Machines increasingly replace people in routine job tasks. The remaining tasks require workers to make open-ended decisions and to have "soft" skills such as problem-solving, critical thinking and adaptability. This paper documents growing demand for decision-making and explores the consequences...

Private for-profit institutions have been the fastest growing part of the U.S. higher education sector. For-profit enrollment increased from 0.2 percent to 9.1 percent of total enrollment in degree-granting schools from 1970 to 2009, and for-profit institutions account for the majority of...