Influence Continuance Intention Research Articles

The influence of information security factors on the continuance use of electronic wallet

Electronic wallet (e-wallet) has become one of the emerging financial technologies. This study aims to analyze the influence of information security on the continued use of e-wallets in Indonesia using the expectation confirmation model (ECM). We involved 522 e-wallet users and processed the data using partial least square equation modeling. The results indicate that information provided, user privacy, encryption, and transaction process affect perceived security. Perceived security affects confirmation and satisfaction and satisfaction influences continuance intention. This study provides user perspectives on security factors to ECM and can be used as a reference for e-wallet providers in evaluating their services.

Post-Pandemic: University Students’ Satisfaction on the Use of E-Learning

In 2020, approximately all universities worldwide abruptly closed due to an urgent public health issue to stop the COVID-19 epidemic from spreading. Unfortunately, even though some universities have undergone online teaching techniques before, they are not prepared to learn online fully. This research examines whether students’ attitudes, convenience flexibility, and schools’ support influence the continuance intention toward e-learning and whether satisfaction with e-learning is the mediator of the relationships above. This study was conducted in Malaysia and Indonesia after the COVID-19 epidemic to assess university students’ intent to continue using e-learning platforms. 160 college students in all took part in the research. This study reveals that satisfaction directly influences continuance intention whereas convenience flexibility and school support influence continuance intention when satisfaction came in and plays a role as a mediator. The link between students’ attitudes, convenience flexibility, school support, and continuance intention are mediated by their satisfaction with e-learning. To bolster students' contentment with e-learning, it is suggested for universities to fortify the convenience and flexibility of the system and improve the level of support provided by the institution.

RETRACTED ARTICLE: Factors influencing continuance intention of participants in crowdsourcing

In a dynamic business environment, the roles of contests and crowd-sourcing are increasingly acknowledged. However, the factors driving sustained participation in these arenas remain incompletely understood. To address this gap, our study investigates the factors that influence the ongoing engagement intentions of users on contest collection portals. We focus on the interplay between goal-congruent outcomes (GCO), search intention, and various motivational elements. We collected responses from 291 individuals between March 18 and 27, 2022, and conducted an analysis based on partial least squares structural equation modelling (PLS-SEM). Our analysis indicates that utilitarian motivation positively impacts both GCO and search intention. Career promotion specifically influences GCO, while rewards serve as key determinants of both GCO and search intention. Importantly, our findings underscore the role of GCO and search intention in shaping users’ intentions to continue participating. These insights offer significant implications for businesses and platform designers, emphasising the need to understand and cater to the diverse motivations of users to sustain their interest and engagement.

A uses and gratifications approach to examining users’ continuance intention towards smart mobile learning

Smart mobile learning (SML), an online learning system built on artificial intelligence technology, signifies a key development trajectory for mobile learning. However, the current literature reveals a research deficit in introducing specific constructs that represent the categorical level of gratification towards SML, and a new gratification for the intelligent dimension of SML has yet to be identified. Utilising the uses and gratifications (U&G) framework, this study identifies five categories of user gratification. These are derived from five theoretical perspectives, including the incentive theory of motivation, learning theory, diffusion of innovation theory, self-determination theory, and flow theory. Hence, this research integrates aspects of technology, content, social, utilitarian, and hedonic gratification to examine their influence on users’ continuance intention towards SML. This study focuses on Liulishuo, an SML app, as a typical research object and incorporates data from 495 valid samples. The analysis via partial least-squares structural equation modelling (PLS-SEM) indicates the hierarchical significance of various gratifications influencing continuance intention. The empirical findings suggest that in the realm of SML, users’ expectations surpass basic intrinsic needs in importance. For the first time, this study introduces the intelligence construct to investigate users’ technology gratification concerning SML, thereby empirically establishing the validity of this construct. This study reveals that technology gratification, embodied in the notion of intelligence, is the most critical determinant of continuance intention towards SML, a relationship that has previously remained unexplored.

The public's perception of an earthquake early warning system: A study on factors influencing continuance intention

This paper investigates the perceptions of the New Zealand public towards the Android Earthquake Alert (AEA) system, a public-facing earthquake early warning system. Specifically, it examines the public's continuance intention towards the AEA system and the influencing factors of satisfaction, confirmation, perceived usefulness, and perceived trust. To gather insights into the public's perceptions regarding the AEA system, this study distributed online surveys following two separate earthquake alert events on 12 October and 22 October 2021. A total of 524 and 671 participants responded to the two events' surveys, providing valuable data for analysis and exploration. Structural Equation Modelling of the two datasets revealed that the continuance model fit the data to some extent, especially on the significance of perceived usefulness and perceived trust to continuance intention. However, the results also showed varying results for satisfaction's relationship with perceived trust and continuance intention. These findings underscore the need for further investigation into the role of satisfaction and perceived trust, considering the evolving nature of EEW technologies and users' familiarity over time. The descriptive and inferential analysis results raised concerns about potential confusion around the alerts' source and highlighted the question of responsibility and liability for EEW. Overall, this study contributes to understanding continuance intention in the EEW context and provides insights into the public's perception of the AEA system in New Zealand. The findings have implications more broadly for EEW systems’ design, implementation, and communication strategies.

A Study on Student Satisfaction and Continuance Intention Application Platform Based on Gamification

In this era, more and more advanced technology is available, and the technological developments that are made are very helpful to humans. The application of gamification is one of the results of technological advances, namely technological developments combined with the application of the concept of playing games into non-context games. This study aims to analyze the influence of satisfaction and continuance intention on students using gamification applications. This research is variance-based SEM with TAM and ECM models. GSCA application was used to analyze data with 83 respondents. The results of this research are that perceived usefulness has no effect on continuance intention, perceived ease of use influences satisfaction, perceived ease of use has an influence on gamification application value, gamification application value influences satisfaction, gamification application value influences continuance intention, satisfaction influences continuance intention.

Integrating ISS and SOR models to investigate the determinants of continuance intention toward using m-payment for donations (Sadaqah): the moderating role of Islamic religiosity

PurposeDespite the significance of donations (Sadaqah) via mobile payment in Islamic countries, little is known about the variables influencing continuance intention toward using m-payment for donations (Sadaqah). Based on the stimulus-organism-response (S-O-R) model, this research explores the influence of perceived quality (i.e. system, information, service) as a stimulus on customer satisfaction, engagement and delight as organisms, which then affects continuance intention toward using m-payment for donations (Sadaqah) as a response. Moreover, the study investigates the moderating role of Islamic religiosity.Design/methodology/approachUsing partial least squares structural equation modeling (PLS-SEM), a representative data sample of 419 Egyptian Muslims was analyzed to test hypotheses.FindingsThe findings revealed that all perceived quality constructs significantly positively affect customers' satisfaction. Customer satisfaction, in turn, positively affects customer engagement and delight. Moreover, customer engagement, delight and Islamic religiosity significantly positively affect continuance intention toward using m-payment for donations (Sadaqah). The findings also revealed that Islamic religiosity moderates the influence of customer engagement and customer delight on continuance intention toward using m-payment for donations (Sadaqah).Originality/valueThis is the first study to examine using m-payment for donations (Sadaqah) in an Islamic environment based on the S-O-R model.

Exploring the determinants of continuous intention in TikTok from the perspective of social influence: a mixed approach of SEM and fsQCA

PurposeThis study embraces the call for exploring the determinants of continuous intention in TikTok. Taking the perspective of social influence, this study not only tries to explore the contextual sources of two types of social influence but also aims to unveil the influence mechanism of how social influence affects TikTok viewers’ continuous intention.Design/methodology/approachThis study empirically analyzes how TikToker attractiveness, co-viewer participation, platform reputation and content appeal affect informative and normative social influence and then lead to the continuous intention of TikTok. Based on 547 valid survey data, this study adopts a mixed analytical approach for data analysis by integrating structural equation modeling (SEM) and fuzzy-set qualitative comparative analysis (fsQCA).FindingsSEM results unveil that content appeal is the most critical antecedent of informational social influence, while the TikToker attractiveness and platform reputation have no effect on it. Differently, all four external sources positively lead to normative social influence. Among them, content appeal and co-viewer participation influence the most. The influences of both two types of social influence on continuous intention are demonstrated. FsQCA results reveal seven alternative configurations that are sufficient for influencing continuance intention and further complement and reinforce the SEM findings.Originality/valueAddressing the critical contextual elements of TikTok, this study explores and confirms the sources which may engender social influence. The authors also demonstrate the critical role of social influence in affecting TikTok viewers’ continuous intentions by the hybrid analytical approach, which contributes to existing academic literature and practitioners.

Post-purchase behaviour triggers in branded mobile shopping apps

PurposeThis study aims to integrate the perspectives offered by TAM and related models, respectively, the theory of values, to examine the impact of branded mobile shopping apps perceived value dimensions on continuance and recommendation intention.Design/methodology/approachA quantitative research was conducted online on a sample of 459 Romanian consumers to investigate how various facets of the perceived value of mobile shopping apps of some fashion brands influence continuance intention and the intention to recommend mobile apps. Sample selection implied a mixed non-probability method, convenience sampling and snowballing method, and the research hypotheses were tested using structural equation modelling (SEM) and path analysis.FindingsThis study validates significant positive relationships between perceived ubiquity, app incentive, respectively, epistemic value of branded mobile shopping apps and continuance intention, and between perceived hedonic value, social value, continuance intention and the intention to recommend branded mobile apps.Originality/valueThe research provides a deeper understanding of the influence played by the perceived value of mobile shopping apps on the consumer post-purchase behaviour and takes into consideration the mediating role of continuance intention for the perceived value and recommendation intention relationship.

Determinants of travel apps continuance usage intention: extension of technology continuance theory

ABSTRACT Although an increasing number of companies are investing in travel-related apps and user retention with travel apps is becoming critical for these companies, few studies have investigated the determinants of travellers’ post-adoption behaviour regarding travel apps. This study aims to contribute to the literature by exploring the drivers of travel-related apps’ continuance intention to use, drawing on technology continuance theory (TCT) by integrating the perceived enjoyment, personal innovativeness, and attractiveness of alternatives. Data were obtained from 355 Thai travellers who had prior experience with travel-related apps and analysed using the partial least squares approach. The findings showed that TCT has good power to explain the travellers’ continuance intention to use travel apps. Perceived enjoyment positively influences satisfaction. Furthermore, perceived innovativeness and attractiveness of alternatives negatively influence continuance intention.

Counseling for Health: How Psychological Distance Influences Continuance Intention towards Mobile Medical Consultation.

As mobile healthcare services entered the public sight with high frequency during the COVID-19 pandemic, patients are increasingly recognizing the effectiveness of mobile medical consultation (MMC). Earlier studies have investigated what influences continuance intention (CI) towards MMC, but few studies have scrutinized it from the perspective of patients' psychological distance. We formulated a framework to examine the psychological factors influencing CI towards MMC by integrating the information systems continuance model and psychological distance theory. The framework was validated using the partial least squares structural equation modeling (PLS-SEM) approach and data from 475 MMC users in China. The empirical results revealed that immediacy, telepresence, intimacy, and substitutability were significant predictors of CI, while satisfaction mediated these pathways. Pandemic-induced anxiety positively moderated the effect of immediacy on satisfaction and the effect of satisfaction on CI. Practical implementations for MMC healthcare practitioners, designers, and marketers are drawn.

Understanding e-satisfaction, continuance intention, and e-loyalty toward mobile payment application during COVID-19: an investigation using the electronic technology continuance model

This research examined the determinants of e-satisfaction, continuance intention, and e-loyalty regarding the use of mobile payment applications (MPAs). It developed and validated the electronic technology continuance model (e-TCM) integrating a psychological factor (perceived threats), e-satisfaction, circumstantial factor (perceived anxiety), and the dimensions of quality. Using a questionnaire, data was collected from 455 respondents and analyzed using structural equation modeling. The influences of information quality, service quality, system quality, perceived usefulness, and confirmation on both e-satisfaction and continuance intention are found positive. However, perceived threats and perceived anxiety do not influence e-satisfaction but influence continuance intention. Moreover, e-satisfaction positively impacts continuance intention and e-loyalty; and continuance intention positively impacts e-loyalty. This research evidences the roles of perceived threat, e-satisfaction, perceived anxiety, and the dimensions of quality on customers’ e-satisfaction, continuance intention and e-loyalty, using the integrated framework comprising the health belief model, expectation–confirmation model, and information systems success model. The findings of this research can guide MPA services providers, online businesses, industry analysts, suburban consumers, and respective government authorities when MPA usage is concerned during any unprecedented crisis such as the COVID-19 pandemic.

What Drives Consumers to Use Syariah M-Banking to Purchase E-Money? Integration of UTAUT 2 and Mobile Service Quality

This study investigates what factors persuade consumers to purchase e-money via syariah m-banking applications. Researchers extended the Unified Theory of Acceptance and Use of Technology (UTAUT 2) to find new information as well as to accommodate the limitations and discussions of previous studies. A purposive sampling technique was adapted to select respondent criteria. The collected data from 120 respondents were analyzed using Partial Least Square Structural Equation Modeling (PLS-SEM), supported by WarpPLS 8.0, through three main stages of analysis: measurement model, structural model, and hypothesis testing. Additional analysis was undertaken to produce robust findings by explaining multicollinearity, common method bias, and multigroup analysis by categorizing two groups of respondents (male and female). Researchers found that only social influence and hedonic motivation have a significant effect on trust from the UTAUT 2 model. On the other hand, two exogenous constructs in the mobile service quality model proved to have a significant effect on trust, security (privacy), and practicality. Furthermore, the research showed that trust is a fundamental factor in influencing continuance intention because it produces the largest effect size (f-square) and significant path coefficient value. The findings should encourage all Islamic banking stakeholders and practitioners to increase individual trust by creating educational and innovative programs connected with consuming digital banking services, especially e-money purchases.

Factors influencing re-usage intention of online and mobile grocery shopping amongst young adults in South Africa

PurposeThis study investigates the factors influencing re-usage intention of online and mobile grocery shopping among young adult consumers in South Africa.Design/methodology/approachData were collected from selected young adult participants using a stratified probability sampling strategy. Smart PLS was used to analyse the data.FindingsThe findings of the study indicate that perceived usefulness (PU), peer review (PR) and attitude (ATT) positively influence continuance intention (CI).Research limitations/implicationsIn line with the available literature, there are few prior post-adoption studies that delineate the influence of individual characteristics on digital commerce usage activities. There is high mobile penetration as a result of positive digital commerce and mobile application usage and adoption, creating the need to investigate and better understand the drivers behind, not just adoption and usage, but continued use of digital commerce platforms and applications. Since the sample size is relatively small, further future research studies can test the same model with bigger sample sizes to assess generalisability of the results in different locations.Practical implicationsThis study adds to the current literature by concentrating on the extent to which systems and marketing elements influence young adult customers' intention to continue using online and mobile grocery shopping platforms in South Africa.Originality/valueThe study adds value from a theoretical standpoint, contributing to the antecedent factors of the technology acceptance model (TAM), theory of reasoned action (TRA) and stimulus-organism-response (S-O-R) model and giving marketing academics insights into what aspects drive re-use of online and mobile grocery shopping and on what should be the focus.

How Perceived Security Influences Continuance Intention to Use Mobile Wallet

This study's primary goal is to examine the effect of perceived security on mobile wallet users’ continuance intention using the Cognitive Model. A survey was conducted, and 230 responses from mobile wallet users were collected through the distribution of online-questionnaire. The data was analyzed using Partial Least Square- Structural Equation Model (PLS-SEM). This study revealed that perceived security directly correlates with satisfaction and attitude but not with users’ continuance intention. However, perceived safety still has a critical role in users’ decision to continue using the mobile wallet since this study found that satisfaction and attitude lead to users’ continuance intention. Moreover, happiness is also the predictor of users’ perspectives.

Factors influencing continuance intention of online shopping of generation Y and Z during the new normal in Vietnam

This study investigated the determinants of online shopping continuance intention of Generation Y and Z during the new normal. A conceptual framework, which was an extension of the Technology Acceptance Model, was empirically tested using partial least squares structural equation modelling, multi-group analysis technique, and the data collected from 847 Gen Y-ers and Gen Z-ers in Hanoi, Vietnam during March 2022. The results revealed that facilitators of repurchase intention included perceived usefulness, perceived ease of use, satisfaction, and environmental awareness while perceived risks of online shopping served as a barrier. Notably, the barrier was found to affect Gen Y’s repurchase intention more severely. Personalization was not directly associated with the intention but had strong indirect effects through perceived usefulness, perceived ease of use, and satisfaction. The risk of COVID-19 was not a predictor of online repurchase intention. Understanding of the continuance intention of online shopping among consumers from different generations in an emerging country during the new normal may aid to enhance the quality of decision-making. Specifically, platforms and sellers should adopt customized marketing programs towards Gen Y and Gen Z. Additionally, a user-friendly and informative purchasing process with personalized features should be formulated. Demonstrating online shopping as a green behavior would be useful. This study differs from earlier research by considering and comparing factors influencing the intention to keep shopping online of Gen Y and Gen Z in a developing country when the COVID-19 is well controlled.

PEMODELAN CONTINUANCE INTENTION DALAM KASUS PENGGUNAAN DOMPET DIGITAL DI KALANGAN MAHASISWA

<p><em>The successful use of an information system or technology does not only focus on the perception of the first use (initial use), but also on the sustainability of its use (continuance intention). Continuance intention is a behavior that shown by consumer to continue to use an information system or technology. The purpose of this study was to determine the factors that influence continuance intention to use digital wallets among students. The results obtained from this study can be used by interested companies, such as e-commerce, internet service providers, retailers, and banks to predict consumer behavior in conducting transactions so that they can provide transaction services according to the needs and desires of consumers. The data collection method in this study was a questionnaire with the help of google form. The analysis technique used is Structural Equetion Modeling (SEM) with the help of PLS-SEM 4 software. The model developed is based on the Expectation Confirmation Model (ECM) by adding information quality and service quality variables. By the 9 hypotheses built, there is 1 rejected hypothesis while the other 8 hypotheses are accepted. Quality service variable has no effect on consumers' initial trust to use digital wallets. The Satisfaction variable motivates users to continue using digital wallets.</em></p>

The future of e-commerce? Understanding livestreaming commerce continuance usage

PurposeThe purpose of this paper is to identify the continuance usage of livestreaming commerce. The proposed antecedents of livestreaming commerce continuance usage are social presence, perceived crowdedness, need for arousal, susceptibility to informational influence, and perceived value, whilst trust in broadcasters is treated as the moderating factor.Design/methodology/approachA survey was conducted using a questionnaire designed specifically for this purpose, which was completed by 388 Malaysian consumers aged 26–40 years who have prior experience with livestreaming commerce. The authors tested the framework using the partial least squares structural equation modelling (PLS-SEM) technique and complementary by performing artificial neural network (ANN) analysis.FindingsThe results indicate several significant relationships, whereby social presence, perceived crowdedness, susceptibility to informational influence, and trust in broadcasters significantly influence perceived value, whereas perceived value significantly influences continuance intention. In addition, trust in broadcasters moderates the relationship between perceived value and continuance intention.Originality/valueThe current study adds significantly to the body of knowledge about livestreaming by examining the direct determinants of perceived value and thus delineating how perceived value influences continuance intention. The findings yielded also illustrate the role of trust in broadcaster as the moderator of the link between perceived value and continuance intention.

Determinants of the Mobile Health Continuance Intention of Elders with Chronic Diseases: An Integrated Framework of ECM-ISC and UTAUT.

With the deepening of population aging in China, chronic diseases are a major public health concern that threatens the life and health of nationals. Mobile health or mHealth can effectively monitor chronic diseases, which holds vital significance to the alleviation of social pressure caused by aging. To patients with chronic diseases, mHealth cannot give full play to its value, only when it is used in the long term. However, there is not yet research exploring mHealth continuance intention from the perspective of elders with chronic diseases. So, this research represents the first attempt to empirically analyze mHealth continuance intention from the perspective of elders with chronic diseases. The purpose of this research is to make up the research gap of the mHealth field and to put forward theoretical and practical implications based on research results. To obtain research data, a questionnaire was conducted. A total of 926 copies were collected online and 527 copies were collected offline. The structural equation model (SEM) was used for data analysis. Research results suggest that confirmation can significantly influence satisfaction, performance expectancy and effort expectancy. Meanwhile, confirmation and performance expectancy can significantly influence satisfaction. Additionally, effort expectancy, performance expectancy, social influence and facilitating conditions can directly and significantly influence continuance intention. Among them, performance expectancy can directly influence continuance intention in the most significant way. This research provides solid evidence for the validity of the integrated model of ECM-ISC and UTAUT in the mHealth field, which can be a theoretical basis for mHealth operators’ product R&D.

Predictors of continuance intention of online food delivery services: gender as moderator

PurposeThe COVID-19 has brought with it valuable opportunities for the retail sector. Notably, online channels have assumed a key role for businesses that can rely less on physical channels due to the pandemic's restrictions. Within this context, the study aims to identify the main antecedents leading to the formation of the male and female customers' continuance intention of using online food delivery services (OFDS) in the restaurant industry.Design/methodology/approachA web-based self-completion survey and a subsequent structural equation modelling have been employed on a sample of 360 participants.FindingsFindings reveal that perceived healthiness, quarantine procedures, perceived hygiene, perceived ease of app use and attitude significantly influence continuance intention. Moreover, the moderator analysis corroborates that male consumers' continuance intention is mainly influenced by perceived healthiness, quarantine procedures and perceived hygiene. Conversely, female customers' continuance intention is predicated on perceived healthiness and attitude.Research limitations/implicationsAlthough the adoption of a sample of young customers (18–29 years) guarantees good research internal validity, findings are not generalizable.Practical implicationsThe study provides valuable contributions for restaurants related to the (1) creation/management of their own OFDS platforms; (2) selection of the right third-party platforms.Originality/valueThe paper is one of the first studies examining the predictors impacting on customers' OFDS continuance intention in the COVID-19 context by also focusing on gender differences.