{"title":"利用文本挖掘揭示多代劳动力的终身学习","authors":"Jaya Gupta, P. Misra","doi":"10.1177/22785337221148575","DOIUrl":null,"url":null,"abstract":"Accelerated structural transformations characterize the workplace post-pandemic. A lifelong learning ecosystem must be built to ensure a smooth and inclusive transition since generational diversity is ubiquitous in contemporary organizations. The present phenomenological qualitative study attempts to explore generational diversity from the lens of lifelong learning construct across the three prominent generations, X, Y, and Z, present in the workforce. The data collected from 24 semi-structured telephonic interviews were analyzed using text mining and topic modeling. The results suggest differences and similarities among the members of different generations. The topics derived waxed and waned across generations. While the drive to engage in continuous learning varied across generational cohorts, the preferred mode for engaging in it was similar. The study provides insights that could help enhance the effectiveness of human resource management practices and firms’ competitiveness during tough times. Further, the findings contribute to the existing literature by adopting machine learning as a tool to extract and decode the latent topics across the three generational cohorts.","PeriodicalId":37330,"journal":{"name":"Business Perspectives and Research","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-03-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Unravelling Lifelong Learning in Multi-Generational Workforce Using Text Mining\",\"authors\":\"Jaya Gupta, P. Misra\",\"doi\":\"10.1177/22785337221148575\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Accelerated structural transformations characterize the workplace post-pandemic. A lifelong learning ecosystem must be built to ensure a smooth and inclusive transition since generational diversity is ubiquitous in contemporary organizations. The present phenomenological qualitative study attempts to explore generational diversity from the lens of lifelong learning construct across the three prominent generations, X, Y, and Z, present in the workforce. The data collected from 24 semi-structured telephonic interviews were analyzed using text mining and topic modeling. The results suggest differences and similarities among the members of different generations. The topics derived waxed and waned across generations. While the drive to engage in continuous learning varied across generational cohorts, the preferred mode for engaging in it was similar. The study provides insights that could help enhance the effectiveness of human resource management practices and firms’ competitiveness during tough times. Further, the findings contribute to the existing literature by adopting machine learning as a tool to extract and decode the latent topics across the three generational cohorts.\",\"PeriodicalId\":37330,\"journal\":{\"name\":\"Business Perspectives and Research\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-03-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Business Perspectives and Research\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1177/22785337221148575\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Business, Management and Accounting\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Business Perspectives and Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/22785337221148575","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Business, Management and Accounting","Score":null,"Total":0}
Unravelling Lifelong Learning in Multi-Generational Workforce Using Text Mining
Accelerated structural transformations characterize the workplace post-pandemic. A lifelong learning ecosystem must be built to ensure a smooth and inclusive transition since generational diversity is ubiquitous in contemporary organizations. The present phenomenological qualitative study attempts to explore generational diversity from the lens of lifelong learning construct across the three prominent generations, X, Y, and Z, present in the workforce. The data collected from 24 semi-structured telephonic interviews were analyzed using text mining and topic modeling. The results suggest differences and similarities among the members of different generations. The topics derived waxed and waned across generations. While the drive to engage in continuous learning varied across generational cohorts, the preferred mode for engaging in it was similar. The study provides insights that could help enhance the effectiveness of human resource management practices and firms’ competitiveness during tough times. Further, the findings contribute to the existing literature by adopting machine learning as a tool to extract and decode the latent topics across the three generational cohorts.
期刊介绍:
Business Perspectives and Research (BPR) aims to publish conceptual, empirical and applied research. The empirical research published in BPR focuses on testing, extending and building management theory. The goal is to expand and enhance the understanding of business and management through empirical investigation and theoretical analysis. BPR is also a platform for insightful and theoretically strong conceptual and review papers which would contribute to the body of knowledge. BPR seeks to advance the understanding of for-profit and not-for-profit organizations through empirical and conceptual work. It also publishes critical review of newly released books under Book Review section. The aim is to popularize and encourage discussion on ideas expressed in newly released books connected to management and allied disciplines. BPR also periodically publishes management cases grounded in theory, and communications in the form of research notes or comments from researchers and practitioners on published papers for critiquing and/or extending thinking on the area under consideration. The overarching aim of Business Perspectives and Research is to encourage original/innovative thinking through a scientific approach.