2. MapReduce

Average annual salary in 2016: $125,009

Year-over-year change: Down 0.3 percent

Hadoop MapReduce is the highest-paying big data skill, according to the Dice survey. It's a software framework for easily writing applications that process vast amounts of data in-parallel on large clusters of commodity hardware in a reliable, fault-tolerant manner, according to The Apache Software Foundation.