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The Times Higher Education Supplement (THES) has reported the results of a study they commissioned by Evidence Ltd that found that the ranking criteria for assessing and rewarding research performance in the UK Research Assessment Exercise (RAE) changed from RAE 2001 to RAE 2008. The result is that citations, which correlated highly with RAE 2001, correlated less highly with RAE 2008, so a number of universities whose citation counts had decreased were rewarded more in 2008, and a number of universities whose citation counts had increased were rewarded less.

(1) Citation counts are only one (though an important one) among many potential metrics of research performance.

(2) If the RAE peer panel raters' criteria for ranking the universities varied or were inconsistent between RAE 2001 and RAE 2008 then that is a problem with peer ratings rather than with metrics (which, being objective, remain consistent).

(3) Despite the variability and inconsistency, peer ratings are the only way to initialise the weights on metrics: Metrics first have to be jointly validated against expert peer evaluation by measuring their correlation with the peer rankings, discipline by discipline; then the metrics' respective weights can be updated and fine-tuned, discipline by discipline, in conjunction with expert judgment of the resulting rankings and continuing research activity.

(4) If only one metric (e.g., citation) is used, there is the risk that expert ratings will simply echo it. But if a rich and diverse battery of multiple metrics is jointly validated and initialized against the RAE 2008 expert ratings, then this will create an assessment-assistant tool whose initial weights can be calibrated and used in an exploratory way to generate different rankings, to be compared by the peer panels with previous rankings as well as with new, evolving criteria of research productivity, uptake, importance, influence, excellence and impact.

(5) The dawning era of Open Access (free web access) to peer-reviewed research is providing a wealth of new metrics to be included, tested and assigned initial weights in the joint battery of metrics. These include download counts, citation and download growth and decay rates, hub and authority scores, interdisciplinarity scores, co-citations, tag counts, comment counts, link counts, data-usage, and many other openly accessible and measurable properties of the growth of knowledge in our evolving "Cognitive Commons."

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