Hannah Fry's book, "Hello World: How to be Human in the Age of the Machine" explores this topic in a balanced and thoughtful way. Of course algorithms aren't perfect, but they are definitely useful tools that should be combined with human expertise.
> humans do a far better job at real-world operations
The book points to several examples (specifically in law enforcement and criminal justice) where common sense tells us this is true ("humans do a far better job"), but statistics show otherwise. Human judgement is helpful to a degree, but without tools like these algorithms provide, it's actually far worse, and subject to all kinds of biases.
The question is, if a particular area statistically has more crime, does it really matter whether it's a human or an algorithm making the judgement to send officers there more often? I know it's taboo to talk about (at least in the past few weeks), but police presence overwhelmingly helps reduce crime, so lets be smart about how, when, and where to deploy more law enforcement. Let's use data-based tools to help inform our decisions, but let's also use human judgement to understand where those tools might fall short and act accordingly. In large part, that comes down to having data experts audit the tools and educate those who use them of their shortcomings.
> humans do a far better job at real-world operations
The book points to several examples (specifically in law enforcement and criminal justice) where common sense tells us this is true ("humans do a far better job"), but statistics show otherwise. Human judgement is helpful to a degree, but without tools like these algorithms provide, it's actually far worse, and subject to all kinds of biases.
The question is, if a particular area statistically has more crime, does it really matter whether it's a human or an algorithm making the judgement to send officers there more often? I know it's taboo to talk about (at least in the past few weeks), but police presence overwhelmingly helps reduce crime, so lets be smart about how, when, and where to deploy more law enforcement. Let's use data-based tools to help inform our decisions, but let's also use human judgement to understand where those tools might fall short and act accordingly. In large part, that comes down to having data experts audit the tools and educate those who use them of their shortcomings.