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Some confirmatory evidence for this rests in the finding that women with less education and less numeracy had less accurate numerical perceptions of risk [ 18].
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These results indicate that those performing less well on the numeracy scales are more likely to be influenced by how the numerical data are framed, rather than the numbers themselves.
It is possible that this group is more distrustful of taking medications, has difficulty with numeracy, and is less likely to follow PCP advice, or their PCPs were less aggressive in prescribing medications (17– 17).
In practice, this means that rich kids from Hobart boarding at Launceston Grammar are collected and delivered largely at a public expense that might otherwise be spent on improving literacy and numeracy teaching in less well-resourced schools.
Having in mind that this variable is also relevant after controlling for PIAAC scores, this means that, conditional on having the same proficiency in PIAAC numeracy test, needing less time to provide the correct answer for a question is positively associated with earnings.
Low numeracy leads to less use of systematic reasoning [ 92].
Prior level of education is less important, although literacy and numeracy facilitate participation in training and follow-up activities [ 16].
Longer school days improved literacy and numeracy, especially among the less able.
Some 34 percent of adult Americans scored in the top three rungs of the assessment for numeracy, 12.5 percentage points less than the average across all countries.
As can be seen from Model III, the combined effects of personality and numeracy remained more or less unchanged, and explained 17% of the overall variance in self-rated health.
The implication is that, as a society, we place the highest value on numeracy and literacy and are less concerned with excellence in science, technology or the arts.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com