In this paper, I provide novel evidence on the effects of offshoring and automation (e.g. industrial robots, 3-D … developed countries in 1996--2005. I find that while offshoring to lower-income countries and automation decreased the demand … relatively high non-routine manual task content, which, despite being less exposed to offshoring and automation, are mostly low …