Efficient allocation of resources is essential in any activity, but experimenting to determine appropriate levels risks a reduction in services that could be dangerous in a healthcare operation. Computer simulations offer a risk-free environment for testing alternate resource levels and balancing costs and services. This article describes the use of a simulation to determine appropriate staffing levels for an emergency medical service.
Movement across quintiles of household income has become a standard measure of social mobility. This choice of what to count (households rather than people) is consequential. Earlier, absolute measures of social mobility (such as the percentage of sons of blue-collar fathers gaining white-collar positions). However, measuring movement across quintiles conceptualizes social mobility as relative, as a zero-sum game (in that it seems obvious that for each person who moves to a higher quintile, another must fall). However, there are problems with using quintiles. First, each quintile contains a fifth of all households, rather than a fifth of all people. There are far more people in the top quintile than in the bottom. Second, while income inequality is increasing, the increase is not because the proportion of the population that is low-income is increasing, but because the upper-middle class is expanding (and now includes more than a fifth of all households). While choosing to measure mobility in terms of quintiles is not mathematically wrong, it shapes the way the data can be read. Understanding the consequences of such choices is relevant to understanding the numeracy of the measure.
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