What does 17% of the variance mean?

"The results of the Big Five personality traits explained 17% of the variance in grade point average and learning style added 5% , indicating that both contribute to academic performance. Further, the relationship between openness and GPA was mediated by synthesis-analysis and elaborative processing, both reflective learning styles."