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Reviewed literature suggests tailoring an instructional design to learners‟ expertise levels.
In addition, this result offers some insight into the development of expertise because three expertise levels were included.
The results show in addition to design expertise levels, problem complexity impacts the facilitation of informal design thinking workshops.
It is notable that this study was performed with graduate students without consideration of their expertise levels.
There was an effect of between-group comparison when comparing novices against all other expertise levels F 2,34) = 13.10, p < 0.001, η p 2 = 0.435.
When comparing Novices to all other expertise levels there was a main effect of between-group comparison, F 2,34) = 78.75, p < 0.001, η p 2 = 0.822.
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Open image in new window Fig. 3 Interface for gathering expertise level and prior knowledge information.
This paper explores the impacts of the expertise level of designers during analogical reasoning.
By determining expertise level of users and finding experts in online communities the accuracy of posted comments can be evaluated.
It considers learners' profiles consisting of learners' learning styles, expertise level, prior knowledge and performance to provide advanced personalization.
As mentioned before, we are using different characteristics of learners including learning styles, expertise level, prior knowledge and performance.
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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