Evidence map›Paper›PMID 42104486›Full record

ArticleBMC psychology2026

How social influence and innovativeness shape technology perceptions and usage intentions: a TAM extension.

Muhammad Asif, Zhen Shao, Muhammad Naeem Sharif, Tianhui Gao

Abstract read
In one paragraph

Article in BMC psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Muhammad AsifSchool of Management, Harbin Institute of Technology, Harbin, 150001, China. muhammad.asif@stu.hit.edu.cn.
Zhen ShaoSchool of Management, Harbin Institute of Technology, Harbin, 150001, China.
Muhammad Naeem SharifSchool of Business, Harbin Institute of Technology, Harbin, 150001, China.
Tianhui GaoSchool of Management, Northwestern Polytechnical University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines the factors influencing the adoption of mobile banking applications (MBAs) in Pakistan's banking sector, using an extended Technology Acceptance Model (TAM). Extending TAM is important here because it helps account for the unique socio-cultural and personality factors that greatly impact technology adoption in developing countries like Pakistan. We specifically investigate the mediating roles of perceived usefulness (PU) and perceived ease of use (PEU) in the relationships between consumer susceptibility to interpersonal influence (CSII) and MBAs usage. Additionally, we explore the moderating effect of Personal Innovativeness (PI) within our model. Data was collected through an online survey of 268 Pakistani banking customers with prior mobile banking experience. Our analysis was performed using Smart PLS 4. The findings reveal that CSII significantly influences both PU and PEU. Furthermore, PU and PEU are key predictors of behavioural intention to use (BIU) mobile banking apps. The study also confirms that PU and PEU play mediating roles between CSII and MBAs adoption. Notably, PI moderates the relationship between CSII and PEU, indicating that individuals with higher innovativeness perceive MBAs as easier to use when influenced by their social circles. However, PI does not impact the relationships between CSII-PU and CSII-MBAs. These insights are particularly valuable for banks and financial institutions in Pakistan, enabling them to develop targeted strategies that promote mobile banking adoption by focusing on social impact, consumer perceptions, and personal innovation. The observation also extends the present TAM literature by confirming its applicability in a developing country context and highlighting the importance of individuals' innovativeness.

Indexed as

Attitude to ComputersBanking, PersonalConsumer BehaviorIntentionMobile ApplicationsAdultFemaleHumansMaleMiddle AgedPakistanSurveys and QuestionnairesYoung AdultConsumer susceptibility to interpersonal influenceMobile banking applicationsPerceived ease of usePerceived usefulnessPersonal innovativenessTechnology acceptance model

Identifiers

PMID42104486
PMCPMC13321523

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.