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Sure, there will be a link between age and crime, seeing how a lot of murderers and violent criminals are in their teens and twenties.
However if you look at the statistics
United States Crime Rates 1960 - 2017
You'll see that crime is actually getting lower even as the population rises.
https://www.kff.org/other/state-indicator/distribution-by-age/?currentTimeframe=9&sortModel=%7B"colId":"Location","sort":"asc"%7D
A Century of Population Change in the Age and Sex Composition of the Nation
In 2008 there were 27 million 19-25 year olds.
In 2017 there were 28 million 19-25 year olds.
And yet crime had dropped from 11 million to 9 million.
Did you know that, in 2008 the 19-25 year-old cadre comprised 8.88% of the total population while in 2017 it comprised 8.60%. That means that a smaller percentage of the total population was committing the crimes.
Now if you are going to try and tell me that there were ONLY 9,000,000 violent crimes committed in the US in 2017, I am going to burst out laughing.
Violent crime had dropped, though murder increased, though there was a spike in 2016-2017. Murder had been dropping up to 2014.
Also, for example, Maine has a higher rate of old people, lower crime, but then Florida does too and a much higher rate of crime.
And the wealth disparity between social strata in Maine and Florida is absolutely identical - right?
The hardest part with some of these statistics is that crime has a tendency of going down in recession periods, due to there being less things to steal, people going out less because they have less money.
However crime increased from the 1960s to 1993 even though the population was getting older.
So what has changed since 1993? Entertainment.
Oh PIFFLE!
What has changed is that there is a growing NUMBER (which is NOT the same thing as percentage) of people who appear to believe that the use of violence is an acceptable way of resolving trivial disputed. PROPORTIONATELY the number of crimes may well be decreasing, but in absolute terms the number of crimes could well be growing (and there is also, it appears, a shifting "up scale" on the degree of violence employed).