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Mr. Bradach says his staff has the expertise to apply strategic consulting, over time, to improve the effect of grants.
The current availability of CMRI and expertise to apply CMRI varies greatly across centres.
However, it is relatively complex and most centres will no longer have the expertise to apply it.
Manufacturing engineers, however, often lack the expertise to apply advanced analytics, relying instead on frequent consultations with data scientists.
Everything under the AI umbrella — including machine intelligence and machine learning — is data-driven, but requires human expertise to apply answers and discoveries to solve problems.
Either that, or HR departments would run their own internal surveys to collect data, but they then might not have the tools or expertise to apply the learnings from those surveys.
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An institutional tech-transfer office may have the expertise needed to apply competently for an SBIR or STTR grant.
While remote sensing and the use of satellite images are not new in scientific research (e.g., Mertens and Lambin [2000]), the costs and necessary technical expertise required to apply these methods have certainly been reduced with the widespread availability of easy-to-use and inexpensive online mapping applications such as Google Maps (Pringle [2010]; Kennedy and Bishop [2011]).
The main hurdles to an optimized use of EEG in the ED are lack of space, the high cost of EEG machines, difficulty of finding time, as well as the expertise needed to apply electrodes, use the machines, and interpret the recordings.
Profits have also been helped by moving into high-end services projects that tap I.B.M. expertise in research to apply computer science and advanced mathematics to fields like utility grid optimization and energy conservation, genetics-based personalized medicine, fraud detection and prediction, and traffic management using sensors and congestion-pricing models.
If the double-loop action (still) does not result in a solution, and the mismatch remains, a professional with enough experience and expertise can try to apply triple-loop learning actions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com