Fig. 4: Visualizations of skill salary decompositions.
From: Market-oriented job skill valuation with cooperative composition neural network
a We calculated the averaged context-aware skill value estimated by CSVN and drew word cloud of machine learning-related skills, where the size of each word shows the skill value. b Similar to the word cloud of skill value, we drew word cloud for averaged skill domination estimated by ASDN. c For each skill in a job posting, we can calculate the actual salary contribution of it by calculating the multiplication of its value and domination, and show the averaged contribution of each skill on the word cloud. d A case study on a job posting, the role of each skill is analyzed by calculating their domination, contribution, and influence on job salary. The color of words in the job description shows the skills' influence on salary, blue/yellow/red means the salary will increase/remain/decrease by dropping the skill. The pie plots show skill domination and contribution where the colors distinguish different skills.
