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Table 1 Recent research on mobile payment adoption

From: Examining user behavior with machine learning for effective mobile peer-to-peer payment adoption

References

Theory

Results

Patil et al. (2017)

Extended UTAUT

The results revealed that performance expectancy and perceived usefulness, followed by perceived ease of use, are the factors influencing consumers' positive behavioural intention towards mobile payment services, while perceived risk emerges as the main inhibitor

Jun et al. (2018)

VAM

Compatibility, simplicity, and economic value have an impact on users’ perceived value and the perceived value has an impact on the intention of continued use of mobile payments

Moorthy et al. (2020)

UTAUT2

The study revealed that performance expectancy, facilitating conditions, hedonic motivation, and perceived security are significant in mobile payment adoption. However, effort expectancy and social influence are not significant

Liébana-Cabanillas et al. (2019)

Mixed model

The results show that satisfaction, service quality, effort expectancy, and perceived risk are determining factors of the continuance intention to use mobile payment applications

Flavián et al. (2020)

Extended TAM

The results showed that mindfulness, perceived ease of use, perceived usefulness, subjective norms, and attitude have a significant influence on mobile payment use intention

Wu et al. (2021)

UTAUT2 + ITM + TTF

The study found that initial trust, performance expectancy, effort expectancy, facilitating conditions, price value, task technology fit, and initial trust have significant effects on use intention

Rafdinal and Senalasari (2021)

Extended TAM

Technology Readiness Index constructs affect perceived usefulness and perceived ease of use, except for discomfort which has no significant effect on the perceived usefulness. In addition, attitude is influenced by two main TAM variables: perceived usefulness and perceived ease of use. Meanwhile, the intention to use mobile payment applications is influenced by attitude

Türker et al. (2022)

Extended TAM

Perceived usefulness, trust and compatibility positively and significantly affect IU, while PS has a negative and significant impact

Migliore et al. (2022)

UTAUT2 + IRT

The proposed theoretical model identified performance expectancy, social influence, facilitating conditions, hedonic motivations, and effort expectancy as significant antecedents of the intended use of mobile payment

Bailey et al. (2022)

UTAUT2

Performance expectancy, social influence, bank trust, confidence in MP system and consumer innovativeness all impact consumers’ MP use intention; and use intention impacts MP behaviour

Liébana-Cabanillas et al. (2022a)

Extended TAM

The results revealed that, of the three proposed antecedents, perceived usefulness is the most important, followed by attitude and perceived security

  1. Source: TAM (technology acceptance model), UTAUT (unified theory of acceptance and use of technology), ITM (initial trust model), TTF (task technology fit), Value-based adoption model (VAM) and IRT (innovation resistance theory)