In the long run, solving crimes is preventing them because crime (especially serious violent crime) is Pareto-distributed.
> This is true, but you still have to get the patient into the hospital in time. Gunshots and stab woulds turn fatal really fast.
The major innovation of shock trauma units just was getting patients to high-end hospitals really fast. In the 1970's, Baltimore began using helicopters to airlift critical patients to a city-wide shock center, which was considered outlandish at the time but paid off: https://en.wikipedia.org/wiki/R_Adams_Cowley_Shock_Trauma_Ce.... The system works well enough that Baltimore now has roughly two non-fatal shootings for every fatal one. That's great for the survivors but tends to mask the scale of the violence, as a lot fewer of those victims would have survived without Dauphin helicopters.
> We are aging, but our largest demographic currently is between 19-40 (prime time age).
This sounds like a statement about one possible way to divide the population into histogram bins in 2023 rather than a comparison of population structure between 1950 and 2023. Since 1950, the most murder-prone fraction of the population (men in their 20's) has decreased by about 10%. (https://www.populationpyramid.net/united-states-of-america/2...). There are various reasonably ways of making that comparison but they all give the same qualitative answer supporting the common-sense observation that the US population pyramid has aged.