would all deserve some protection. The algorithm’s “success” in defined in the article as reducing probability of repeat attacks, especially the ones eventually leading to death.

    The police are trying to focus on the ones who are deemed to be the most at risk. A well-trained algorithm can help reduce the risk vs the judgement of the possibly overworked or inexperienced human handling the complaint? I’ll take that. But people are going to die anyway. Just, hopefully, a bit less of them and I don’t think it’s fair to say that it’s the machine’s fault when they do.

  • Norgur@fedia.io
    0·
    4 months ago

    I really have a hard time deciding if that is the scandal the article makes it out to be (although there is some backpedaling going on). The crucial point is: 8% of the decisions turn out to be wrong or misjudged. The article seems to want us to think that the use of the algorithm is to blame. Yet, is it? Is there evidence that a human would have judged those cases differently? Is there evidence that the algorithm does a worse job than humans? If not, then the article devolves onto blatant fear mongering and the message turns from “algorithm is to blame for deaths” into “algorithm unable to predict the future in 100% of cases”, which of course it can’t…

    • nalinna@lemmy.worldEnglish
      0·
      4 months ago

      Could a human have judged it better? Maybe not. I think a better question to ask is, “Should anyone be sent back into a violent domestic situation with no additional protection, no matter the calculated risk?” And as someone who has been on the receiving end of that conversation and later narrowly escaped a total-family-annihilation situation, I would say no…no one should be told that, even though they were in a terrifying, life-threatening situation, they will not be provided protection, and no further steps will be taken to keep them from being injured again, or from being killed next time. But even without algorithms, that happens constantly…the only thing the algorithm accomplishes is that the investigator / social worker / etc doesn’t have to have any kind of personal connection with the victim, so they don’t have to feel some kind of way for giving an innocent person a death sentence because they were just doing what the computer told them to.

      Final thought: When you pair this practice with the ongoing conversation around the legality of women seeking divorce without their husband’s consent, you have a terrifying and consistently deadly situation.