Title
Salary Prediction In The It Job Market With Few High-Dimensional Samples: A Spanish Case Study
Abstract
The explosion of the Internet has deeply affected the labour market. Identifying most rewarded and demanded items in job offers is key for recruiters and candidates. This work analyses 4, 000 job offers from a Spanish IT recruitment portal. We conclude that (1) experience is more rewarded than education, (2) we identify five profile clusters based on required skills and (3) we develop an accurate salary-range classifier by using tree-based ensembles.
Year
DOI
Venue
2018
10.2991/ijcis.11.1.90
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS
Keywords
Field
DocType
Salary prediction, e-Recruitment, Job Market, Machine Learning, Ensemble methods
e-recruitment,Econometrics,Salary,Job market,Artificial intelligence,Ensemble learning,Machine learning,Mathematics
Journal
Volume
Issue
ISSN
11
1
1875-6891
Citations 
PageRank 
References 
0
0.34
0
Authors
4
Name
Order
Citations
PageRank
Ignacio Martin1164.40
Andrea Mariello230.72
Roberto Battiti31937262.40
José Alberto Hernández413124.49