2016 · 71 citations · 18 references
BusinessComputer SystemsAdvertisingPerformance MeasurementWeb AnalyticsClickstream AnalysisUsability TestingUser Behavior AnalysisWebsite Traffic AnalysisContent DeliveryHttp/1.1Page Load PerformancePage Load TimePerceptionUser Performance MetricsWeb Traffic MeasurementWebsite Usability Evaluation
Tremendous effort has gone into the ongoing battle to make webpages load faster. This effort has culminated in new protocols (QUIC, SPDY, and HTTP/2) as well as novel content delivery mechanisms. In addition, companies like Google and SpeedCurve investigated how to measure "page load time" (PLT) in a way that captures human perception. In this paper we present Eyeorg [12], a platform for crowdsourcing web quality of experience measurements. Eyeorg overcomes the scaling and automation challenges of recruiting users and collecting consistent user-perceived quality measurements. We validate Eyeorg's capabilities via a set of 100 trusted participants. Next, we showcase its functionalities via three measurement campaigns, each involving 1,000 paid participants, to 1) study the quality of several PLT metrics, 2) compare HTTP/1.1 and HTTP/2 performance, and 3) assess the impact of online advertisements and ad blockers on user experience. We find that commonly used, and even novel and sophisticated PLT metrics fail to represent actual human perception of PLT, that the performance gains from HTTP/2 are imperceivable in some circumstances, and that not all ad blockers are created equal.
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The Multidimensional Wisdom of Crowds
Peter Welinder, Steve Branson, Pietro Perona et al. · CaltechAUTHORS (California Institute of Technology) · 2010 · 739 citations · Full text
Quality is in the eye of the beholder
Anna Bouch, Allan Kuchinsky, Nina Bhatti · 2000 · 305 citations
Jeffrey M. Rzeszotarski, Aniket Kittur · 2011 · 169 citations