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1 year ago in Computational Social Science , Data Analysis , Research Methodology By Vishwas Rao
Discuss the ethical considerations involved in bibliometric analysis, particularly regarding the use of metrics for research evaluation.
Our institution is increasingly discussing research impact. While bibliometrics like citation counts offer seemingly objective measures, I am deeply uneasy about potential misuse. Beyond standard research ethics, what are the specific ethical responsibilities we carry as practitioners when we conduct and publish bibliometric studies? How should we address the known pitfalls, like field biases or the "Matthew Effect," to prevent our work from being used to oversimplify or unfairly judge scholarly worth?
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By Nirav Answered 1 year ago
This is perhaps the most crucial discussion. I have seen bibliometrics used reductively, with severe career consequences. Our primary ethical duty is to emphasize that these are indicators of communication, not definitive measures of quality or impact. In any study, I would recommend explicitly discussing the inherent field biases, the skew of citation distributions, and the inability to capture societal impact. We must actively warn against using single metrics like the h-index for individual assessment. Our role is to provide nuanced, contextualized analysis that informs not replaces expert judgment.
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