"Performance perception: correlation to RUM metrics" by Gilles Dubuc https://phabricator.wikimedia.org/phame/post/view/167/performance_perception_correlation_to_rum_metrics/
Wikipedia did a large-scale study of perceived performance, and found that none of the existing web APIs had a strong correlation with how fast or slow users thought the page was. Yikes.