通过主题建模从在线招聘广告中识别网络安全能力和技能

IF 0.2 0 LANGUAGE & LINGUISTICS
Ozcan Ozyurt, Ahmet Ayaz
{"title":"通过主题建模从在线招聘广告中识别网络安全能力和技能","authors":"Ozcan Ozyurt, Ahmet Ayaz","doi":"10.1057/s41284-024-00420-w","DOIUrl":null,"url":null,"abstract":"<p>This study aims to reveal the competence areas and skill sets needed in the business world in the field of cyber security (CS). For this purpose, descriptive analysis, topic modeling analysis, and semantic content analysis were conducted on 9407 CS job advertisements obtained from Indeed.com. The results of the study revealed a total of 10 job titles and 23 skill sets expected by the business world in CS job postings. The first three titles in terms of volume were “Engineer”, “Analyst” and “Specialist”, while the first three skill sets were determined as “Business/Customer services”, “System engineering”, and “Bachelor degree”. In addition, maps showing the relationships between titles and skills were created with a title-skill set matrix. The results of our study can be expected to contribute to candidates and professionals in the field of cyber security, IT organizations, and educational institutions in the cyber security business world by seeing, evaluating, developing, and expanding the current knowledge, skills, and competencies needed in the field.</p>","PeriodicalId":47023,"journal":{"name":"Security Journal","volume":null,"pages":null},"PeriodicalIF":0.2000,"publicationDate":"2024-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identifying cyber security competencies and skills from online job advertisements through topic modeling\",\"authors\":\"Ozcan Ozyurt, Ahmet Ayaz\",\"doi\":\"10.1057/s41284-024-00420-w\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>This study aims to reveal the competence areas and skill sets needed in the business world in the field of cyber security (CS). For this purpose, descriptive analysis, topic modeling analysis, and semantic content analysis were conducted on 9407 CS job advertisements obtained from Indeed.com. The results of the study revealed a total of 10 job titles and 23 skill sets expected by the business world in CS job postings. The first three titles in terms of volume were “Engineer”, “Analyst” and “Specialist”, while the first three skill sets were determined as “Business/Customer services”, “System engineering”, and “Bachelor degree”. In addition, maps showing the relationships between titles and skills were created with a title-skill set matrix. The results of our study can be expected to contribute to candidates and professionals in the field of cyber security, IT organizations, and educational institutions in the cyber security business world by seeing, evaluating, developing, and expanding the current knowledge, skills, and competencies needed in the field.</p>\",\"PeriodicalId\":47023,\"journal\":{\"name\":\"Security Journal\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.2000,\"publicationDate\":\"2024-03-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Security Journal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1057/s41284-024-00420-w\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"0\",\"JCRName\":\"LANGUAGE & LINGUISTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Security Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1057/s41284-024-00420-w","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"0","JCRName":"LANGUAGE & LINGUISTICS","Score":null,"Total":0}
引用次数: 0

摘要

本研究旨在揭示商业世界在网络安全(CS)领域所需的能力领域和技能组合。为此,我们对从 Indeed.com 上获取的 9407 份 CS 招聘广告进行了描述性分析、主题建模分析和语义内容分析。研究结果显示,在 CS 招聘广告中,商业界期望的职位名称共有 10 个,技能组合有 23 种。数量排在前三位的职位分别是 "工程师"、"分析师 "和 "专家",而技能组合排在前三位的分别是 "商业/客户服务"、"系统工程 "和 "学士学位"。此外,还利用职称-技能组合矩阵绘制了显示职称与技能之间关系的地图。通过了解、评估、开发和扩展当前网络安全领域所需的知识、技能和能力,我们的研究结果有望为网络安全领域的候选人和专业人员、IT 组织和教育机构做出贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Identifying cyber security competencies and skills from online job advertisements through topic modeling

Identifying cyber security competencies and skills from online job advertisements through topic modeling

This study aims to reveal the competence areas and skill sets needed in the business world in the field of cyber security (CS). For this purpose, descriptive analysis, topic modeling analysis, and semantic content analysis were conducted on 9407 CS job advertisements obtained from Indeed.com. The results of the study revealed a total of 10 job titles and 23 skill sets expected by the business world in CS job postings. The first three titles in terms of volume were “Engineer”, “Analyst” and “Specialist”, while the first three skill sets were determined as “Business/Customer services”, “System engineering”, and “Bachelor degree”. In addition, maps showing the relationships between titles and skills were created with a title-skill set matrix. The results of our study can be expected to contribute to candidates and professionals in the field of cyber security, IT organizations, and educational institutions in the cyber security business world by seeing, evaluating, developing, and expanding the current knowledge, skills, and competencies needed in the field.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
3.50
自引率
0.00%
发文量
35
期刊介绍: The?Security Journal?is a dynamic publication that keeps you informed about the latest developments and techniques in security management. Written in an accessible style it is the world's premier peer-reviewed journal for today's security researcher and professional. The journal is affiliated to ASIS International and has an advisory board which includes representatives from major associations expert practitioners and leading academics.The?Security Journal?publishes papers at the cutting edge in developing ideas and improving practice focusing on the latest research findings on all aspects of security. Regular features include personal opinions and informed comment on key issues in security as well as incisive reviews of books videos and official reports.What are the benefits of subscribing?Learn from evaluations of the latest security measures policies and initiatives; keep up-to-date with new techniques for managing security as well as the latest findings and recommendations of independent research; understand new perspectives and how they inform the theory and practice of security management.What makes the journal distinct?Articles are jargon free and independently refereed; papers are at the cutting edge in developing ideas and improving practice; we have appointed an Advisory Board which includes representatives from leading associations skilled practitioners and the world's leading academics.How does the journal inform?The?Security Journal?publishes innovative papers highlighting the latest research findings on all aspects of security; incisive reviews of books videos and official reports; personal opinions and informed comment on key issues.Topics covered include:fraudevaluations of security measuresshop theftburglaryorganised crimecomputer and information securityrepeat victimisationviolence within the work placeprivate policinginsuranceregulation of the security industryCCTVtaggingaccess controlaviation securityhealth and safetyarmed robberydesigning out crimesecurity staffoffenders' viewsPlease note that the journal does not accept technical or mathematic submissions or research based on formulas or prototypes.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信