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We review literature that indicates that psychometrically-assessed spatial abilities predict performance early in STEM learning, but become less predicative as students advance toward expertise.
But where, in the typical contemporary memoir, the troubled youth and the alienated father would silently acknowledge their vexed journey toward expertise and adulthood, he merely gave me an opaque look and asked if I was really sure this was a good idea, and had I run it by Mom? "Your reflexes are a bit funny, Dad," he said.
On the other hand, he is simultaneously able to keep the broad themes of his analysis in full view, dealing insightfully with a range of questions about science policy, cultural attitudes toward expertise, and shifting conceptions of the science/technology boundary.
The authors conclude by offering examples of student explanations to highlight the utility of this cognitive model for designing assessment items that document students' progress toward expertise.
Journals, academic awards, and even institutional awards are still largely slanted toward expertise of a very narrow sort instead of systems approaches, although there are examples of where this is changing.
Thus, instead of challenging students' ideas, this perspective argued instruction should guide students in reflecting on their knowledge, finding contexts in which their intuitive ideas were and were not productive, and refining their existing knowledge toward expertise (diSessa, 1993; Smith et al., 1993/1994).
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Chapters dealing with changes in medical care, agriculture, and military research and development demonstrate how these reforms have affected specific areas during the Chinese shift away from Party orthodoxy and Maoist populism toward professional expertise as the guiding principle in science and technology.
We're headed toward metered expertise".
Our collaborators bring a diverse set theoretical backgrounds and expertise toward this common goal.
It is time for diversity of expertise toward cyber-risk oversight to be part of the global boardroom.
For all of the effective skewering done by Stephen Colbert and The Onion, we still suffer from an industrial predisposition toward feigned, instant expertise.
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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