Efficient multifaceted screening of job applicants

Sameep Mehta, Rakesh Pimplikar, Amit Singh, Lav R. Varshney, Karthik Visweswariah

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Built on top of human resources management databases within the enterprise, we present a decision support system for managing and optimizing screening activities during the hiring process in a large organization. The basic idea is to prioritize the efforts of human resource practitioners to focus on candidates that are likely of high quality, that are likely to accept a job offer if made one, and that are likely to remain with the organization for the long term. To do so, the system first individually ranks candidates along several dimensions using a keyword matching algorithm and several bipartite ranking algorithms with univariate loss trained on historical actions. Next, individual rankings are aggregated to derive a single list that is presented to the recruitment team through an interactive portal. The portal supports multiple filters that facilitate effective identification of candidates. We demonstrate the usefulness of our system on data collected from a large organization over several years with business value metrics showing greater hiring yield with less interviews. Similarly, using historical pre-hire data we demonstrate accurate identification of candidates that will have quickly left the organization. The system has been deployed as described in a large globally integrated enterprise.

Original languageEnglish (US)
Title of host publicationAdvances in Database Technology - EDBT 2013
Subtitle of host publication16th International Conference on Extending Database Technology, Proceedings
Pages661-671
Number of pages11
DOIs
StatePublished - 2013
Externally publishedYes
Event16th International Conference on Extending Database Technology, EDBT 2013 - Genoa, Italy
Duration: Mar 18 2013Mar 22 2013

Publication series

NameACM International Conference Proceeding Series

Other

Other16th International Conference on Extending Database Technology, EDBT 2013
CountryItaly
CityGenoa
Period3/18/133/22/13

ASJC Scopus subject areas

  • Software
  • Human-Computer Interaction
  • Computer Vision and Pattern Recognition
  • Computer Networks and Communications

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