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This paper aims to discuss the estimation of PLS models with second-order formative constructs as existing research has mainly focused on second-order constructs with a reflective measurement.

Using a model grounded on Roger’s innovation diffusion theory applied to online travel shopping, an empirical application is used to assess and compare the different approaches used to estimate a formative second-order construct. The proposed model examines the innovations characteristics that have an impact on intentions to purchase travel online, using data from a convenience sample of 1,732 responses.

The findings show that all approaches produce similar results regarding the path coefficients, the predictive relevance of the model and the explained variance. The main differences between the approaches are related to the weights of the first-order constructs on the second-order construct and the significance of those weights. Several recommendations are made for researchers on which approach to use.

Since most research has focused on second-order constructs with a reflective measurement and there is limited research with formative second-order constructs, this paper provides a comparison of the different approaches typically used to estimate a formative second-order construct and present useful guidelines for researchers to decide the method to analyse a model with second-order constructs and how to assess formative second-order constructs.

由于现有文章大多数研究反应性结构的二阶模型, 所以本论文讨论以二阶形成性结构的PLS模型。

本论文以罗杰斯的创新扩散模型以基础, 应用其在在线旅游购物行为的研究。通过模型建立和背景研究, 多种预估形成性二阶结构的方法得以比较。建立的模型, 通过1,732份样本采样, 分析了各种对于在线购买旅游产品意图的创新特性。

本论文发现, 各种方法产生相似的分析结果, 比如径路系数、模型预测相关、以及被解释变量等。三种方法的主要区别在于, 第一阶段结构与第二阶段结构的比重值, 还有这些比重值的显著程度。本论文结果对于未来理论采用哪种方法做出启示。

由于大多数研究都集中在以反应性二阶结构分析, 很少的文章研究形成性二阶结构。因此, 本论文全面地比较了三种衡量形成性二阶结构的方法, 并且提供有效建议, 采用哪种方式以分析二阶结构, 以及如何衡量形成性二阶结构。

旅游业、在线旅游购物行为、偏最小二乘回归，二阶形成性结构

研究论文

The purpose of this paper is to propose and test an extended theory of planned behavior model (TPB) to explain how following destination Facebook pages impacts travelers’ visit intention.

The study asked 252 participants to follow a destination’s Facebook page for three months before they completed the survey. An integrative model combining theory of planned behavior, social influence theory and attitude toward the ad was proposed. Partial least squares structural equation model (PLS-SEM) was used in testing the proposed model.

The findings indicated that the three social influences (compliance, identification and internalization) all significantly impacted visit intention both directly and mediated by subjective norm. Facebook page experience also significantly influenced visit intention mediated by perceived behavioral control. However, both attitude toward the destination and attitude toward messages were not significantly associated with visit intention.

The findings of this study revealed important practical implications for destination marketing organizations (DMOs) to leverage Facebook marketing. Specifically, DMOs should pay extra attention to the social influence of Facebook pages, especially identification, and also use Facebook pages to reduce perceived behavioral control of potential visitors.

This study was one of the first attempts to explore the factors influencing visit intention of destination Facebook fans based on an extended TPB model. The study also contributed to the literature of using PLS-SEM in predicting behavioral intention through a reflective-formative higher-order model.

本论文旨在建立和验证一个扩展的计划行为模型, 用来解释旅游目的地Facebook如何影响游客旅游意图。

252人参与本研究项目, 他们实际关注了一个旅游目的地Facebook三个月, 然后填写了问卷。本论文以计划行为模型、社会影响理论、以及广告认知理论等为基础, 建立一体化模型。本论文采用偏最小二乘回归结构方程模型（PLS-SEM）验证这个一体化模型。

三种社会影响因素（从众、认同、内化）均对旅游意图有直接和间接的影响。Facebook体验也对于旅游意图, 通过知觉行为控制的中间调解作用, 有显著影响。然而, 目的地态度和信息的态度并未显著地与旅游意图有关。

本论文结果对于旅游目的地管理机构（DMOs）如何使用Facebook营销有着实际启示作用。特别的是, DMOs应该更加关注Facebook的社会影响方面, 比如认同, 以及使用Facebook来减少潜在游客的知觉行为控制。

本论文是首先几篇以TPB模型为基础, 探索目的地Facebook粉丝效应的旅游意图的文章。本论文还对于使用PLS-SEM技术通过反应性-形成性多阶模型来预测行为意图的文献有着理论贡献。

关键词：广告认知, 、目的地Facebook, 、社会影响理论, 、计划行为理论, 、旅游意图

研究论文

The purpose of this research is to examine the impact of perceived service quality (PSQ) on the behavioural intention (BI) of patients in Indian government hospitals. The underlying mechanism of trust and patient satisfaction (SAT) is examined as multiple mediating effect.

Data from 510 respondents were collected using structured questionnaires. Six government hospitals, namely, S.M.S. Hospital, J.L.N. Hospital, New Medical College Hospital, Maharana Bhupal Medical Hospital, Mathuradas Hospital and P.B.N. Hospital, were selected from the cities of Jaipur, Ajmer, Kota, Udaipur, Jodhpur and Bikaner, respectively. The data were collected from adult patients (>18 years old) who spent at least two nights in a government hospital between 1 October, 2020 and 30 December, 2020. PSQ formed as a reflective-formative model was analysed using the repeated indicator approach. Structural equation modelling (SEM) using SMART-PLS software was used to test the hypothesised model(s) derived deductively from literature.

The findings support the following conclusions: (1) the positive relationship between PSQ and BI is significant; (2) SAT mediates the PSQ and BI relationship; (3) trust mediates the PSQ and BI relationship; (4) the mediation effect of SAT is stronger than that of trust.

The results indicate that, in order to enhance the positive BI of patients towards government hospitals, it is necessary for the hospitals to work on strategies to enhance the service quality provided to patients. The outcome of this study will enable state government hospitals to get a better understanding of the different dimensions of service quality and will help in observing the factors that contribute to patients' satisfaction and trust in building long-term relationships by encouraging a positive BI.

There is a dearth of research in India that evaluates the relationships between the constructs PSQ, trust, BI and SAT in the context of healthcare service. This empirical study is an attempt to fill this gap by focussing on the government hospitals in India.

The purpose of this paper is to go beyond satisfaction as an indicator of customer loyalty and propose a holistic model of service switching in a mobile internet setting. The model, which reflects both barriers and inducements of switching, is developed based on the “mooring” and “pull” concepts in the migration literature.

Focusing on Generation Y mobile internet subscribers, the study analyzed a total of 417 usable questionnaire responses. Partial least squares structural equation modeling was used to test the research model.

The results show that first, satisfaction and switching barriers (i.e. a focal firm’s marketing innovation initiatives, switching costs, inertia, and local network effects) are positively related to customer loyalty; second, switching barriers have a stronger influence on customer loyalty compared with satisfaction; third, switching inducements (i.e. competitors’ marketing innovation initiatives, alternative attractiveness, variety-seeking tendencies, and consumers’ susceptibility to social reference group influence) is negatively related to customer loyalty and the relationship is weaker when perceived switching barriers are high.

This study empirically validates multidimensional scales of switching barriers and inducements from a more nuanced perspective, and specifies them as reflective-formative type II models. This study is among the first to use opposing dimensions to measure switching barriers and its counterpart. Hence, it illustrates how the two contrasting mechanisms can coexist in the minds of mobile internet subscribers.

COVID-19 has galvanized educational institutions to rapidly adopt technology-enhanced learning (TEL) environment where students are required to use and manage a diverse set of information and communication technologies (ICTs). Using the Transactional Theory of Stress, the authors investigate the impact of a TEL environment on students' stress, cognitive appraisal and coping. The authors also explore how the TEL environment impacts students' learning satisfaction and performance.

A survey using Qualtrics was developed to collect the data from 275 undergraduate students. The authors used the Partial Least Squares (PLS) through SmartPLS for instrument validation and testing of the structural model. The reflective-formative model was applied as the measures used to evaluate the first-order constructs are unidimensional, and the second-order construct has a formative measurement.

Students experienced technology-related stress due to ICT use. The negative appraisal such as harm and threat leads to emotion-focused coping among students, while the constructive appraisal such as positive and challenge leads to problem-focused coping. Emotion-focused coping was found to negatively impact learning satisfaction, while problem-focused coping was found to positively impact satisfaction. The authors also found that students with a higher level of experience with online and hybrid classes, higher confidence in computer usage and lower anxiety are better equipped to deal with technostress.

This study provides the first comprehensive technostress model in the IS literature that uses formative modeling to explain technostress creators and inhibitors and emotion-focused coping and problem-focused coping, as was intended by the Transactional Theory of Stress. The result allows for rethinking TEL environment by drawing attention to strategies that can reduce technological complexity and uncertainty. For future research, it may be helpful to perform a longitudinal or experimental study to obtain rigorous causal inference.

There is limited research on the impact of technostress in the field of higher education. Also, technostress has been used inconsistently in Information Systems research, with the majority of research focusing on technostress creators and inhibitors only. This research incorporates all the constructs of the original theory adding new knowledge to the IS literature about the nature and causes of stress created by the use of technology.

This paper aims to examine the effect of high-involvement work systems (HIWSs) on completing work and avoiding distraction as two dimensions of presenteeism. It also investigates competence as a mediator of the effect of HIWS on presenteeism.

Data were collected from 343 Bangladeshi bank employees using an online survey. The partial least squares-structural equation modelling (PLS-SEM) was employed to assess the abovementioned linkages.

The findings demonstrate HIWS directly avoid distraction but do not significantly impact the completing work dimension of presenteeism. The findings also indicate that competence mediates the effect of HIWS on completing work but not on avoiding distraction.

Drawing on the job demands-resources (JD-R) model, this study empirically demonstrates the contrasting role of HIWS in completing work and avoiding distraction related to presenteeism. It also provides a novel perspective on the unexplored mediating mechanism of competence on the relationship between HIWS and presenteeism and offers new directions for HIWS and presenteeism research.

Shopping statistics indicate that online shoppers prefer purchasing products using the desktop website of the retailer, rather than using the mobile website on a mobile phone to purchase products (mobile website purchasing). Therefore, using status quo bias theory, this study aims to investigate mobile website purchasing resistance of those customers using only desktop website purchasing.

To test the conceptual model an online questionnaire was used to collect data from customers purchasing products using only the desktop website on a computer (n = 484) and not the retailer’s mobile website.

Due to cognitive dissonance, customers using only desktop purchasing trivialize mobile website purchasing perceived attractiveness while perceiving more cognitive effort in mobile website purchasing to maintain consonance with their inertia. Further, relative advantage perceptions of mobile website purchasing lead to more trivialization of mobile website purchasing attractiveness perceptions. Desktop purchasing inertia enhances resistance through alternative attractiveness and cognitive effort perceptions, respectively, and cognitive effort and alternative attractiveness perceptions in serial. Desktop purchasing habit has the strongest positive influence on desktop purchasing inertia.

This study was conducted in a high-involvement product context. Replication in a low-involvement product context is necessary to confirm the robustness of the results.

Retailers can use the findings to develop strategies to lower mobile website purchasing resistance in an online-mobile concurrent channel environment.

The study provides novel insights into mobile website purchasing resistance in an online-mobile concurrent channel environment. Further, the study addresses the gap in research on inertia and switching costs in the adoption of concurrent channels.

The purpose of this study is to better understand customer citizenship behavior (CCB) motivation through the development and validation of a new scale to measure the CCB motivation (CCBM) construct.

The mixed-methods study, combination of qualitative and quantitative research, is used to develop the scale item that measures CCBM. For nomological validity testing, data were collected from customers who had transacted with a specific service provider business in the past six months. Data were analyzed using structural equation modeling.

This study suggests that CCBM can be reliably measured by 12 items, composed of four sub-dimensions, self-enhancement, personal principles, desire to support the service provider and perception of the service provider’s past performance. In addition, nomological validity testing through three empirical models confirms that CCBM is a multi-dimensional construct with a second-order nature and an antecedent that positively influences CCB.

The research provides an original view regarding CCBM scale development in the services contexts and makes invaluable contributions to understanding a variety of motivations that lead customers to voluntary participation behaviors.

Intangible assets (IA) have been described as a multidimensional concept. However, there is a gap in research that considers IAs as a higher-order construct (HOC). Therefore, this paper aims to focus on demonstrating how IAs can be properly specified and measured as HOCs, given IA’s four major dimensions in small- and medium-sized enterprises (SMEs).

A HOC model is applied using a partial least squares–structural equation modeling (PLS-SEM) repeated-indicator approach. This approach helps validate the argument for considering IAs as HOCs by testing the basic requirements of the construct model.

The main finding from testing the model’s reliability, validity, multicollinearity and redundancy analysis indicates that the establishment of IAs as a HOC model is valid. Additionally, the simulation study results support the use of the proposed model.

The proposed model is believed to enhance the proper understanding of IAs and their relationship with organizational outcomes. Additionally, the model can inform organizational management of the integrative approach needed to effectively synchronize their strategic resources for improved performance of entrepreneurially growing SMEs.

This paper is the first to show the measurement of IAs as HOCs using PLS-SEM, based on IA’s updated dimensions. The authors believe that this paper paves the way for future discussion on IA measurement to conduct rigorous impactful studies with larger sample size.