I’ve seen some really sloppy analyses. There was one in Canada that was similar to the US. It entirely ignored factors like vaccinated people never testing positive because they are asymptomatic.

The Singapore one isn’t perfect since those at higher risk of exposure (medical workers) tend to be vaccinated so that isn’t corrected for. But that would also disappear as you start to get most of the population vaccinated.