Last time I did this it looked like the overall death rate would come out at ~4.5%, reporting methods have changed since then and now it's coming out as more like 4%.
All the estimates we're seeing are almost entirely from unreliable data coming out of China.
So I'd take these estimates with a huge grain of salt for now. We should be in a much better position to have reliable estimates in a month or two.
[1] - https://www.sciencemag.org/news/2020/02/paper-non-symptomati...
> US traders were particularly rattled by the Centres for Disease Control and Prevention confirming a COVID-19 infection in California in a person who apparently had no relevant travel history or exposure to another known patient. [1]
One asymptomatic carrier may not infect many people but if they infect even one new person in an as-yet-uninfected population center they'll create a new outbreak. The only defense against this is universal testing, otherwise by the time you start seeing symptoms it's too late.
[1] https://www.abc.net.au/news/2020-02-28/asx-carried-away-in-w...