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Our proposed machine learning model contributes to improving the quality of Hire by providing a more nuanced and comprehensive analysis of candidate attributes. Instead of focusing solely on obvious factors, such as qualifications and experience, our model also considers various dimensions of fit, including person-job fit and person-organization fit. By integrating these dimensions of fit into the model, we can better predict a candidate’s potential contribution to the organization, hence enhancing the Quality of Hire.

Within the scope of the investigation, the competencies of the personnel working in the IT department of one in the largest state banks of the country were used. The entire data collection includes information on 1,850 individual employees as well as 13 different characteristics. For analysis, Python’s “keras” and “seaborn” modules were used. The Gower coefficient was used to determine the distance between different records.

The K-NN method resulted in the formation of five clusters, represented as a scatter plot. The axis illustrates the cohesion that exists between things (employees) that are similar to one another and the separateness that exists between things that have their own individual identities. This shows that the clustering process is effective in improving both the degree of similarity within each cluster and the degree of dissimilarity between clusters.

Employee competencies were evaluated within the scope of the investigation. Additionally, other criteria requested from the employee were not included in the application.

This study will be beneficial for academics, professionals, and researchers in their attempts to overcome the ongoing obstacles and challenges related to the securing the proper talent for an organization. In addition to creating a mechanism to use big data in the form of structured and unstructured data from multiple sources and deriving insights using ML algorithms, it contributes to the debates on the quality of hire in an entire organization. This is done in addition to developing a mechanism for using big data in the form of structured and unstructured data from multiple sources.

This research aims to explore the potential negative effects of social media on employees' work performance in a stressful working environment.

This study model was tested using a sample of 398 social media users from China.

Structural equation modeling analysis provide support for most of the hypothesized relationships as results reveal that social stressors and technical stressors are related to exhaustion and anxiety of employees using social media. Furthermore, results reveal that exhaustion and anxiety exhibit a negative influence on employees' work performance.

This study extends the authors’ understanding of how social stressors and technical stressors are related to work performance. The integration of the transactional theory of stress and coping with socio-technical systems offers a holistic view to explain the phenomenon of stress in the social media context.

Generation Z (Gen Z) is entering the hotel workforce and will soon become the dominant group. This has called for a better understanding of this workforce’s attitudes and perceptions towards working in the hotel industry. This study aims to examine the effect of organizational socialization on the retention of Chinese Gen Z employees, the mediating role of person–environment fit (P-E fit) and the moderating effect of career commitment.

Time-lagged data were collected from 426 Gen Z new employees from 20 upscale hotels at two different times (2 weeks and 12 weeks after the employees entered the hotel). Confirmatory factor analysis, structural equation modeling, bootstrapping analysis and moderated hierarchical regression analyses were used for data analysis.

Organizational socialization positively affects employee retention via person–environment fit. Moreover, career commitment positively moderates the relationship between person–environment fit and employee retention.

Hotels must view organizational socialization as a long-term investment in Gen Z talent management by offering effective training through diverse methods, creating a collaborative environment and helping them develop career plans to enhance their career commitment.

This study unpacks the four dimensions of organizational socialization and investigates their differential effects on Gen Z employees’ retention through P-E fit. The moderating role of career commitment is also examined. This study contributes to the growing body of hospitality human resources management research on this new generation of workforce in China.

Drawing on affective events theory, the purpose of this study is to examine the mediation effect of positive affect on the association between fit (e.g. person-organization fit and person-job fit) and organizational commitment in the hospitality industry. The secondary aim is to investigate the moderated mediation effect of hospitality employees’ calling on these associations.

The authors collected data from 248 hotel employees in China at three different time points. A moderated mediation model was examined by using the bias-corrected bootstrapping method.

Results revealed that person-organization fit and person-job fit indirectly influenced organizational commitment via positive affect. Calling was found to moderate the indirect influences of person-organization and person-job fit on organizational commitment via positive affect.

Managing employees’ affective experiences in the hospitality industry and promoting their organizational commitment are key strategies for hospitality organizations to promote service quality and retain their employees. This study suggests that hospitality organizations should actively attempt to improve employees’ fit perceptions and promote their sense of calling.

By theorizing and investigating the mediating role of positive affect and the moderating role of calling in the association between fit and employee commitment, this research extends existing knowledge on the association between fit–job attitudes and makes notable contributions to the hospitality literature on fit, affect, calling and job attitudes.

This paper aims at explore the intervening role of servant leadership in tourism businesses' outcomes, in the context of travel agencies. Drawing on servant leadership theory, the authors develop a multimediation model exploring the relationships between servant leadership and person–job fit, work–life balance, work engagement, innovative work behavior and job crafting.

Using SmartPLS3, data collected from 942 travel agencies operating in Egypt, a questionnaire was used to obtain data on how travel agency employees envisage their organization’s adoption of servant leadership, person–job fit, job crafting, work–life balance, work engagement and innovative work behavior.

The authors show that servant leadership correlates positively with person–job fit, work–life balance, work engagement, innovative work behavior and job crafting, while job crafting correlates positively with work–life balance, work engagement and innovative work behaviors. The partial mediating roles of both job crafting and person–job fit in the link between servant leadership and work–life balance, and the partial mediating role of work engagement in the link between servant leadership and innovative work behaviors.

Up to date, research on the effects of servant leadership on person–job fit, job crafting, work–life balance, work engagement and innovative work behavior has been inadequate. In terms of contextual applicability, an empirical investigation of the relationship between these factors in travel agencies is not available. By empirically examining these relationships in the context of Egyptian travel agencies, the current study has bridged a gap in the tourism and hospitality literature, human resources management and organizational behavior literature.

本文旨在探讨仆人式领导在旅行社背景下对旅游企业成果的干预作用。借鉴仆人式领导理论, 我们开发了一个多重中介模型, 探索仆人式领导与人-工作契合度、工作-生活平衡、工作投入、创新工作行为和工作重塑之间的关系。

使用 SmartPLS3, 从在埃及运营的 942 家旅行社收集的数据, 使用问卷调查获取有关旅行社员工如何设想他们的组织采用仆人式领导、人-工作匹配、工作重塑、工作与生活平衡、工作参与和和 创新工作行为。

我们表明, 仆人式领导与人-工作契合度、工作-生活平衡、工作投入、创新工作行为和工作重塑呈正相关, 而工作重塑与工作-生活平衡、工作投入和创新工作行为呈正相关。工作重塑和个人-工作在仆人式领导与工作-生活平衡之间的联系中起部分中介作用, 工作投入在仆人式领导与创新工作行为之间的联系中起部分中介作用。

该研究进行了一些开创性的检查。迄今为止, 关于仆人式领导对人-工作契合度、工作重塑、工作-生活平衡、工作投入和创新工作行为的影响的研究还不够充分。就情境适用性而言, 尚无对旅行社中这些因素之间关系的实证研究。通过在埃及旅行社的背景下对这些关系进行实证检验, 当前的研究弥合了旅游和酒店文献、人力资源管理和组织行为文献中的空白。

El objetivo de este artículo es explorar el papel que desempeña el liderazgo de servicio en los resultados de las empresas turísticas, en el contexto de las agencias de viajes. Basándonos en la teoría del liderazgo de servicio, desarrollamos un modelo de mediación múltiple que explora las relaciones entre el liderazgo de servicio y la adecuación de la persona al trabajo, el equilibrio entre el trabajo y la vida personal, el compromiso laboral, el comportamiento laboral innovador y el diseño proactivo del puesto de trabajo.

Con SmartPLS3 se analizaron datos recopilados de 942 agencias de viajes que operan en Egipto mediante un cuestionario con el que se obtuvo información sobre cómo los empleados de agencias de viajes prevén que su organización adopte el liderazgo de servicio, el ajuste persona-trabajo, el diseño proactivo del puesto de trabajo, el equilibrio entre el trabajo y la vida personal, el compromiso laboral y el comportamiento laboral innovador.

Mostramos que el liderazgo de servicio se correlaciona positivamente con el ajuste persona-trabajo, el equilibrio entre el trabajo y la vida personal, el compromiso laboral, el comportamiento laboral innovador y el diseño proactivo del puesto de trabajo, mientras que el diseño del puesto de trabajo se correlaciona positivamente con el equilibrio entre la vida laboral y personal, el compromiso laboral y los comportamientos laborales innovadores. Mostramos también el papel mediador parcial del diseño proactivo del puesto de trabajo y del ajuste persona-trabajo, en el vínculo entre el liderazgo de servicio y el equilibrio entre el trabajo y la vida personal, asi como el papel mediador parcial del compromiso laboral en el vínculo entre el liderazgo de servicio y los comportamientos laborales innovadores.

Hasta la fecha, la investigación sobre los efectos del liderazgo de servicio en la adecuación de la persona al trabajo, el diseño proactivo del puesto de trabajo, el equilibrio entre el trabajo y la vida personal, el compromiso laboral y el comportamiento laboral innovador ha sido insuficiente. En términos de aplicabilidad contextual, no se disponía de una investigación empírica de la relación entre estos factores en las agencias de viajes. Al examinar empíricamente estas relaciones en el contexto de las agencias de viajes egipcias, el presente estudio cubre un vacío en la literatura sobre turismo y hostelería, gestión de recursos humanos y comportamiento organizacional.

Supply chain has long faced a persistent workforce shortage. To help both organizations and the field create environments that are more conducive to employee retention, the authors investigate the outcomes of supply chain employee trust in their supervisor.

Applying person-environment fit theory, the authors evaluate the well-established antecedents to trust in supervisor ability, benevolence and integrity (ABI) relative to person-job (P-J) fit and person-vocation (P-V) fit of US supply chain employees.

Confirmatory factor analysis indicates that ABI is best modeled as dimensions of a second-order formative trust construct rather than as its antecedents. However, PLS-SEM provides somewhat unconvincing support for the impacts of ABI-trust. Instead, qualitative comparative analysis (QCA) delineates that all three ABI dimensions are not always needed for P-J and P-V fit in supply chain. Some employees respond to affective-based (i.e. benevolence) trust and others to cognitive-based (i.e. ability and integrity) trust.

The QCA results offer specific recommendations for supply chain organizations to enhance employee trust in supervisors to succeed in the struggle for labor.

The results counter extant trust theory, encouraging scholars to consider ABI as distinct dimensions of trust. The study also demonstrates the importance of considering QCA in supply chain research to meaningfully expand contributions to theory and practice.

The entrepreneurial intention of employees refers to the motive of those who work in a company to resign and start their businesses instead of continuing to be wage earners. It is one of the under-studied aspects of entrepreneurship research. Accordingly, this research paper aimed to find out whether perceived person–organization fit was related to the entrepreneurial intentions of employees and whether perceived workplace ostracism and loneliness mediated this process.

A cross-sectional study was conducted to achieve the purpose. The data were collected through a questionnaire technique from a total of 572 employees. Participants were from 20 different provinces of Turkey and 27 different sectors. Hypotheses were tested through the structural equation modeling technique.

Findings indicated that a lack of perceived person–organization fit resulted in entrepreneurial intention. Workplace ostracism resulted in workplace loneliness. Workplace ostracism and loneliness significantly mediated the relationship between perceived person–organization fit and entrepreneurial intention.

To the best of authors’ knowledge, this study was the first to establish and test the relationships between person–organization fit, entrepreneurial intention, workplace ostracism and loneliness. In this regard, findings can benefit researchers and practitioners in better figuring out why some employees leave their companies to start their businesses while others do not.

This study aims to examine the relationship between contextual factors and career exploration. Career adaptability mediates the relationship between social support, sense of belonging and career exploration.

This quantitative study involved 291 undergraduates recruited from two universities in China. Data were analyzed using structural equation modeling.

The results indicated that social support and sense of belonging were positively related to career adaptability. Career adaptability was found to be a mediator between relational predictors and career exploration. Contrary to our hypothesis, the direct path from sense of belonging to career exploration was insignificant.

This study highlights the importance of career adaptability in connecting contextual indicators and career exploration in the Chinese context.

Despite a variety of theoretical and empirical studies on work engagement (WE), few have explored the role of individual-level factors. Underpinned by person-environment fit (PEF) and self-determination theory (SDT), the present study aims to pinpoint the fundamental process driving the relationship between WE and perceived fit (PF).

Using the survey method, data were collected from 263 college teachers. Confirmatory factor analysis (CFA) and structural equation modeling were applied to test the serial mediation paradigm.

The results of the study accentuate crafting as an important mediator between PF and WE. The current study does not support the mediating role of authentic living between PF and WE. Both authentic living and job crafting (JC) mediate the PF and WE relationship. Employees’ sense of congruence promotes living authentically and JC, resulting in WE.

The WE of employees is harnessed if they get an opportunity to practice authenticity. Authentic employees feel compelled to bring change to the job so that it is in alignment with their core values, thus resulting in WE. The organizations that create a culture in which the administrators allow the practice of individual-factors, namely authentic living, and JC successfully fosters WE.

The variables presented in the serial mediation model explain the underlying mechanisms between PF and WE. This is among the very few studies that explore the individual-level factors that boost individual levels of WE among teachers. Therefore, it adds to the literature on WE.