6. Application Development and Programming

Average annual salary in 2016: $99,741

Number of respondents: 257

This is a diverse area, Global Knowledge says, yet 18 percent of businesses find it a challenge to find qualified app dev talent. Smaller organizations are more interested in these skills than larger enterprises are, Global Knowledge said.