Classifying Scientific Performance on a Metric-by-Metric Basis

Bell, Eric Belanga (Pacific Northwest National Laboratory) | Marshall, Eric (Pacific Northwest National Laboratory) | Hull, Ryan (Pacific Northwest National Laboratory) | Fligg, Keith (Pacific Northwest National Laboratory) | Sanfilippo, Antonio (Pacific Northwest National Laboratory) | Daly, Don (Pacific Northwest National Laboratory) | Engel, Dave (Pacific Northwest National Laboratory)

AAAI Conferences 

In this paper, we outline a system for evaluating the performance of scientific research across a number of outcome metrics (e.g. publications, sales, new hires). Our system is designed to classify research performance into a number of metrics, evaluate each metric’s performance using only data on other metrics, and to cast predictions of future performance by metric. This study shows how data mining techniques can be used to provide a predictive analytic approach to the management of resources for scientific research.

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