By the 19th century, women who participated in engineering work often had academic training in mathematics or science. Ada Lovelace was privately schooled in mathematics before beginning her collaboration with Charles Babbage on his analytical engine that would earn her the designation of the "first computer programmer." In the early years of the 20th century, greater numbers of women began to be admitted to engineering programs, but they were generally looked upon as anomalies by the men in their departments.