TY - GEN
T1 - Automated Text Mining on Job Offers Using SAP HANA∗ Analyzing Skill and Competency Requirements for Industry 4.0
AU - Knigge, Marlene
AU - Hecht, Sonja
AU - Prifti, Loina
AU - Krcmar, Helmut
N1 - Publisher Copyright:
© 2018 Universitatsverlag Potsdam. All rights reserved.
PY - 2018
Y1 - 2018
N2 - In this project, we extended the analysis of job offers in the field of Industry 4.0 we implemented in our former project.1 Therefore, we used text analysis and text mining means provided by SAP HANA and the SAP Predictive Analytics Library (PAL). Industry 4.0 results in significant changes in our working environment. Employees need to be qualified to fulfill these needs. To analyze the skill and competency requirements towards employees in Industry 4.0, we collected job offers from two German online portals on a monthly base and applied text mining and text analysis to them. In this project, we improved our previously built application. We started the automation of the extraction of job offers from the internet and added a method for clustering the requirements in order to discover competency profiles emerging in the context of Industry 4.0.
AB - In this project, we extended the analysis of job offers in the field of Industry 4.0 we implemented in our former project.1 Therefore, we used text analysis and text mining means provided by SAP HANA and the SAP Predictive Analytics Library (PAL). Industry 4.0 results in significant changes in our working environment. Employees need to be qualified to fulfill these needs. To analyze the skill and competency requirements towards employees in Industry 4.0, we collected job offers from two German online portals on a monthly base and applied text mining and text analysis to them. In this project, we improved our previously built application. We started the automation of the extraction of job offers from the internet and added a method for clustering the requirements in order to discover competency profiles emerging in the context of Industry 4.0.
UR - http://www.scopus.com/inward/record.url?scp=85184370242&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85184370242
T3 - Technische Berichte des Hasso-Plattner-Instituts fur Softwaresystemtechnik an der Universitat Potsdam
SP - 111
EP - 121
BT - HPI Future SOC Lab - Proceedings 2018
PB - Universitatsverlag Potsdam
T2 - 17th HPI Future SOC Lab 2018
Y2 - 14 November 2018 through 17 November 2018
ER -