Investigating Antecedents of Behavioral Intentions in Mobile Commerce

ABSTRACT

Despite the importance of mobile commerce (m-commerce) as an emerging channel of communication, marketing, and sales in business, few studies address how consumers decide to use m-commerce. In this study, we develop a conceptual framework for investigating the role of the perceived ease of use, perceived usefulness, and perceived enjoyment in determining consumers' intention to use m-commerce. We also investigate the importance of social influence in determining intention to use m-commerce. We draw on the Technology Acceptance Model (TAM) to develop our theoretical model. The empirical examination of our research model indicates that extrinsic and intrinsic motivations positively impact intention to use m-commerce. The current research model and its results could provide a rigorous basis for understanding consumers' behavior in wireless contexts.     

Exploring factors influencing US millennial consumers’ use of tap-and-go payment technology

ABSTRACT

Although mobile payment (MP) represents a possibility for traditional brick-and-mortar US retailers to enhance the quality of customer service, mobile payment adoption in the US has lagged, with research regarding this phenomenon in the US seemingly in its embryonic stage. The current study contributes to the literature on mobile payment adoption in the US by investigating the factors on US millennial consumers’ use of mobile payment technology, operationalized in the study as tap-and-go payment systems. The study mirrors a study of the acceptance of mobile shopping technology among German consumers, with some extension. The study incorporated mobile payment risk perception, system trust, and socio-cultural influence into an extended technology acceptance model (TAM) to explore this issue. Results from a survey conducted among 357 US Millennials indicate that perceived ease of use of MP (PEOUMP); perceived usefulness (PUMP); and risk perception all influence attitude toward mobile payment (AttMP). System trust, socio-cultural influence, and AttMP all influence MP use intention. The paper discussed the limitations of the study and future research directions.     

Explain the intention to use smartphones for mobile shopping

This research aims to propose an extended Technology Acceptance Model (TAM) that will provide better understanding of the acceptance of purchasing using smartphones. In fact, satisfaction toward the visit of the mobile Web site and the perceived enjoyment are added to the original model. A questionnaire was used to collect data from 400 French purchasers and non-purchasers. The structural model analysis has highlighted two differences between the two individuals’ profiles. The first is the positive and significant impact of perceived enjoyment on the intention to use smartphones to make purchases, since it is only significant amongst the purchasers. The second difference concerns the impact of satisfaction on the intention to use smartphones for purchases, which is significant only among the purchasers. Managerial implications are further discussed.     

How perceived trust mediates merchant's intention to use a mobile wallet technology

As mobile wallets are in constant demand and growing over the past few years, there is a need to identify views of different stakeholders involved in the process. Several studies have been done to investigate consumers' perspective intensively. On the other hand, review of perception and adoption of wallet services by other participants, in particular merchants, is often neglected. The present study aims to fill this gap. This study used an empirical model to measure merchant's intention to use a mobile wallet technology. The study includes the variables, perceived compatibility, perceived usefulness, awareness, perceived cost, perceived customer value addition and perceived trust, and aims to determine their influence on intention to use. Our study also tested the mediating effect of perceived trust on the influence of perceived usefulness to predict merchant's intention. The study includes results of the survey of 315 Indian merchants by an online survey method. We find the highest effect of perceived customer value addition on merchant's intention, followed by perceived usefulness of technology. The proposed mediation effect of perceived trust was small but significant on perceived usefulness. The results of the study can help mobile payment companies to understand factors that are relevant to increase adoption of technology in the context of merchants.     

Antecedents and Consequences of Consumers' Attitude toward Social Commerce Sites

Drawing upon technology acceptance model (TAM), this study investigates the antecedents and consequences of consumers' attitude toward social commerce sites. In addition to the antecedents of perceived usefulness and perceived ease of use from TAM, the study includes such factors as perceived trust, perceived shopping enjoyment, perceived shopping risk, and perceived social presence. The study results suggest that consumers' attitudes toward social commerce sites are significantly impacted by perceived usefulness, perceived ease of use, perceived shopping enjoyment, and perceived shopping risk. The study also finds that consumers' attitudes toward social commerce sites significantly influence the effects of e-word-of-mouth (eWOM) intention, intention to return, and e-purchase intention. This study provides an integrative approach to evaluating antecedents and consequences of consumers' attitude toward social commerce sites. Limitations and future research are discussed.     

The role of utilitarian and hedonic aspects in the continuance intention to use social mobile apps

The purpose of this research is to understand the main factors that determine users’ continuance intention to use social mobile Apps, considering two utilitarian (i.e., perceived usefulness, perceived ease of use) variables and a hedonic (i.e., perceived enjoyment) variable. As social mobile Apps may be utilitarian or hedonic, we aim to evaluate possible differences in the significance of the aforementioned antecedent factors in utilitarian Apps (i.e., TripAdvisor) and hedonic Apps (i.e., Instagram). The data were collected from an international sample of users; the Partial Least Squares method was applied to analyze the research model, using SMARTPLS 3.0. To analyze the moderating effects, a multi-group PLS analysis was carried out to compare the differences between the path relationships in the two Apps. The results show that continuance intention to use is explained by perceived usefulness, perceived ease of use, perceived enjoyment, satisfaction and user experience (control variable), and the impact of utilitarian variables is generally greater for utilitarian Apps, whereas the impact of perceived enjoyment is higher for hedonic Apps. This study contributes to the general body of knowledge about mobile Apps by providing a comprehensive theoretical foundation and practical implications that illuminate the continuance use of social mobile Apps.     

Modeling Consumers’ Adoption Intentions of Remote Mobile Payments in the United Kingdom: Extending UTAUT with Innovativeness,Risk, and Trust

Mobile payments (MPs) are predicted to be one of the future's most successful mobile services but have achieved limited acceptance in developed countries to date. PCs are still the preferred technology for online shopping in the United Kingdom but the continued growth of mobile commerce (MC) is highly correlated with the success of remote MPs (RMPs). Currently MP research has largely ignored the variations between different MP solutions, and existing MP adoption studies have predominantly utilized Davis’ (1989) Technology Acceptance Model, which has been criticized for having a deterministic approach without much consideration for users’ individual characteristics. Therefore, this study applied the Unified Theory of Acceptance and Use of Technology (UTAUT), extended with more consumer‐related constructs, to explore the factors affecting nonusers’ intentions to adopt RMP in the United Kingdom. Quantitative data were collected (n = 268) and structural equation modeling was undertaken. The findings revealed that performance expectancy, social influence, innovativeness, and perceived risk significantly influenced nonusers’ intentions to adopt RMP, whereas effort expectancy did not. Inclusion of MP knowledge as a moderating variable revealed that there was a significant difference in the effect of trust on behavioral intention for those who knew about MP than for those who did not. These findings have important theoretical and practical implications, particularly for the development and marketing of RMP, which will support the long‐term success of MC.     

Why Do Consumers Go Internet Shopping Again? Understanding the Antecedents of Repurchase Intention

Consumer intention of reusing online websites for shopping is a major consequence for an electronic commerce company's profitability. Therefore, understanding the factors that influence online customers' repurchase intentions is of great importance to the EC companies. Drawing on specific dimensions of Social Cognitive Theory (SCT), Information Systems continuance model, Technology Acceptance Model (TAM), and empirical findings from prior studies as antecedents, the related factors were adapted and integrated within the context of Internet shopping repurchase intentions and were tested in a field study. Empirical data for hypotheses testing were collected from the online virtual store of 7-ELEVEN in Taiwan, yielding 444 valid samples. The results show that online consumer repurchase intention is determined by satisfaction, perceived usefulness, perceived ease of use, and Internet shopping self-efficacy. Satisfaction is influenced by perceived usefulness, perceived ease of use, confirmation, and positive Internet shopping experience. Perceived usefulness, in turn, is influenced by behavior modeling, positive Internet shopping experience, Internet shopping self-efficacy, and confirmation. Confirmation is affected by positive Internet shopping experience and behavior modeling. In addition, confirmation has significant effects on perceived ease of use. Finally, positive Internet shopping experience appeared to have a significant impact on Internet shopping self-efficacy. From the empirical data, meaningful findings and conclusions are derived, and suggestions for future research are also discussed.     

Determinants of customers' intentions to use hedonic networks: The case of Instagram

The emergence of the internet is a challenge for classical economic analysis, as it has a huge impact on people's habits and also on their living standards all over the world. In recent years, a particular attention has been paid to the study of the effect of Internet use and in particular, the impact of social networks on consumer behavior. The aim of this study is to develop a specific model that examines the impact of hedonic technology, such as Instagram, and integrates for the purpose some social factors. The key studied factors are eschewed by the Technology Acceptance Model (TAM). These are perceived pleasure and social identity. In addition, this paper tries to explore social CRM and provide theoretical and practical implications. This study tries also to validate the results of a first study by using a qualitative study. The results confirm the positive effect of perceived pleasure, social identity (cognitive, affective and evaluative) and perceived ease of use on intention to use Instagram. However, we found no empirical support for the significant and positive effect of perceived usefulness on the intention to use social networks. The results of the qualitative study could not validate the impact of perceived usefulness on the intention to use Instagram. The valuable insights gained from this study can be used to improve management practices and to help companies to develop more effective intervention programs to attract, encourage, motivate and influence their potential clients to participate in their social CRM programs.     

QR code and mobile payment: The disruptive forces in retail

The emergence of mobile payment (m-payment) resulted in the disruption of many sectors in the business sphere, particularly the retail industry. However, the acceptance of m-payment still has substantial room for improvement. Therefore, this study purports to ascertain the critical antecedents that impact the m-payment adoption intention, in particular the type of m-payment that utilizes the Quick Response (QR) code technology, through an extended Mobile Technology Acceptance Model. On top of offering several theoretical implications, numerous practical implications are also provided for stakeholders in the retail sector.     

What motivates customers to shop in smart shops? The impacts of smart technology and technology readiness

With the rapid diffusion of smart technologies, a new retail mode, the smart shop, has received increasing attention from both academia and practitioners in the 5G era. However, previous studies on smart shops have largely focused on the effects of smart technologies on technology adoption rather than customer shopping behaviors. To fill this gap, this study applies the hedonic information systems acceptance model (HISAM) to identify the utilitarian and hedonic motivations affecting consumer shopping intention. In addition, we characterize a second-order formative construct, technology readiness, as a technology-related personality to test its moderating role in the research model in the marketing context when consumer behaviors may differ due to individual characteristics. Using structural equation modeling (SEM), we applied SmartPLS 3.2.8 to analyze 298 valid samples. The results show that perceived ease of use significantly affects perceived usefulness and perceived enjoyment, in turn, these three factors directly influence shopping intention. Additionally, perceived ease of use will have a stronger impact on perceived usefulness and shopping intention when the customer has a high level of technology readiness. Finally, theoretical and practical suggestions and future research directions are also discussed.     

Consumer e-shopping acceptance: Antecedents in a technology acceptance model

This study integrates e-shopping quality, enjoyment, and trust into a technology acceptance model (TAM) to understand consumer acceptance of e-shopping. Online surveys with college students (n = 298) were conducted. E-shopping quality for apparel products consists of four dimensions: web site design, customer service, privacy/security, and atmospheric/experiential. A structural equation model reveals that e-shopping quality determines perceptions of usefulness, trust, and enjoyment, which in turn influence consumers' attitudes toward e-shopping. Consumer perceptions of usefulness and attitude toward e-shopping influence intention to shop online, while perceived ease of use does not influence attitude toward e-shopping. Shopping enjoyment and trust play significant roles in consumers' adoption of e-shopping. This study provides important implications for e-tailers whose web site developers must keep in mind that customers are not only web users with trust/safety and information needs, but also shoppers with service and experiential needs.     

What drives consumers to shop on mobile devices? Insights from a Meta-Analysis

The penetration of mobile devices has reshaped consumers’ shopping journeys, drawing the attention of both scholars and practitioners. Over the last two decades, a rich strand of empirical studies across disciplines has been conducted on the factors underlying mobile shopping behavior. We provide and test a comprehensive framework for both the key drivers of consumers’ initial adoption and the continuance intention to use mobile devices for purchasing. To achieve this goal, we conduct a meta-analysis, in which we integrate the findings from the literature and apply a structural equation modeling approach. Our work builds on the existing theories (Technology Acceptance Model, Theory of Planned Behavior, and Unified Theory of Acceptance and Use of Technology) and offers an extensive understanding of the variables that shape mobile shopping behavior. Based on 207 articles, with 228 studies, 4,354 effect sizes, a total sample size of 68,944 shoppers, our findings show that mobile shopping is influenced by variables that reflect the evolution of technological innovations and the consequent improvement of the functionality and convenience of mobile devices (previous digital experience and ubiquity). Managerially, based on these findings, we provide a future research agenda and the key implications for firms to develop for a successful marketing strategy throughout the mobile customer journey. Companies should focus on both utilitarian and hedonic variables to stimulate the intention to use the mobile for the first time. In addition, to increase continuance intention to use mobile for shopping, they improve customer satisfaction, through enjoyment and the three dimensions of quality of the mobile channel.     

Understanding the intention to use mobile shopping applications and its influence on price sensitivity

This study employs an extended technology acceptance model (TAM) and the theory of diffusion of innovations (DOI) to understand the intention to use mobile commerce applications for shopping purposes. The variables—perceived enjoyment, perceived risk and personal innovativeness—were added to the original model. The price sensitivity criterion was predicted using the variables—perceived risk, personal innovativeness, satisfaction and the intention to use. An online questionnaire was circulated nationwide through email to verified e-commerce users and a sample of 675 respondents was taken for analysis through structural equation modeling approach. Gender, experience and frequency of using mobile shopping applications were used as moderators for all relationships. Findings of this study reveal that personal innovativeness and perceived risk play a major role in deciding the intention to use mobile shopping applications. Users who are highly innovative and with a higher intention to use mobile shopping applications are less sensitive to price. Various managerial implications including applications to differential pricing, improving adoption pace and segmenting consumers to design marketing strategies are discussed.     

Virtually Compatible or Risky Business? Investigating Consumers’ Proclivity Toward Online Banking Services

The present research examines online banking services, and it challenges the prevailing assumptions underlying the nomological validity of the Technology Acceptance Model (TAM). Results from 594 Taiwan respondents support a negative relationship between sub-constructs of consumers’ risk propensity and ensuing online banking services (OBS) engagement. The most important contribution is the strong empirical support that both consumers’ positive impact of perceived ease of use and perceived usefulness are positively related to the adoption of OBS. Furthermore, the results reveal that the assumptive impact of perceived risk construct is negatively associated with OBS adoption. The diminished impact of perceived risk explicitly challenges the predominant underpinnings of the TAM framework. In addition, findings reveal that the perceived risk factor consists of five underlying dimensions: financial risk, performance risk, time risk, psychological risk, and privacy risk.     

Exploring the determinants of usage continuance willingness for location-based apps: A case study of bicycle-based exercise apps

This paper investigates how mobile app design and social media can be used to influence the intention for continued use of location-based mobile apps. Uses and gratification theory and information systems success model are used to explore the key factors of continued usage intention. Three hundred and fifty-six valid questionnaires were collected to test the research model. The results showed that perceived usefulness, enjoyment, sense of belonging would significantly influence the usage habit and satisfaction of bicycle-based exercise app. In particular, the habit and satisfaction had strong impact on the intention for continued use. This study extended the findings of exercises with mobile apps and provided implications for the developers and operators of fitness and leisure-oriented apps.     

The determinants of Women's redemption of geo-targeted m-coupons

This research has two objectives. First, it examines the determinants and consequences of attitude toward geo-targeted mobile coupons (hereafter, m-coupon). Second, it studies the effect of coupon value and store brand preference on women's intention of visiting a store and redeeming geo-targeted m-coupons. Using a scenario method and an online questionnaire, data are collected from 693 women students. The results support the influence of fear of spam on m-coupon usefulness, perceived privacy risks, m-coupon proneness, ease of use, and perceived product utility. The findings also confirm the effects of perceived usefulness of m-coupons, perceived privacy risk, m-coupon proneness, perceived ease of use, and perceived product utility on women's attitudes toward fashion-related m-coupons. In turn, attitude influences intention of visiting the store and intention of redeeming the m-coupon. M-coupon value and store brand preference significantly affect intentions of redeeming the m-coupon and visiting the store.     

Examining consumers' continuous usage of multichannel retailers' mobile applications

This paper examines the variables influencing a consumer's satisfaction and continuous use of a multichannel retailer's mobile application. Drawing upon the Expectation Confirmation Model for Information Technologies, post-adoption literature, and consumer behavior literature, we assess pertinent factors on the continuous usage of multichannel retailers' mobile apps. Through a sample of 1009 consumers who retained a retailer's mobile app for more than 6 months and conducting Structural Equation Modelling, the findings illustrate that utilitarian variables (perceived usefulness, ease of use, and personalization), hedonic variables (perceived enjoyment), and a brand-related variable (consumer loyalty intention toward the retailer's brand), play a significant role in influencing continuous usage of multichannel retailers' mobile apps. In contrast to e-commerce research, the study outlines that escapism plays a negative role in both consumer satisfaction and intention to continue to use a multichannel retailer's mobile app. Previous research points to the fact that consumers' retention of retailers' apps is low. This paper contributes to the emerging literature on consumers' continuous use of retailers' mobile apps through enhancing our understanding of technology and non-technology-related variables.     

Customer behavioural intentions towards mobile money services adoption in Ghana

This study examined the determinants of mobile money service usage intentions and assessed the effect of social influence (SI) on mobile money services adoption and behavioural intentions (BIs). The sample of the study comprised 300 mobile money service users in Ghana. Guided by the conceptual framework and two theories identified to have an effect on technology adoption and consumer behaviour, eight hypotheses were developed and tested using Structural Equation Modelling Techniques. It is discovered that perceived ease of use, perceived usefulness, perceived trust and perceived cost of use have a strong influence on mobile money service usage. The study found SI to have a significant effect on the adoption and BI. Providers ensure that their mobile application services are simple to operate, fulfil specific consumers’ needs, protect consumers’ accounts to ensure trust and are affordable, hence positively influencing consumers’ adoption of services.     

An exploratory investigation of factors affecting and best predicting the renewed adoption of mobile wallets

Foreign nationals often have no other choice than to adapt themselves to technological innovations of their host countries. This is particularly the case of individuals who are exposed temporarily to the world’s cashless societies where mobile wallets are the dominated payment method. Yet, little is known regarding continuous usage intentions among these individuals who have accumulated experience interacting with mobile wallets.This study explores how relative convenience, relative advantage, perceived privacy, and perceived security influence 'renewed adoption' of mobile wallets among experienced users of the leading Chinese mobile wallets. It also explores the best predictors of the renewed adoption intention of mobile wallet technology among these users. The results of this study show that each of the independent variables positively influences renewed adoption intentions. The results also show that relative advantage and perceived security as the best predictors of renewed adoption intention of mobile wallets. Based on the results of this study, practical and theoretical implications are provided.