美国酒店组织文化中足智多谋和苛刻要求属性的配置:使用主题建模和 fsQCA 的创新方法

IF 15.6 1区 管理学 Q1 BUSINESS Journal of Innovation & Knowledge Pub Date : 2024-10-01 DOI:10.1016/j.jik.2024.100582
Kyoung-Joo Lee , Sun-Yong Choi
{"title":"美国酒店组织文化中足智多谋和苛刻要求属性的配置:使用主题建模和 fsQCA 的创新方法","authors":"Kyoung-Joo Lee ,&nbsp;Sun-Yong Choi","doi":"10.1016/j.jik.2024.100582","DOIUrl":null,"url":null,"abstract":"<div><div>This study distinguishes itself from existing organizational culture studies by investigating the relatively under-studied theoretical relationship between organizational culture and employer attractiveness. To capture the holistic nature of organizational culture theory, this study adopts configurational analysis, which contrasts resourceful cultural attributes (collaborative, employee development, and fair-compensation cultures) with demanding attributes (result-oriented, overworked, and job-insecurity cultures). This study proposes three configurational propositions of employer attractiveness and employs review-based topic modeling and fuzzy-set quality comparative analysis (fsQCA) to overcome the limitations of traditional survey-based measurement and regression analysis. For the empirical analysis, this study constructs an industry-wide dataset comprising 2209 quarterly samples from 157 hotels over six years, utilizing 54,889 employee reviews posted on Glassdoor in the United States. Topic modeling analysis adopting Latent Dirichlet Allocation extracts the probabilities of six cultural attributes. Finally, the fsQCA generates three groups of 13 configurations, leading to employer attractiveness: a fully resourced culture, a resourced and low-demanding culture, and a fairly compensated overwork culture. The findings confirm the core concepts of configurational analysis in contrast to regression analysis and present novel theoretical, methodological, and practical implications.</div></div>","PeriodicalId":46792,"journal":{"name":"Journal of Innovation & Knowledge","volume":"9 4","pages":"Article 100582"},"PeriodicalIF":15.6000,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Configurations of resourceful and demanding attributes of organizational culture in US hotels: An innovative approach using topic modeling and fsQCA\",\"authors\":\"Kyoung-Joo Lee ,&nbsp;Sun-Yong Choi\",\"doi\":\"10.1016/j.jik.2024.100582\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study distinguishes itself from existing organizational culture studies by investigating the relatively under-studied theoretical relationship between organizational culture and employer attractiveness. To capture the holistic nature of organizational culture theory, this study adopts configurational analysis, which contrasts resourceful cultural attributes (collaborative, employee development, and fair-compensation cultures) with demanding attributes (result-oriented, overworked, and job-insecurity cultures). This study proposes three configurational propositions of employer attractiveness and employs review-based topic modeling and fuzzy-set quality comparative analysis (fsQCA) to overcome the limitations of traditional survey-based measurement and regression analysis. For the empirical analysis, this study constructs an industry-wide dataset comprising 2209 quarterly samples from 157 hotels over six years, utilizing 54,889 employee reviews posted on Glassdoor in the United States. Topic modeling analysis adopting Latent Dirichlet Allocation extracts the probabilities of six cultural attributes. Finally, the fsQCA generates three groups of 13 configurations, leading to employer attractiveness: a fully resourced culture, a resourced and low-demanding culture, and a fairly compensated overwork culture. The findings confirm the core concepts of configurational analysis in contrast to regression analysis and present novel theoretical, methodological, and practical implications.</div></div>\",\"PeriodicalId\":46792,\"journal\":{\"name\":\"Journal of Innovation & Knowledge\",\"volume\":\"9 4\",\"pages\":\"Article 100582\"},\"PeriodicalIF\":15.6000,\"publicationDate\":\"2024-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Innovation & Knowledge\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2444569X24001215\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Innovation & Knowledge","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2444569X24001215","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0

摘要

本研究有别于现有的组织文化研究,它调查了组织文化与雇主吸引力之间相对研究较少的理论关系。为了把握组织文化理论的整体性,本研究采用了配置分析法,将资源型文化属性(协作文化、员工发展文化和公平报酬文化)与苛刻型文化属性(结果导向文化、过度劳累文化和工作不稳定文化)进行对比。本研究提出了雇主吸引力的三个配置命题,并采用基于评论的主题建模和模糊集质量比较分析(fsQCA)来克服传统的基于调查的测量和回归分析的局限性。为了进行实证分析,本研究利用美国 Glassdoor 网站上发布的 54,889 条员工评论,构建了一个由 157 家酒店六年内 2209 个季度样本组成的全行业数据集。采用 Latent Dirichlet Allocation 的主题建模分析提取了六种文化属性的概率。最后,fsQCA 生成了三组共 13 种配置,从而产生雇主吸引力:资源充足的文化、资源充足且要求不高的文化以及报酬合理的超负荷工作文化。研究结果证实了配置分析与回归分析不同的核心概念,并提出了新的理论、方法和实践意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Configurations of resourceful and demanding attributes of organizational culture in US hotels: An innovative approach using topic modeling and fsQCA
This study distinguishes itself from existing organizational culture studies by investigating the relatively under-studied theoretical relationship between organizational culture and employer attractiveness. To capture the holistic nature of organizational culture theory, this study adopts configurational analysis, which contrasts resourceful cultural attributes (collaborative, employee development, and fair-compensation cultures) with demanding attributes (result-oriented, overworked, and job-insecurity cultures). This study proposes three configurational propositions of employer attractiveness and employs review-based topic modeling and fuzzy-set quality comparative analysis (fsQCA) to overcome the limitations of traditional survey-based measurement and regression analysis. For the empirical analysis, this study constructs an industry-wide dataset comprising 2209 quarterly samples from 157 hotels over six years, utilizing 54,889 employee reviews posted on Glassdoor in the United States. Topic modeling analysis adopting Latent Dirichlet Allocation extracts the probabilities of six cultural attributes. Finally, the fsQCA generates three groups of 13 configurations, leading to employer attractiveness: a fully resourced culture, a resourced and low-demanding culture, and a fairly compensated overwork culture. The findings confirm the core concepts of configurational analysis in contrast to regression analysis and present novel theoretical, methodological, and practical implications.
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
16.10
自引率
12.70%
发文量
118
审稿时长
37 days
期刊介绍: The Journal of Innovation and Knowledge (JIK) explores how innovation drives knowledge creation and vice versa, emphasizing that not all innovation leads to knowledge, but enduring innovation across diverse fields fosters theory and knowledge. JIK invites papers on innovations enhancing or generating knowledge, covering innovation processes, structures, outcomes, and behaviors at various levels. Articles in JIK examine knowledge-related changes promoting innovation for societal best practices. JIK serves as a platform for high-quality studies undergoing double-blind peer review, ensuring global dissemination to scholars, practitioners, and policymakers who recognize innovation and knowledge as economic drivers. It publishes theoretical articles, empirical studies, case studies, reviews, and other content, addressing current trends and emerging topics in innovation and knowledge. The journal welcomes suggestions for special issues and encourages articles to showcase contextual differences and lessons for a broad audience. In essence, JIK is an interdisciplinary journal dedicated to advancing theoretical and practical innovations and knowledge across multiple fields, including Economics, Business and Management, Engineering, Science, and Education.
期刊最新文献
Configurations of resourceful and demanding attributes of organizational culture in US hotels: An innovative approach using topic modeling and fsQCA Seeding young entrepreneurs: The role of business incubators Exploring the other side of innovative managerial decision-making: Emotions Addressing barriers to big data implementation in sustainable smart cities: Improved zero-sum grey game and grey best-worst method Contribution of female inventors to technological collaboration between high-tech firms and university in close proximity: Effect of innovative firm's characteristics
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1