Automized Assessment for Professional Skills – A Systematic Literature Review and Future Research Avenues
L. Freise, and U. Bretschneider. Internationale Tagung Wirtschaftsinformatik (WI), Paderborn, Germany, (2023)
Abstract
Globalization, technological progress, and demographic trends increasingly influence our labor markets. With changing labor markets and increasing digitalization, new competencies of workers are needed to meet demands. However, as a first step to developing these new skills, knowledge about the existing skills and their status quo is necessary. Here, automated skill assessment offers a crucial added value, as it can create a reliable and objective database. Based on a systematic investigation, our analysis shows, in four different areas, how skills and competencies in the automated assessment are (1) defined, (2) included as an element of analysis, (3) methodically recorded and processed, (4) which data source is used. In doing so, we offer insights into existing approaches to automated assessment of professional skills. We contribute to a better under-standing of the design of automated skill assessment methods and provide perspectives on future research directions.
%0 Conference Paper
%1 ls_leimeister
%A Freise, Leonie Rebecca
%A Bretschneider, Ulrich
%B Internationale Tagung Wirtschaftsinformatik (WI)
%C Paderborn, Germany
%D 2023
%K Automated_Skill_Assessment Data_Reliability Literature_Review Natural_Language_Processing itegpub pub_lfr pub_ubr
%T Automized Assessment for Professional Skills – A Systematic Literature Review and Future Research Avenues
%U https://pubs.wi-kassel.de/wp-content/uploads/2023/09/JML_948.pdf
%X Globalization, technological progress, and demographic trends increasingly influence our labor markets. With changing labor markets and increasing digitalization, new competencies of workers are needed to meet demands. However, as a first step to developing these new skills, knowledge about the existing skills and their status quo is necessary. Here, automated skill assessment offers a crucial added value, as it can create a reliable and objective database. Based on a systematic investigation, our analysis shows, in four different areas, how skills and competencies in the automated assessment are (1) defined, (2) included as an element of analysis, (3) methodically recorded and processed, (4) which data source is used. In doing so, we offer insights into existing approaches to automated assessment of professional skills. We contribute to a better under-standing of the design of automated skill assessment methods and provide perspectives on future research directions.
@inproceedings{ls_leimeister,
abstract = {Globalization, technological progress, and demographic trends increasingly influence our labor markets. With changing labor markets and increasing digitalization, new competencies of workers are needed to meet demands. However, as a first step to developing these new skills, knowledge about the existing skills and their status quo is necessary. Here, automated skill assessment offers a crucial added value, as it can create a reliable and objective database. Based on a systematic investigation, our analysis shows, in four different areas, how skills and competencies in the automated assessment are (1) defined, (2) included as an element of analysis, (3) methodically recorded and processed, (4) which data source is used. In doing so, we offer insights into existing approaches to automated assessment of professional skills. We contribute to a better under-standing of the design of automated skill assessment methods and provide perspectives on future research directions.},
added-at = {2023-09-11T13:11:16.000+0200},
address = {Paderborn, Germany},
author = {Freise, Leonie Rebecca and Bretschneider, Ulrich},
biburl = {https://www.bibsonomy.org/bibtex/2b21d1bbe85a5cc6e40354b0b7c5f3d05/ls_leimeister},
booktitle = {Internationale Tagung Wirtschaftsinformatik (WI)},
eventdate = {18-21 Sep 2023},
eventtitle = {Internationale Tagung Wirtschaftsinformatik (WI)},
interhash = {6e0a4e0011f0eb7afcbbcf52cfac36d7},
intrahash = {b21d1bbe85a5cc6e40354b0b7c5f3d05},
keywords = {Automated_Skill_Assessment Data_Reliability Literature_Review Natural_Language_Processing itegpub pub_lfr pub_ubr},
language = {English},
timestamp = {2023-09-27T14:36:58.000+0200},
title = {Automized Assessment for Professional Skills – A Systematic Literature Review and Future Research Avenues},
url = {https://pubs.wi-kassel.de/wp-content/uploads/2023/09/JML_948.pdf},
venue = {Paderborn, Germany},
year = 2023
}