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This imposes new pressures on finance to be more collaborative, to move its core financial planning and analysis (FP&A) process beyond the rarefied, highly trained domain of finance – which I call The Office of the Few – and bring it to the front-line managers whose activities and decisions directly impact revenues and expenses.
The annotation guidelines for this task were refined iteratively based on the feedback from both annotation databases and specially trained domain experts.
Examining connectivity across the two training domains provided a distinctive comparative insight to elucidate the robustness of any effects.
This method provides a novel approach to task analyses across complex training domains, and particularly for medical training tasks which exercise complex integrated skills.
More broadly, we posit that this method can be used for additional complex training domains that require cognitive, perceptual and psychomotor skills and knowledge such as maintenance tasks.
Training domains such as RALS require an extension of the task modeling techniques employed in cognitive domains such as problem-solving in order to also model the skills exercised in perceptual and psychomotor domains within the underlying ITS framework.
However, such methods often fail when presented with a novel domain, and a series of works have shown that when classifiers are evaluated outside of their training domains, the performance degrades significantly [7, 8].
This study also offers practical implications whereby educators and training practitioners need to clearly balance the interface design of mobile training systems and different complexity levels of cognitive tasks in various training domains, in order to to achieve the desired training outcomes.
Research findings in the business-related vocational training domains regarding the impact of ESCS are limited: there is only the study by Kotte and Lietz (1998), who found that the parents' highest level of education is one of the most important predictors.
Our study from India demonstrated significant improvements in knowledge after on-line courses in a resource-poor setting for two quite disparate research training domains, a finding consistent with those in resource-rich setting.
Therefore, there is a need to create a high-performance learner for a target domain trained from a related source domain.
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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