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Even one outlying observation can destroy an LS estimation, resulting in parameter estimates that do not provide useful information for the majority of the data.
Although some advocates for more limited immigration argue that the Pew studies offer estimates that do not include short-term migrants, most experts agree that far fewer illegal immigrants have been arriving in recent years.
The limited publicly circulating estimates that do appear (like the reference in this very interesting Foreign Policy piece to the alleged recent smuggling of 120 SA-7s from Libya to Syria's rebels) rarely differentiate between complete weapon systems and the missiles themselves.
Estimates that do not account for the endogenous determination of these three life-cycle experiences are misleading.
As highlighted in our results, alternative approaches and estimates that do not accounting for these unobservables may be biased.
Yet there are few studies to determine whether this is a meaningful parameter to use and whether estimates that do use it are reliable.
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Thin NMR sections (1 mm thickness for FLASH and 1.25 mm for MPR) yielded overall brain volume estimates that did not differ significantly from direct volume estimations but thicker (5 mm) sections led to a significant overestimation of brain volume for NMR measures relative to direct displacement measures.
Budget estimates that didn't foresee the recessions in 2001 and in 2008 and 2009 also contributed to deficits.
"The department did not obtain sufficient financial data about the bodies and based its decisions on estimates that did not take account of the full costs of closure such as lease cancellation, redundancy and pension crystallisation costs," the NAO said.
Also, we abstracted estimates that did not adjust for potential intermediates on the causal pathway to avoid over adjustment.
Our comparison of four summary statistics identified conditions under which the Peto odds ratio produced extreme estimates that did not reflect the underlying event rates, and identified cases in which it produced smaller estimates than it theoretically should have done.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com