Behavioral Determinants of Independent Umrah Preference Among Indonesian Generation Z: Evidence From PLS-SEM

Authors

  • Muhammad Ashshiddiq Armanditto Institut Teknologi Bandung, Bandung, Indonesia.
  • Ilma Aulia Zaim Institut Teknologi Bandung, Bandung, Indonesia.

DOI:

https://doi.org/10.38035/dijefa.v7i3.7005

Keywords:

Independent Umrah, Generation Z, Theory Of Planned Behavior, Perceived Behavioral Control, PLS-SEM

Abstract

Indonesia’s Umrah sector underwent a major regulatory transformation with the enactment of UU No. 14/2025, which formally permits independent Umrah (Umrah Mandiri) as an alternative to travel through registered operators (PPIU). This study investigates the determinants of Indonesian Generation Z Muslims’ preference for independent Umrah using an extended Theory of Planned Behavior (TPB) integrated with the Technology Acceptance Model (TAM) and Value Perception Theory. Seven constructs were examined: Digital Readiness, Perceived Cost Advantage, Attitude, Subjective Norm, Perceived Behavioral Control, Behavioral Intention, and Choice Preference. Data were collected from 245 Generation Z Muslim respondents through an online survey and analyzed using PLS-SEM in SmartPLS 4. The results supported five of seven hypotheses. Digital Readiness significantly influenced both Attitude and Perceived Behavioral Control, while Perceived Behavioral Control was the strongest predictor of Behavioral Intention, followed by Subjective Norm. Behavioral Intention emerged as the strongest determinant of Choice Preference for independent Umrah. In contrast, Perceived Cost Advantage did not significantly affect Attitude, and Attitude did not significantly influence Behavioral Intention. These findings indicate that Generation Z’s preference for Umrah Mandiri is driven primarily by digital capability and self-efficacy rather than cost considerations, offering practical implications for PPIU operators, digital service providers, and policymakers.

References

Ajzen, I. (1991). The Theory of Planned Behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T

Ajzen, I. (2002). Perceived Behavioral Control, Self-Efficacy, Locus of Control, and the Theory of Planned Behavior. Journal of Applied Social Psychology, 32(4), 665–683. https://doi.org/10.1111/j.1559-1816.2002.tb00236.x

Badan Pusat Statistik. (2024). Keadaan Angkatan Kerja Indonesia 2024. https://www.bps.go.id

Bui, T. T. B. (2023). Applying the Extended Theory of Planned Behavior to Understand Domestic Tourists’ Behaviors in Post COVID-19 Era. Cogent Social Sciences, 9(1), 2166450. https://doi.org/10.1080/23311886.2023.2166450

Chen, S. C., Jong, D., Hsu, C. S., & Lin, C. H. (2023). Understanding Extended Theory of Planned Behavior to Access Backpackers’ Intention in Self-Service Travel Websites. Journal of Hospitality and Tourism Research, 47(4), 699–726. https://doi.org/10.1177/10963480211019829

Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Lawrence Erlbaum Associates.

Davis, F. D. (1989). Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology. MIS Quarterly, 13(3), 319–340. https://doi.org/10.2307/249008

Erul, E., Woosnam, K. M., & McIntosh, W. A. (2023). Future Travel Intentions in Light of Risk and Uncertainty: An Extended Theory of Planned Behavior. Sustainability, 15(3), 2136. https://doi.org/10.3390/su15032136

General Authority for Statistics of Saudi Arabia. (2025). Umrah Statistics 2025 (Q1–Q3).

GoodStats. (2025). Jumlah Jamaah Umrah Indonesia Tahun 2024. https://goodstats.id

Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2021). When to Use and How to Report the Results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203

Harun, A., Ahmad, N., Farradia, Y., & Hussein, Z. (2024). Analysing Umrah Attributes in Relation to Tourist Travel Behaviour: A Systematic Literature Review. Journal of Islamic Thought and Civilization, 14(2), 72–105.

Khadijah, U. L. S., Novianti, E., & Anwar, R. K. (2022). Social Media in Guiding and Marketing Religious Tourism: The Case of Umrah and Hajj Services. Sosiohumaniora, 24(1), 69–76.

Ministry of Hajj, & Umrah. (2023). Annual Report and Digital Transformation Initiatives for Pilgrim Services. https://www.haj.gov.sa

Ministry of Hajj, & Umrah. (2025). Nusuk: Your Gateway to Islamic Pilgrimage. https://www.nusuk.sa

Monroe, K. B. (1990). Pricing: Making Profitable Decisions. McGraw-Hill.

Mursid, A., & Wu, C. H. J. (2022). Customer Participation, Value Co-Creation and Customer Loyalty. Journal of Islamic Marketing, 13(3), 628–648.

Othman, B. A., Harun, A., De Almeida, N. M., & Sadq, Z. M. (2021). The effects on customer satisfaction and customer loyalty by integrating marketing communication and after sale service into the traditional marketing mix model of Umrah travel services in Malaysia. Journal of Islamic Marketing, 12(2), 363–388. https://doi.org/10.1108/JIMA-09-2019-0198

Phi, H. L., & Duong, H. T. (2024). Factors Affecting Generation Z’s Intention of Choosing a Tourism Destination. African Journal of Hospitality, Tourism and Leisure, 13(3), 486–493. https://doi.org/10.46222/ajhtl.19770720.532

Pilgrim Experience Program. (2024). Pilgrim Experience Program Annual Report 2024. https://www.vision2030.gov.sa

Popșa, R. E. (2024). Exploring the Generation Z Travel Trends and Behavior. Studies in Business and Economics, 19(1), 189–205. https://doi.org/10.2478/sbe-2024-0010

Prabowo, B., Sihombing, S. O., & Juliana, J. (2026). Digital Detox Intention among Indonesian Generation Z. Societies, 16(2), 54.

Puiu, S., Velea, L., Udristioiu, M. T., & Gallo, A. (2025). Digital Natives on the Move. Sustainability, 17(14), 6601.

Radio Republik Indonesia. (2025). Data Keberangkatan Jamaah Umrah Indonesia Tahun 2024. https://www.rri.co.id

Roy, S. K., Sarkar, U., Khan, Md. R., Pervin, M. T., & Al Ahad, A. (2025). Generation Z’s Behavioral Factors Affecting Purchase Intention Through Social Media Portals. SAGE Open, 15(3).

Salaam Gateway. (2025). Global Umrah and Hajj Travel Market Insights 2025. https://www.salaamgateway.com

Sayid Abas, A., Junaidi, A., & Rahman, F. (2025). Analysis of Consumer Behavior Towards Digital Technology in Umrah Religious Ecotourism Packages. International Journal of Applied Management, Economics and Commerce, 3(1), 45–62.

Tan, Y., Jiang, G., Merajuddin, S. S., & Zhao, F. (2025). Analyzing the impact of digital technology on consumers’ travel intentions. Journal of Innovation & Knowledge, 10(2), 100685. https://doi.org/10.1016/j.jik.2025.100685

Traveloka. (2025). Nusuk Umrah Mandiri: Layanan, Cara Daftar, dan Keunggulan. https://www.traveloka.com/id-id/explore/destination/nusuk-umrah-mandiri-layanan-cara-daftar-keunggulan-gt/1001262

Undang-Undang Republik Indonesia Nomor 14 Tahun 2025 tentang Penyelenggaraan Ibadah Haji dan Umrah. (2025).

Valencia-Arias, A., Bermudez, A., Chalela, S., Valencia, J., & De La Hoz, M. A. (2023). Technology Acceptance Factors of E-Commerce among Young People. Heliyon, 9(3), e14290.

Zeithaml, V. A. (1988). Consumer Perceptions of Price, Quality, and Value. Journal of Marketing, 52(3), 2–22.

Published

2026-07-17

How to Cite

Armanditto, M. A., & Zaim, I. A. (2026). Behavioral Determinants of Independent Umrah Preference Among Indonesian Generation Z: Evidence From PLS-SEM. Dinasti International Journal of Economics, Finance & Accounting, 7(3), 1750–1761. https://doi.org/10.38035/dijefa.v7i3.7005

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