Abstract

Location is one of the most important factors to consider when looking for offering a new job. Currently, there exist many job recommender systems to help match the right candidate with the right job. A review of the existing recommender systems, included within this article, reveals that there is an absence of appropriate mapping support offering for job recommendation. This article aims to propose a general map-based job recommender model, which is implemented and applied within a system for job seekers in Saudi Arabia. The system adapts content-based technique to recommend jobs using the cosine similarity and will help Saudi job seekers finding their desired job in an efficient way using interactive maps. This ultimately will contribute to Saudi Arabia moving forward to the digital transformation which is one of the major objectives to fulfill the Saudi vision 2030.

Highlights

  • Finding a job in today‟s market is a major challenge

  • The proposed system is meant for Saudi job seekers; the module extracts a list of available jobs posted online in Saudi Arabia

  • The model was theoretically based on the existing recommender systems in the literature and used content-based recommendation with integration of mapping feature for location-based search which has never been used in the previous systems

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Summary

A Map-based Job Recommender Model

Abstract—Location is one of the most important factors to consider when looking for offering a new job. There exist many job recommender systems to help match the right candidate with the right job. A review of the existing recommender systems, included within this article, reveals that there is an absence of appropriate mapping support offering for job recommendation. The system adapts content-based technique to recommend jobs using the cosine similarity and will help Saudi job seekers finding their desired job in an efficient way using interactive maps. This will contribute to Saudi Arabia moving forward to the digital transformation which is one of the major objectives to fulfill the Saudi vision 2030

INTRODUCTION
A PROPOSED MAP-BASED JOB RECOMMENDER MODEL
The General Architecture of Recommendation Systems
The Proposed Model
A PROTOTYPE BASED ON THE PROPOSED MODEL
The Job Grabber
Job Recommender
Location Geocoder
Geometry Visualizer
CONCLUSION
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