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This study aims to identify the groups of value cocreators in the context of social media in the retail banking industry and resources that predict customer membership among different groups of value cocreators.

This study reviewed the literature and developed measurement instruments for the constructs of interest. Data were collected from 406 customers in an emerging market in 2019 and analyzed using latent profile analysis.

This study identified three profiles of value cocreators on social media based on the actual practices of resource integration that enliven value cocreation. Second, this study explains the differences in the performance of resource integration practices to cocreate by the types of resources that customers integrate into social media. Third, this study fills the need for knowledge of value cocreation in different contexts and industries (e.g. banks).

This study analytically relates a set of resources to the variety and intensity of the value cocreation practices adopted by bank customers in interactive environments. The emphasis on how value cocreation practices in online environments combined with customer resources (e.g., a person-centered approach) allows to identify unique profiles of value cocreators on social media. The findings inform managers of the profiles of cocreators, which customers are more attractive as value cocreators on social media, and which resources managers should help customers develop to increase cocreation on social media.

The purpose of this paper is to assess the appropriateness of equal weights estimation (sumscores) and the application of the composite equivalence index (CEI) vis-à-vis differentiated indicator weights produced by partial least squares structural equation modeling (PLS-SEM).

The authors rely on prior literature as well as empirical illustrations and a simulation study to assess the efficacy of equal weights estimation and the CEI.

The results show that the CEI lacks discriminatory power, and its use can lead to major differences in structural model estimates, conceals measurement model issues and almost always leads to inferior out-of-sample predictive accuracy compared to differentiated weights produced by PLS-SEM.

In light of its manifold conceptual and empirical limitations, the authors advise against the use of the CEI. Its adoption and the routine use of equal weights estimation could adversely affect the validity of measurement and structural model results and understate structural model predictive accuracy. Although this study shows that the CEI is an unsuitable metric to decide between equal weights and differentiated weights, it does not propose another means for such a comparison.

The results suggest that researchers and practitioners should prefer differentiated indicator weights such as those produced by PLS-SEM over equal weights.

To the best of the authors’ knowledge, this study is the first to provide a comprehensive assessment of the CEI’s usefulness. The results provide guidance for researchers considering using equal indicator weights instead of PLS-SEM-based weighted indicators.

Drawing on the challenge–hindrance stressor framework and the “too-much-of-a-good-thing” principle, this study examined the curvilinear effects of two emic social challenge stressors (guanxi beliefs and participative decision-making (PDM)) and the moderating effect of an etic social hindrance stressor (perceived organizational politics) on Hong Kong and United States nurses’ job satisfaction.

A quantitative survey method was implemented, with the data provided by 355 Hong Kong nurses and 116 United States nurses. Structural equation modeling was used to examine the degree of measurement equivalence across Hong Kong and US nurses. The proposed model and the research questions were tested using nonlinear structural equation modeling analyses.

The results show that while guanxi beliefs only showed an inverted U-shaped relation on Hong Kong nurses’ job satisfaction, PDM had an inverted U-shaped relation with both Hong Kong and United States nurses’ job satisfaction. The authors also found that Hong Kong nurses experienced the highest job satisfaction when their guanxi beliefs and perceived organization politics were both high.

The results add to the comprehension of the nuances of the often-held assumption of linearity in organizational sciences and support the speculation of social stressors-outcomes linkages.

Managers need to recognize that while the nurturing and development of effective relationships with employees via social interaction are important, managers also need to be aware that too much guanxi and PDM may lead employees to feel overwhelmed with expectations of reciprocity and reconciliation to such an extent that they suffer adverse outcomes and become dissatisfied with their jobs.

First, the authors found that influences of guanxi beliefs and PDM are not purely linear and that previous research may have neglected the curvilinear nature of their influences on job satisfaction. Second, the authors echo researchers’ call to consider an organization’s political context to fully understand employees’ attitudes and reactions toward social interactions at work. Third, the authors examine boundary conditions of curvilinear relationships to understand the delicate dynamics.

The purpose of this study is to empirically examine the cause–effect relationships between workplace friendship and knowledge-sharing behavior, from a static perspective. Furthermore, it investigates the bi-directional relationship between the increase in both workplace friendship and knowledge-sharing behavior over same time periods, and also endeavors to identify whether there is a significant negative lagged effect of the increase in both workplace friendship on knowledge-sharing behavior, and vice versa, across time from a dynamic perspective.

The study conducts a three-wave questionnaire survey to test the research model. A latent change score approach was used to test the direct relationship between changes in workplace friendship and changes in knowledge-sharing behavior.

The findings reveal that knowledge-sharing behavior fosters workplace friendship and workplace friendship promotes the emergence of knowledge-sharing behavior. An increase in workplace friendship promotes an increase in knowledge-sharing behavior over same time periods. However, an increase in workplace friendship will lead to a lagged decrease of knowledge-sharing behavior across time, and vice versa.

The time interval in this study is a little short to capture the full changes in workplace friendship. Some important control factors and mediating mechanisms are not included in the research model.

This study guides managers to focus on various motivators to better strengthen workplace friendship and knowledge-sharing behavior and to consider and effectively respond to the negative side of workplace friendship and knowledge-sharing behavior across time.

This study emphasizes the predictivity of one important interaction patterns, namely, knowledge-sharing behavior on friendship at the workplace, from a static perspective. This study also shows the benefits of an increase in workplace friendship for the development of knowledge-sharing behavior in the same time period. Furthermore, the study presents a counterintuitive finding when taking the lag effect into consideration in exploring the relationship between changes both in workplace friendship and knowledge-sharing behavior, and identifies a negative side of both when viewed over longer periods.

Based on the mentoring literature, this study aims to explore the mentoring functions developed by the travel industry and develop a multiple mentoring function scale (MMFS) for tour leaders.

Study One of this research involved in-depth interviews with 23 tour leaders for establishing the initial question bank and pilot test scale. In Study Two, the initial scale was pilot tested by 225 tour leaders for identifying the factor structure through exploratory factor analysis. In Study Three, the model was verified through confirmatory factor analyses of 251 calibration samples. In Study Four, cross-validation was verified by 227 validation samples.

In Study One, through the content analyses, an initial question bank of 51 questions was established. The question bank was reviewed by 15 experts, resulting in the development of a pilot test scale of 36 questions. In Study Two, 16 questions were retained after the initial scale was pilot tested, and four dimensions were identified, including career competency, reverse mentoring, career development and psychosocial functions. In Study Three, the model was verified through confirmatory factor analyses and confirmed to have good reliability and construct validity. Finally, a first-order, four-factor scale that consisted of 16 questions was established. In Study Four, cross-validation was verified.

MMFS establishment underwent a rigorous development process, and the scale’s reliability and validity are supported. It is suggested that future research should develop and construct a multifunctional model for tour-leading professionals based on the MMFS to evaluate the long-term impact of the MMFS.

Previous studies have mainly focused on typical mentoring functions. Multiple mentoring functions derived from the characteristics of tour leaders and guides have rarely been discussed. This research can fill the gap in the application of mentoring system to human resource management research in the tourism industry. As a result, this four-dimensional multiple mentoring functions scale provides a progressive perspective and be regarded as the first version of the scale development in the tourism industry.

基于师徒文献, 本研究探讨了旅游业的师徒功能, 并为旅游领队发展多元师徒功能量表（MMFS）。

研究一, 涉及与 23 位领队的深度访谈, 以建立初始题库和预试量表。研究二, 初始量表由225名领队进行试测, 通过探索性因素分析确定因素结构。研究三, 通过验证性因素分析251个校准样本以验证模型。研究四, 由 227 个验证样本进行复合效化。

研究一, 经过内容分析, 建立了51道题的初始题库。初始题库由 15 位专家审阅, 最终形成36 个问题的预试量表。研究二, 预试量表进行预试后, 保留了16个问题, 确定了四个构面, 包括职业能力、反向师徒、职业发展和社会心理功能。研究三, 通过验证性因素分析对模型进行验证, 证实具有良好的信度和建构效度。建立了一个由 16 个题项所组成的一阶四因素量表。研究四, 复合效化获得验证。

过往的研究主要集中在典型的师徒功能上。很少有人讨论基于领队和导游的特点而衍生出的多元师徒功能。本研究填补了师徒制在旅游行业人力资源管理研究中的应用空白。因此, 这四个构面的多元师徒功能量表提供了一个渐进的视角, 被视为量表发展的旅游业第一版。

MMFS的建立经历了严格的开发过程, 量表的信度和效度得到支持。建议未来的研究应基于 MMFS开发和建构旅游领队专业人士的多元功能模型, 以评估MMFS 的后续影响。

Basándose en la bibliografía sobre la mentoría, este estudio exploró las funciones de mentoría desarrolladas por el sector de los viajes y elaboró una escala de funciones de mentoría múltiple (MMFS) para guías y jefes de grupo turísticos.

En el Estudio Uno de esta investigación se realizaron entrevistas en profundidad a 23 guías turísticos para establecer el banco de preguntas inicial y la escala de prueba piloto. Estudio Dos, la escala inicial fue sometida a una prueba piloto por 225 guías de tours para identificar la estructura factorial mediante un análisis factorial exploratorio. Estudio Tres, el modelo se verificó mediante análisis factoriales confirmatorios 251 muestras de calibración. En el Estudio Cuatro, la validación cruzada se verificó mediante 227 muestras de validación.

Estudio Uno: a través de los análisis de contenido, se estableció un banco de preguntas inicial de 51 preguntas. El banco de preguntas fue revisado por 15 expertos, lo que dio lugar a la elaboración de una escala de prueba piloto de 36 preguntas. Estudio Dos, se retuvieron 16 preguntas, tras la prueba piloto de la escala inicial, y se identificaron cuatro dimensiones, que incluían la competencia profesional, la mentoría inversa, el desarrollo profesional y las funciones psicosociales. Estudio Tres, el modelo se verificó mediante análisis factoriales confirmatorios y se confirmó que tenía una buena fiabilidad y validez de constructo. Por último, se estableció una escala de primer orden y cuatro factores que constaba de 16 preguntas. En el Estudio Cuatro, se verificó la validación cruzada.

Los estudios anteriores se han centrado principalmente en las funciones típicas de la mentoría. Rara vez se han tratado las funciones múltiples de mentoría derivadas de las características de los guías y jefes de grupo turísticos. Esta investigación puede llenar el vacío existente en la aplicación del sistema de mentoría a la investigación de la gestión de recursos humanos en la industria turística. Como resultado, esta escala de funciones de mentoría múltiple de cuatro dimensiones proporciona una perspectiva progresista y puede considerarse como la primera versión del desarrollo de la escala en la industria turística.

El establecimiento de la MMFS se sometió a un riguroso proceso de desarrollo, y la fiabilidad y validez de la escala están respaldadas. Se sugiere que en futuras investigaciones se desarrolle y construya un modelo multifuncional para guías profesionales de turismo basado en la MMFS para evaluar el impacto a largo plazo de la MMFS.

The objective of this study was to examine the relationships among festival personality, satisfaction and loyalty. Also, the study further analyzed the moderation effect of involvement on the relationships between festival personality, satisfaction and loyalty.

The authors adopt a two-stage mixed-method approach. Through a list of brand personality traits from previous research and in-depth interviews with participants of a film festival, festival personality constructs were identified: exceptional, competent, reliable and cozy. The authors then analyzed an integrative model of festival personality, satisfaction, involvement and loyalty from the qualitative findings. A survey with a convenience sample of 279 film festival participants was conducted.

The findings suggest that festival personality influence satisfaction and loyalty. Furthermore, this study confirms the significant impact of involvement on the relationships between festival personality, satisfaction and loyalty.

This study enables authors to understand the festival personality from the perspective of the visitors and expands the theoretical understanding of how the personality of the festival affects the visitors. The findings of this study suggest that the festival personality can be predictors and determinants of participants' satisfaction and loyalty. Also, this is one of the first attempts to identify the effects of involvement on festival personality and its outcomes. Current research findings demonstrated involvement as a moderator variable in the relationships between festival personality and festival satisfaction and loyalty.

Based on a stimulus–organism–response theory, the purpose of this study is to empirically examine structural equation model linking personal involvement, positive emotions, tourist satisfaction and destination loyalty among sport tourists to a mega sport event. Moreover, moderating effects of place attachment on the relation between the aforementioned variables were investigated.

The validities and reliabilities of the measures were investigated through confirmatory factor analysis, Cronbach's alpha and correlation analysis. A structural equation modelling with maximum likelihood estimation was tested to analyze the relationships among the research variables using 383 participants.

The results revealed positive associations among stimulus (personal involvement), organism (positive emotions) and response (tourist satisfaction and destination loyalty). Moreover, the authors found moderating effect of place attachment on the relationships between personal involvement and positive emotions, personal involvement and tourist satisfaction and tourist satisfaction and destination loyalty.

This study holds the potential to aid destination managers in acquiring a more profound comprehension of how personal involvement contributes to elicit positive emotions, keep tourists satisfied and build destination loyalty as well as demonstrating the moderating roles of place attachment. However, generalizing the findings to alternative contexts presents a formidable challenge. Enhancing the applicability of these findings could be achieved through prospective research endeavors that explore visitors in diverse cities spanning various continents.

The study contributed to the literature by providing empirical evidence that personal involvement evokes positive emotions while also plays significant role in improving satisfaction and loyalty. Given the importance of experiences in sport tourism, this study also confirmed the role of positive emotions on tourist satisfaction and destination loyalty. Additionally, this study examined the moderating effect of place attachment, which has not been investigated in sport tourism context.

This study aims to contribute to the International Business literature by investigating the marketing stimuli that drive impulsiveness and perceived value in mobile shopping (MS) platforms and their impact on consumer response.

This study uses a sample of 891 MS platform users and applies structural equation modeling based on the stimulus–organism–response and the consumption value theory.

The empirical finding revealed that rewards, recognition, reviews and ratings are the most influential factors driving perceived value. In addition, the results indicated that customized offerings and visually appealing experiences were the most critical factors affecting the state of impulsiveness. This study also highlights the negative impact of the ubiquitous nature of MS on impulse buying behavior, emphasizing the importance of providing consumers with tools to make informed decisions. This study demonstrates a significant positive relationship between perceived value and impulsiveness, influencing MS.

This study reveals generational differences in the impact of reviews and ratings on perceived value, which can inform businesses’ MS strategies. The results have implications for managers of international firms seeking to optimize their business strategies.

To the best of the authors’ knowledge, using structural equation modeling, this study is the first to conduct a comprehensive examination of marketing stimuli, impulsiveness and perceived value in MS platforms. It offers businesses strategic insights by identifying rewards, recognition and customized offerings as the key determinants of consumer behavior.

This paper aims to identify the relationships among critical success factors (CSFs) for lean six sigma (LSS) implementation in higher education institutions (HEIs).

An extensive literature review was conducted to design the survey instrument, which the authors later administered in Mexican public HEIs to identify the existing relationships among the CSFs and their impact on the benefits obtained from implementing LSS projects. The data were empirically and statistically validated using exploratory and confirmatory factor analysis. Additionally, the authors applied the structural equation modeling (SEM) technique on SPSS Amos to validate the nine hypotheses supporting the research.

The results suggest that the success of LSS projects in HEIs is highly bound to a serious commitment from top management and several interrelated factors.

The main limitations of the study are that the research is cross-sectional in nature and regional in focus. Namely, the data used to validate the structural model were gathered from a small representative subset of the study population – i.e. Mexican public HEIs – and at a specific point in time.

The results reported here represent a reference framework for HEIs worldwide that wish to continuously improve their processes through LSS improvement projects.

This study proposes a statistically validated model using the SEM technique that depicts the relationships among LSS CSFs in HEIs.

Supporting distant teams is a frequent phenomenon. Through the lens of the social identity theory, this research aims to examine differences between local and distant fans regarding drivers of team identification.

A multigroup structural equation model was employed. The data were collected through an online survey with 1,285 sports fans.

Team distinctiveness constitutes an important aspect fueling identification for all fans, whereas congruence between own and team personality is important for local and displaced fans only. Team prestige does not impact identification for either group.

To build up a base of highly identified supporters, clubs should emphasize those aspects of team brands that fans consider distinctive. When targeting local fans, clubs should also focus on communicating the brand's unique personality aspects.

This is the first study that assesses the potential differences behind fans' social identification with local and distant teams.