The Web Scraper in Economics

Web scraper visits the wapsides of the 300 research institutions in the world. General recognition software can identify with a certain margin of uncertainty whether a person is a man or woman. If we don't have a sufficiently clear estimate of the gender of a person, i think we had a level of 95 % or so, then we do not classify people and they would not show up in data as male or female.