so are means. Mean reported crime dropping in urban areas does not mean that things are adequately safe. having x% lower chance of getting mugged in the hood doesn’t mean that your kids can ride the bus alone.
Urban areas in the 90s , in projects and ghettos were basically war zones in terms of murder rates. They pushed the average murder & violent crime rates off the charts. Those have come down, but that doesn’t mean that the cities are now safe for 5 year olds to walk around alone.
Compare moderately sketchy parts of LA to Tokyo or Helsinki and tell me which one feels safe and which doesn’t . You can tell yourself “LA is so much better than the 90s” but you still won’t feel safe in the same way.
Precisely this! Too many confounding variables to look at such a surface level, a few high-level population wide stats. Nothing is that simple, nothing is clean in this sort of thing. Messy, interrelated factors, and you can chip away at the question bit by bit to reveal things but that is what it takes, not this do-it-with-vibes approach that's been around long before agents started taking prompts to code.
My hope is that agentic analysis that does this tedious methodical chipping away, comparative cross referencing of seemingly disparate datasets, will help shift society the tiniest bit away from law & policy making via hot takes that make even the well intentioned fall on their face with poor reasoning and the more cynical wield ambiguity a cudgel of control by any emotion they can incite, usually not the good ones.
Let’s see how it goes. I don’t think safety is properly being measured. Much like you can’t measure a beautiful property or a delicious dish. It has to be experienced.
Moreover, AI guardrails will interfere with you identifying any meaningful anthropological conclusions.