Taking Responsibility: How an answer to research assessment might just be "42" - Library & scholarly futures

"Responsible indicators are ones that will stand up to the same kind of criticism as any research claim. That means that its not just the characteristics of the indicator that matter but also the process of its measurement. Does it address a well-founded question or decision? Are the data available for checking and critique? Is the aggregation and analysis of this data robust and appropriate?"