And to clarify, the size of Dublin is relevant because even if smaller cities have a relatively lower mean proportion of software developers, the law of small (!) numbers tells us the variance in the proportion of software developers will be larger, meaning some smaller cities will have the lowest fraction of software developers, and others (perhaps like Dublin) will have the greatest fraction -- just by chance, not due to underlying causal mechanisms.