The group also made public an unusual 18-minute audiotape, said to be of Mr. Zarqawi, in which the speaker offered reassurances to resistance fighters, warned against efforts to negotiate a treaty and cited Pentagon data on shortfalls in American military recruiting.
The issue is that how one chooses to represent the data, as shortfalls or attainments (or defining existence or absence as a zero or one), may affect the ranking of inequality in populations when particular health inequality measures are used.
To illustrate that the possible representation of the data as shortfalls or attainments complicates the choice of inequality measure that an applied researcher may need to consider, we extend Asada's example to a double bounded variable by assuming that life expectancy is bounded from above at 100 years.
The May data put the shortfall on track to reach more than $350 billion for all 2000, up one-third from last year's record $265 billion.
This paucity of data reflects a shortfall in the availability of population-based primary care databases linked to estimated glomerular filtration rate (eGFR) and albuminuria reporting and traceable to mortality.
While the monitoring data indicates a shortfall in the number of youth reached compared to the initial targets set, there is some evidence that the reach of the project extended beyond the initial clubs, and that information (in particular the training materials) reached a wider audience.
Shortfalls in data collection at UK health services means that migration status is not routinely documented.
However, the proportion of community practitioner prescribers in our sample is lower than expected and is probably due to shortfalls in data provided by PCTs.
More generally, analyzing data as attainments or shortfalls may also change the conclusions from regressions when the assumed functional form is not symmetric about the midpoint of the double bounded dependent variable (e.g., Poisson).
In August government data predicted a 10% shortfall in the number of trainees for this year.
