This dataset consists of user responses obtained by conducting usability evaluation on the baseline (Google) and proposed advanced discovery web search engine, The user responses were recorded via Google Forms platform and therefore exported directly to the spreadsheet format. Afterwards, the records were cleaned and processed in the SPSS tool to calculate statistical significance and obtain the final ranking of the instruments used in our research.