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Factors Influencing Behavioral Intention to Apply Freemium Services in Islamic Lifestyle Digital Applications Using Unified Theory of Acceptance and Use of Technology (UTAUT)

Journal of Information Systems Engineering and Business Intelligence · Vol. 10 No. 3 (2024) · pp. 340–354

DOI
10.20473/jisebi.10.3.340-354
ISSN
2443-2555, 2598-6333
Published
2024-10-28
Publisher
Universitas Airlangga
Language
eng
License
creativecommons.org/licenses/by/4.0

Abstract

Background: Islamic lifestyle digital applications (ILDA) are a sector in the rapidly increasing digital halal media and leisure industry. To ensure sustainable revenue for ILDA developers, freemium strategy needs to be implemented. However, there is a lack of research examining the factors that influence the adoption of freemium strategies in ILDA products. Objective: This research aimed to explore the factors within Unified Theory of Acceptance and Use of Technology (UTAUT) framework that aid ILDA users to use freemium services. Specifically, the research focused on users trust (UT) and users satisfaction (US) as factors influencing the increase in behavioral intention (BI). Methods: Quantitative method was adopted in this context and purposive sampling method was used to obtain 400 data from respondents. The data were then analyzed using Partial Least Square Structural Equation Model (PLS-SEM) method. Results: The results showed that performance expectancy (PE) as well as effort expectancy (EE) positively and significantly influenced US. Similarly, facilitating conditions (FC) and social influence (SI) significantly affected UT. Both UT and US positively influenced users BI toward freemium services. Digital literacy (DL) had a positive moderating effect between PE and business expectations in US, but the effect was not statistically significant. Conclusion: The research described that all UTAUT variables, along with UT and US, influenced the intention to adopt freemium services in ILDA. Moreover, DL did not have any moderating effect on the framework considered in this context. These results signified that users tended to be satisfied and trust the benefits enjoyed, rather than being influenced by DL level. Keywords: Behavioral Intention, Digital Literacy, Islamic Lifestyle Digital Application, Satisfaction, Trust, UTAUT

Collaboration network of the authors

40 authors · 86 co-authorship links · 15 across different organisations · showing the 40 most connected

Hover or tap a name to highlight its co-authors. Double-click to open the author's page.

  • Universitas Airlangga
  • Universitas Negeri Surabaya
  • Universiti Sains Malaysia
  • Yarmouk University
  • Universiti Teknologi MARA
  • Bandung Institute of Technology
  • Affiliation unknown
  • Different organisations
  • Same organisation
  • Affiliation unknown
  • Thicker line = more joint articles · bigger circle = more articles
Show as table
Co-authorOrganisationJoint articles
Usman JamiluAffiliation unknown3
Clarashinta CanggihUniversitas Airlangga2
Ahmad Ajib RidlwanAffiliation unknown2
Shafinar IsmailAffiliation unknown2
Hariyanto HariyantoAffiliation unknown2
Sulistya RusgiantoAffiliation unknown2
Nailul AuthorAffiliation unknown2
Siti ZulaikhaAffiliation unknown2
Mohamed BattourAffiliation unknown2
Imron MawardiUniversitas Airlangga1
Zaimy Johana JohanUniversiti Teknologi MARA1
Rosa Prafitri JuniartiAffiliation unknown1
Erika TakidahAffiliation unknown1
Muhammad Nafik Hadi RyandonoAffiliation unknown1
Azreen Hamiza Abdul AzizAffiliation unknown1
Khusnul FikriyahAffiliation unknown1
Syazwani Abd RahimAffiliation unknown1
Hasan AedyAffiliation unknown1
La Ode AlimusaAffiliation unknown1
Adinda Septiani MAffiliation unknown1
Azhar AlamAffiliation unknown1
Danang Dwi NurrochmanAffiliation unknown1
Estina RahmawatiAffiliation unknown1
Rifki Fajar SubekhiAffiliation unknown1
Sri HerianingrumAffiliation unknown1
Angga Khoerul UmamAffiliation unknown1
Fadillah Nur SyafiraAffiliation unknown1
Yusuf KurniawanBandung Institute of Technology1
Hindah MustikaAffiliation unknown1
Lintang Titian PurbasariAffiliation unknown1
Donna Vanny AramintaAffiliation unknown1
Qudziyah QudziyahAffiliation unknown1
Lina Nugraha RaniAffiliation unknown1
Noraini Bt Mohd AriffinAffiliation unknown1
Melananda Risky AuliaAffiliation unknown1

Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.

Metadata source: OAI-PMH (metadata jurnal) https://e-journal.unair.ac.id/JISEBI/oai, first harvested 29 Oct 2026, last seen 8 Nov 2026.
Original metadata (oai_dc)
<oai_dc:dc xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/  http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
	<dc:title xml:lang="en-US">Factors Influencing Behavioral Intention to Apply Freemium Services in Islamic Lifestyle Digital Applications Using Unified Theory of Acceptance and Use of Technology (UTAUT)</dc:title>
	<dc:creator>Timur, Yan Putra </dc:creator>
	<dc:creator>Ratnasari, Ririn Tri </dc:creator>
	<dc:creator>Pitchay, Anwar Allah </dc:creator>
	<dc:creator>Sari, Dyah Permata </dc:creator>
	<dc:creator>Rifqi, Muhammad </dc:creator>
	<dc:description xml:lang="en-US">Background: Islamic lifestyle digital applications (ILDA) are a sector in the rapidly increasing digital halal media and leisure industry. To ensure sustainable revenue for ILDA developers, freemium strategy needs to be implemented. However, there is a lack of research examining the factors that influence the adoption of freemium strategies in ILDA products.
Objective: This research aimed to explore the factors within Unified Theory of Acceptance and Use of Technology (UTAUT) framework that aid ILDA users to use freemium services. Specifically, the research focused on users trust (UT) and users satisfaction (US) as factors influencing the increase in behavioral intention (BI).
Methods: Quantitative method was adopted in this context and purposive sampling method was used to obtain 400 data from respondents. The data were then analyzed using Partial Least Square Structural Equation Model (PLS-SEM) method.
Results: The results showed that performance expectancy (PE) as well as effort expectancy (EE) positively and significantly influenced US. Similarly, facilitating conditions (FC) and social influence (SI) significantly affected UT. Both UT and US positively influenced users BI toward freemium services. Digital literacy (DL) had a positive moderating effect between PE and business expectations in US, but the effect was not statistically significant.
Conclusion: The research described that all UTAUT variables, along with UT and US, influenced the intention to adopt freemium services in ILDA. Moreover, DL did not have any moderating effect on the framework considered in this context. These results signified that users tended to be satisfied and trust the benefits enjoyed, rather than being influenced by DL level.
 
Keywords: Behavioral Intention, Digital Literacy, Islamic Lifestyle Digital Application, Satisfaction, Trust, UTAUT</dc:description>
	<dc:publisher xml:lang="en-US">Universitas Airlangga</dc:publisher>
	<dc:date>2024-10-28</dc:date>
	<dc:type>info:eu-repo/semantics/article</dc:type>
	<dc:type>info:eu-repo/semantics/publishedVersion</dc:type>
	<dc:format>application/pdf</dc:format>
	<dc:format>text/xml</dc:format>
	<dc:identifier>https://e-journal.unair.ac.id/JISEBI/article/view/58327</dc:identifier>
	<dc:identifier>10.20473/jisebi.10.3.340-354</dc:identifier>
	<dc:source xml:lang="en-US">Journal of Information Systems Engineering and Business Intelligence; Vol. 10 No. 3 (2024): October; 340-354</dc:source>
	<dc:source>2443-2555</dc:source>
	<dc:source>2598-6333</dc:source>
	<dc:language>eng</dc:language>
	<dc:relation>https://e-journal.unair.ac.id/JISEBI/article/view/58327/30210</dc:relation>
	<dc:relation>https://e-journal.unair.ac.id/JISEBI/article/view/58327/31211</dc:relation>
	<dc:rights xml:lang="en-US">Copyright (c) 2024 The Authors. Published by Universitas Airlangga.</dc:rights>
	<dc:rights xml:lang="en-US">http://creativecommons.org/licenses/by/4.0</dc:rights>
</oai_dc:dc>