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PurposePartial least squares structural equation modeling (PLS-SEM) has become popular in the information systems (IS) field for modeling structural relationships between latent variables as measured by manifest variables. However, while researchers using PLS-SEM routinely stress the causal-predictive nature of their analyses, the model evaluation assessment relies exclusively on criteria designed to assess the path model's explanatory power. To take full advantage of the purpose of causal prediction in PLS-SEM, it is imperative for researchers to comprehend the efficacy of various quality criteria, such as traditional PLS-SEM criteria, model fit, PLSpredict, cross-validated predictive ability test (CVPAT) and model selection criteria.Design/methodology/approachA systematic review was conducted to understand empirical studies employing the use of the causal prediction criteria available for PLS-SEM in the database of Industrial Management and Data Systems (IMDS) and Management Information Systems Quarterly (MISQ). Furthermore, this study discusses the details of each of the procedures for the causal prediction criteria available for PLS-SEM, as well as how these criteria should be interpreted. While the focus of the paper is on demystifying the role of causal prediction modeling in PLS-SEM, the overarching aim is to compare the performance of different quality criteria and to select the appropriate causal-predictive model from a cohort of competing models in the IS field.FindingsThe study found that the traditional PLS-SEM criteria (goodness of fit (GoF) by Tenenhaus, R2 and Q2) and model fit have difficulty determining the appropriate causal-predictive model. In contrast, PLSpredict, CVPAT and model selection criteria (i.e. Bayesian information criterion (BIC), BIC weight, Geweke–Meese criterion (GM), GM weight, HQ and HQC) were found to outperform the traditional criteria in determining the appropriate causal-predictive model, because these criteria provided both in-sample and out-of-sample predictions in PLS-SEM.Originality/valueThis research substantiates the use of the PLSpredict, CVPAT and the model selection criteria (i.e. BIC, BIC weight, GM, GM weight, HQ and HQC). It provides IS researchers and practitioners with the knowledge they need to properly assess, report on and interpret PLS-SEM results when the goal is only causal prediction, thereby contributing to safeguarding the goal of using PLS-SEM in IS studies.

Purpose>Since its inception, mobile payment is rapidly gaining popularity over the years, and starting to replace traditional modes of payment. The usage of mobile payments has further escalated following various precautionary measures (i.e. social distancing) in curbing the transmission of the COVID-19 outbreak. However, most of the elderlies are still sceptical about the usage of mobile payment services. The current study was set to investigate the impact of functional, psychological and risk barriers that resulted in elderlies' resistance towards using such services. The impact of stickiness to cash was also examined as a moderator on the investigated relationships.Design/methodology/approach>Online survey questionnaires were used to collect the responses from 400 elderly consumers at the age of 60 and above. Data analysis was then performed using the SPSS and AMOS statistical software packages.Findings>Findings obtained acknowledged the significance of functional (i.e. perceived complexity, perceived incompatibility and perceived cost), psychological (i.e. lack of trust, inertia, and technological anxiety) and risk (i.e. privacy risk, security risk, financial risk and operational risk) barriers in influencing resistance towards mobile payment services among the elderlies. Consequently, resistance would influence their attitude and non-adoption intention; with attitude as the mediator between resistance and non-adoption intention. Finally, moderation analysis also confirmed the moderating effect of stickiness to cash towards elevating the correlation between resistance and non-adoption intention.Originality/value>This study is one of the very few studies that explored the minimally investigated territory on the consequential importance of mobile payment usage among the elderlies, specifically, through extending the literature on the impact of functional, psychological and risk barriers towards the individuals' resistance. Besides, this study also successfully contributed to existing body of knowledge by highlighting the mediating role of attitude and moderating role of stickiness to cash in the interrelationships between resistance, attitude and non-adoption intention.

PurposeThe increasing popularity of live-streaming commerce has provided a new opportunity for e-retailers to boost sales. This study integrated signaling theory and social exchange theory to investigate how streamer- and product-centered signals influence customers’ likelihood of making an impulsive purchase in the live-streaming commerce context.Design/methodology/approachAn online survey was designed and distributed to the target respondents in China using purposive sampling. A total of 735 valid responses were analyzed with partial least square structural equation modeling (PLS-SEM).FindingsBoth streamer-centered signals, i.e. streamer credibility and streamer interaction quality, were discovered to significantly influence product-centered signal, i.e. product information quality. Additionally, streamer interaction quality was found to have a significant impact on streamer credibility. Furthermore, it was observed that customer engagement played a significant mediating role in the relationship between product information quality and impulsive buying tendency. Moreover, the paths between product information quality and customer engagement, as well as the connection between engagement and impulsive buying tendency, were found to be moderated by guanxi orientation.Originality/valueDespite the prevalence of impulsive purchases in live-streaming commerce, few studies have empirically investigated the impact of streamer and product signals on influencing customers’ impulsive purchase decisions. Consequently, to the best of our knowledge, this study distinguishes itself by offering empirical insights into how streamers use reciprocating relationship mechanisms to communicate signals that facilitate impulsive purchase decisions.

Live streaming e-commerce (LSE) platforms are information systems that blend real-time entertainment with instant purchasing to offer novel experiences to users. Drawing on cognitive appraisal theory, this study explains how LSE experiences stimulate users’ emotions and impulse buying behavior through a sequential process consisting of primary appraisal, secondary appraisal, and behavioral outcomes. Using a sample drawn from millennial users (18-35 years old), we conducted two studies. In the initial pilot investigation (n = 425), we examined users’ perceptions and behaviors when using LSE platforms; in the main study (n = 200), we explored the potential mediating and moderating factors affecting impulse buying tendencies. Overall, the findings show that LSE affordances predict the zero moment of truth (ZMOT) value on LSE platforms. The results also indicate that both trust in the streamer and emotional engagement play a mediating role in the relationship between ZMOT value and impulse buying tendencies. Finally, we found that trust in the LSE platform plays an important moderating role in strengthening the prediction of impulse buying tendencies. This study concludes with recommendations for future LSE research and practice.

Purpose This study aims to investigate the key determinants predicting users’ behavioural intention (BI) in adopting mobile payment (m-payment) in the new normal era. Design/methodology/approach The mobile technology acceptance model (MTAM) was extended through attitudes, perceived trust, perceived risk and personal innovativeness (PI) with government support (GS) functioning as a moderator. A total of 245 valid responses were gathered from Malaysian m-payment users with purposive sampling and subsequently evaluated through partial least square-structural equation modelling. Findings Mobile usefulness and PI significantly predicted user BI to use m-payment. Based on the moderation analysis, GS strengthened attitude-based impacts on BI towards m-payment adoption. Practical implications The empirical outcomes provide stakeholders with pivotal implications to develop holistic policies and strategies that potentially catalyse m-payment usage in the new normal era. Originality/value This research expands the current body of knowledge by assessing the factors impacting m-payment usage intention in the new normal era. The four aforementioned MTAM elements and GS (moderator) were recommended to boost model workability and offer novel evidence from a distinct viewpoint. Objetivo El objetivo de este estudio es investigar los determinantes clave que predicen la intención de comportamiento de los usuarios a la hora de adoptar el pago por móvil (m-payment) en la nueva era normal. Diseño/metodología/enfoque El modelo de aceptación de la tecnología móvil (MTAM) se amplió a través de las actitudes, la confianza percibida, el riesgo percibido y la capacidad de innovación personal, con el apoyo gubernamental como moderador. Se recogió un total de 245 respuestas válidas de usuarios malasios de pago por móvil mediante muestreo intencionado y se evaluó posteriormente mediante modelización de ecuaciones estructurales por mínimos cuadrados parciales (PLS-SEM). Conclusiones La utilidad del móvil y la capacidad de innovación personal predijeron significativamente la intención de los usuarios de utilizar el pago por móvil. Según el análisis de moderación, el apoyo gubernamental reforzó los efectos basados en la actitud sobre la intención conductual de adoptar el pago por móvil. Limitaciones/Implicaciones de la investigación Los resultados empíricos proporcionan a las partes interesadas implicaciones fundamentales para desarrollar políticas y estrategias holísticas que catalicen potencialmente el uso del pago móvil en la nueva era de la normalidad. Originalidad Esta investigación amplía el corpus actual de conocimientos al evaluar los factores que influyen en la intención de uso del pago por móvil en la nueva era normal. Se recomiendan los cuatro elementos MTAM mencionados y el apoyo gubernamental (moderador) para impulsar la viabilidad del modelo y ofrecer pruebas novedosas desde un punto de vista distinto. 研究目的 本研究旨在探讨新常态时代用户使用移动支付（m-payment）行为意向的主要决定因素。 设计/方法/途径 通过态度、感知信任、感知风险和个人创新能力, 并以政府支持作为调节因素, 对移动技术接受模型（MTAM）进行了扩展。通过有目的的抽样, 从马来西亚移动支付用户中收集了 245 份有效回复, 随后通过偏最小二乘法结构方程模型（PLS-SEM）进行了评估。 研究结果 移动实用性和个人创新性可显著预测用户使用移动支付的行为意向。根据调节分析, 政府支持加强了态度对采用移动支付的行为意向的影响。 实际意义 实证研究的结果为利益相关者提供了重要的启示, 有助于他们制定全面的政策和战略, 在新常态时代促进移动支付的使用。 原创性/价值 本研究通过评估新常态时代影响移动支付使用意向的因素, 拓展了现有的知识体系。研究推荐了上述四个 MTAM 要素和政府支持（调节器）, 以提高模型的可操作性, 并从一个独特的视角提供了新的证据。

PurposeThis study aims to embark on a bibliometric journey through the International Journal of Retail & Distribution Management (IJR&DM) to delve into its rich repository of applied retailing research.Design/methodology/approach626 publications in IJR&DM between 2015 and 2023 have been retrieved from Scopus for performance analysis of the journal’s publication (productivity) and citation (impact) trends as well as a science mapping of the journal’s collaborators (contributors) and major themes (contributions).FindingsThe performance analysis highlights the growth in the productivity and impact of IJR&DM alongside its most cited publications, most prolific contributors, most relied-on journals, as well as the authors, institutions, countries, and journals that the journal has impacted the most. The co-authorship analysis reveals the collaboration (i.e., international with a high concentration in Europe and North America along with an emerging presence in Asia) of IJR&DM. Keyword co-occurrence analysis and bibliographic coupling reveal eight themes. Our exploration revealed close interconnections among various domains including retailing and adaptive strategies, channel strategies, customer experience, market innovations, operations management, relationship marketing, shopping motivation, and sustainability.Research limitations/implicationsAlthough this study delivers a state-of-the-art overview of the retail industry through the scientific contributions from IJR&DM, it remains limited to the insights from a single authoritative source of knowledge on retailing.Originality/valueNo review, to date, has been conducted for IJR&DM. This study provides the inaugural retrospective of the scientific contributions of IJR&DM, outlining publication and citation trends alongside the intellectual structure of its body of knowledge on retailing. Theoretically, this retrospective is pivotal in charting the intellectual growth and thematic nuances inherent in retail research. Practically, this study serves as a guide for practitioners, enabling them to make strategically informed decisions and craft forward-looking strategies in sync with current realities.

PurposeCompulsive buying continues to be a maladaptive behavior that draws the attention of both scholars and marketers. The present study aims to investigate the determinants of compulsive buying, which are conceptualized as impulsive and obsessive–compulsive buying, and the mediation effect of brand attachment.Design/methodology/approachUsing purposive sampling, a self-administered questionnaire was completed by 600 young consumers in Malaysia. Partial least squares structural equation modeling was used to test the hypothesized relationships.FindingsThe results show that materialism, utilitarian value, and brand attachment are positively related to impulsive buying, while materialism, hedonic value, and brand attachment have a positive effect on obsessive–compulsive buying. In addition, brand attachment is found to mediate the effect of materialism and utilitarian value on both compulsive buying.Research limitations/implicationsThe study provides new insights into brand management literature by examining the predictors of impulsive and obsessive–compulsive buying. Moreover, brand attachment is found to be a significant mechanism that induces negative buying behavior. However, due to the growth of online shopping, future research should consider different types of retailers to provide a more comprehensive understanding of the subject matter in the modern business landscape.Originality/valueBeing one of the few studies to address both impulsive and obsessive–compulsive buying behaviors among consumers, this study highlights the essential role of brand attachment as a mediator in the contemporary setting. Moreover, the interrelationships between self-congruence, materialism, hedonic value, utilitarian value, brand attachment, and compulsive buying behavior are examined in a holistic manner.

Purpose With the diffusion of innovation theory (DOI) and theory of planned behaviour (TPB) as the guiding theoretical perspectives, this research aims to identify the factors motivating user attitudes and in-app purchase intentions (IAPIs). The moderating impact of user inertia towards TPB constructs was also explored. Design/methodology/approach A total of 500 responses were received via an online survey fielded from July to October 2021. The data were then analysed using partial least square structural equation modeling (PLS-SEM). Findings The results indicated that attitudes towards travel app shopping were predominantly determined by perceived relative advantages, compatibility and complexity. Findings also suggested that IAPIs are positively influenced by attitudes, communicability and perceived behavioural control and are moderated by user inertia. Originality/value A holistic framework integrating theoretical foundations from two disciplines (information systems and psychology) was designed to explain factors motivating user intentions to purchase travel products and services from apps. This research found a missing link in previous studies by showing the indirect role of attitudes that bridges the DOI and TPB and the importance of inertia as a key boundary condition. 智能手机上的旅游应用程序购物：了解影响旅游应用程序内购买意愿的成功因素 摘要 目的 本研究以创新扩散理论 (DOI) 和计划行为理论 (TPB) 作为指导性的理论视角, 确定了激发用户态度和旅游应用程序内购买意愿的因素。还探讨了用户惯性对 TPB 结构的调节影响。 设计/方法论/方法 在 2021 年 7 月至 2021 年 10 月进行了在线调查, 共收到 500 份回复。然后使用偏最小二乘结构方程建模对数据进行分析。 结果 结果表明, 对使用旅游应用程序购物的态度主要由感受到的相对优势、兼容性和复杂性决定的。研究结果还表明, 旅游应用程序内购买意愿受到态度、可传播性和感知行为控制的积极影响, 并受到用户惯性的调节。 原创性/价值 一个整合了来自两个学科（信息系统和心理学）的理论基础的整体框架旨在解释激发用户从应用程序购买旅游产品和服务的意愿因素。这项研究通过展示态度在DOI 和 TPB之间的间接作用以及惯性作为重要的边界条件, 发现了先前研究中缺失的环节。 Compras de aplicaciones de viajes en los móviles: Comprendiendo los factores de éxito que influyen en las intenciones de compra de las aplicaciones de viaje Resumen Propósito Con la teoría de la difusión de la innovación (DOI) y la teoría del comportamiento planificado (TPB) como perspectivas teóricas de análisis, esta investigación identifica los factores que motivan las actitudes de los usuarios y las intenciones de compra dentro de las aplicaciones. También se exploró el impacto moderador de la inercia del usuario hacia las construcciones TPB. Diseño/metodología/enfoque Se recibieron un total de 500 respuestas a través de una encuesta en línea realizada entre julio y octubre de 2021. Los datos se analizaron utilizando el modelo de ecuaciones estructurales de mínimos cuadrados parciales. Hallazgos Los resultados indicaron que las actitudes hacia la compra de aplicaciones de viajes estaban determinadas predominantemente por las ventajas relativas percibidas, la compatibilidad y la complejidad. Mientras, los hallazgos también sugirieron que las intenciones de compra en la aplicación están influenciadas positivamente por las actitudes, la comunicabilidad y el control del comportamiento percibido, y son moderadas por la inercia del usuario. Originalidad/valor Se diseñó un marco holístico que integra los fundamentos teóricos de dos disciplinas (sistemas de información y psicología) para explicar los factores que motivan las intenciones de los usuarios a la hora de comprar en las aplicaciones móviles productos y servicios turísticos. Esta investigación encontró un gap en estudios previos al mostrar el papel indirecto de las actitudes que unen a la teoría de la difusión de la innovación (DOI) y la teoría del comportamiento planificado (TPB), y la importancia de la inercia como una condición límite clave.

Purpose The purpose of this paper is to examine the impact of social commerce (s-commerce) cues (i.e. trust, compatibility, reliability and responsiveness) on repurchase intention in apparel s-commerce along with the mediating effect of customer engagement and the moderating effect of s-commerce navigation. Design/methodology/approach Using the purposive sampling technique, face-to-face survey was administered to Gen-Y social media users in Malaysia. Subsequently, 384 respondents were sampled. Partial least squares-structural equation modeling was used to perform the analyses. Findings S-commerce cues have a positive effect on customer engagement, which in turn leads to repurchase intention of apparel among Gen-Y. Particularly, customer engagement also mediates the relationship between s-commerce cues and repurchase intention. S-commerce navigation is found to moderate the effect of engagement on repurchase intention. Research limitations/implications The findings are derived from the perception of Gen-Y in Malaysia and do not represent the entire population. Future research could investigate the same phenomena across generations and consider heterogeneity issues to provide more insights. Practical implications Apparel s-commerce retailers are suggested to engage with customers more in the e-retail environment to build a lasting relationship. Contextual factors such as ease of navigation should be observed to enhance the desired response of diverse customers today. Originality/value This study adds to the growing body of knowledge on relationship marketing by assessing the impact of customer engagement and navigation on the relationships between s-commerce cues and repurchase intention in the contemporary setting.

PurposeThis study synthesises the self-determination theory (SDT), expectation-confirmation model (ECM), and protection motivation theory (PMT) to formulate an integrated theoretical framework that elucidates the process of shaping the intention to continue using facial recognition payment (FRP) under the conditional impact of perceived technology security.Design/methodology/approachData from 667 Beijing Winter Olympics visitors with FRP experience were collected through an online survey and analysed using variance based-structural equation modelling (VB-SEM).FindingsThis study reveals that the intention to continue using FRP evolves through three key stages. Initially, in the expectation stage, the multidimensional concept of artificial autonomy (sensing, thought, and action), which is underpinned by self-determination, is pivotal, strongly influencing perceptions of service enhancement and fostering trust in FRP. Subsequently, the confirmation stage underscores the importance of perceived service enhancement and trust as vital drivers in maintaining FRP usage, while also contributing to subjective well-being. Crucially, perceived technology security emerges as a key moderating factor, enhancing positive perceptions and intentions towards FRP, thus influencing its sustained adoption.Originality/valueThis study stands out by revealing the nuanced interplay between artificial autonomy and user perceptions, particularly concerning service enhancement, technology security, and trust, as they influence well-being and the continued adoption of FRP. Robustly grounded in the integrated theoretical framework of SDT, ECM, and PMT, the study’s findings are critical for comprehending the core elements and specific drivers that promote sustained FRP use, especially as we consider its potential widespread implementation. Therefore, this study not only advances theoretical understanding but also offers practical guidance for optimising FRP deployment strategies in a rapidly evolving technological landscape.