August 2026

VOLUME 05 ISSUE 08 AUGUST 2026
Extending the Theory of Planned Behavior with Perceived Tourism Tax Impact: Evidence from Semarang Old Town, Indonesia
1Kadarisman Hidayat, 2Azzahra Rismarini Zayyan, 3Hefry Johan Ferdhianzah
1,2,3Universitas Brawijaya, Faculty of Administrative Science, Malang Indonesia
DOI : https://doi.org/10.58806/ijsshmr.2026.v5i8n17

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ABSTRACT

This study examines tourists’ revisit intention in an urban heritage destination by extending the Theory of Planned Behavior (TPB) with perceived tourism tax impact. The research focuses on Semarang Old Town, Indonesia, where heritage conservation, tourism development, and destination sustainability increasingly intersect. A quantitative cross-sectional survey was conducted involving 296 domestic tourists who had visited Semarang Old Town at least once. Data were analyzed using structural equation modeling to assess the measurement model, direct relationships, reciprocal associations, and moderating effects among the study constructs. The results show that subjective norm and perceived behavioral control significantly increase revisit intention, with perceived behavioral control emerging as the strongest direct predictor. Perceived tourism tax impact also has a significant positive effect on revisit intention, indicating that tourists may respond more favorably when tourism-related taxation is associated with destination improvement, heritage conservation, environmental protection, and local benefits. In contrast, hedonic and utilitarian attitudes do not exert significant direct effects on revisit intention. Perceived behavioral control further moderates the relationships between both attitude dimensions and revisit intention, suggesting that favorable evaluations are more likely to translate into intention when tourists perceive sufficient capacity and opportunity to revisit. These findings extend the explanatory relevance of TPB by introducing a policy-related perception into the model and demonstrate that revisit decisions in urban heritage tourism are shaped not only by attitudes but also by social influence, behavioral feasibility, and perceptions of tourism taxation.

KEYWORDS:

Heritage Tourism; Perceived Behavioral Control; Perceived Tourism Tax Impact; Revisit Intention; Theory of Planned Behavior

REFERENCES
1) Abbasi, G. A., Kumaravelu, J., Goh, Y.-N., & Singh, K. S. D. (2021). Understanding the intention to revisit a destination by expanding the theory of planned behaviour (TPB). Spanish Journal of Marketing - ESIC, 25(2), 282–311. https://doi.org/10.1108/SJME-12-2019-0109

2) Adedoyin, F. F., Seetaram, N., Disegna, M., & Filis, G. (2023). The effect of tourism taxation on international arrivals to a small tourism-dependent economy. Journal of Travel Research, 62(1), 135–153. https://doi.org/10.1177/00472875211053658

3) Ajzen, I. (2020). The theory of planned behavior: Frequently asked questions. Human Behavior and Emerging Technologies, 2(4), 314–324. https://doi.org/10.1002/hbe2.195

4) Cardenas-Garcia, P. J., Pulido-Fernandez, J. I., Duran-Roman, J. L., & Carrillo-Hidalgo, I. (2022). Tourist taxation as a sustainability financing mechanism for mass tourism destinations. International Journal of Tourism Research, 24(4), 577–592. https://doi.org/10.1002/jtr.2523

5) Dameria, C., Akbar, R., Indradjati, P. N., & Tjokropandojo, D. (2022). The relationship between residents’ sense of place and sustainable heritage behaviour in Semarang Old Town, Indonesia. International Review for Spatial Planning and Sustainable Development, 10(1), 24–42. https://doi.org/10.14246/irspsd.10.1_24

6) Duran-Roman, J. L., Cardenas-Garcia, P. J., & Pulido-Fernandez, J. I. (2021). Tourist tax to improve sustainability and the experience in mass tourism destinations: The case of Andalusia (Spain). Sustainability, 13(1), 42. https://doi.org/10.3390/su13010042

7) Goktas, L., & Cetin, G. (2023). Tourist tax for sustainability: Determining willingness to pay. European Journal of Tourism Research, 35, 3503. https://doi.org/10.54055/ejtr.v35i.2813

8) Hagger, M. S., Cheung, M. W.-L., Ajzen, I., & Hamilton, K. (2022). Perceived behavioral control moderating effects in the Theory of Planned Behavior: A meta-analysis. Health Psychology, 41(2), 155–167. https://doi.org/10.1037/hea0001153

9) Hagger, M. S., & Hamilton, K. (2024). Longitudinal tests of the theory of planned behaviour: A meta-analysis. European Review of Social Psychology, 35(1), 198–254. https://doi.org/10.1080/10463283.2023.2225897

10) Hepola, J., Leppaniemi, M., & Karjaluoto, H. (2020). Is it all about consumer engagement? Explaining continuance intention for utilitarian and hedonic service consumption. Journal of Retailing and Consumer Services, 57, 102232. https://doi.org/10.1016/j.jretconser.2020.102232

11) Jin, M. L., Choi, Y., Lee, C. K., & Ahmad, M. S. (2020). Effects of place attachment and image on revisit intention in an ecotourism destination: Using an extended model of goal-directed behavior. Sustainability, 12(18), 7831. https://doi.org/10.3390/su12187831

12) Joo, Y., Seok, H., & Nam, Y. (2020). The moderating effect of social media use on sustainable rural tourism: A Theory of Planned Behavior model. Sustainability, 12(10), 4095. https://doi.org/10.3390/su12104095

13) Kartikasari, A. N., & Wibisono, B. H. (2025). Interconnections and continuity among planning documents of Kota Lama Semarang development within the context of urban heritage conservation. Journal of Cultural Heritage Management and Sustainable Development, 15(2), 181–200. https://doi.org/10.1108/JCHMSD-10-2021-0181

14) Kim, H. L., & Hyun, S. S. (2021). The anchoring effect of aviation green tax for sustainable tourism, based on the nudge theory. Journal of Sustainable Tourism, 29(7), 1082–1097. https://doi.org/10.1080/09669582.2020.1820017

15) Mohammadi, M., Khalifah, Z., & Hosseini, H. (2010). Local people perceptions toward social, economic and environmental impacts of tourism in Kermanshah (Iran). Asian Social Science, 6(11), 220.

16) Park, E., Choi, B.-K., & Lee, T. J. (2019). The role and dimensions of authenticity in heritage tourism. Tourism Management, 74, 99–109. https://doi.org/10.1016/j.tourman.2019.03.001

17) Peng, J., Yang, X., Fu, S., & Huan, T.-C. (2023). Exploring the influence of tourists’ happiness on revisit intention in the context of Traditional Chinese Medicine cultural tourism. Tourism Management, 94, 104647. https://doi.org/10.1016/j.tourman.2022.104647

18) Rasoolimanesh, S. M., Seyfi, S., Rather, R. A., & Hall, C. M. (2022). Investigating the mediating role of visitor satisfaction in the relationship between memorable tourism experiences and behavioral intentions in heritage tourism context. Tourism Review, 77(2), 687–709. https://doi.org/10.1108/TR-02-2021-0086

19) Soares, J. R. R., Remoaldo, P., Perinotto, A. R. C., Gabriel, L. P. M. C., Lezcano-Gonzalez, M. E., & Sanchez-Fernandez, M. D. (2022). Residents’ perceptions regarding the implementation of a tourist tax at a UNESCO World Heritage Site: A cluster analysis of Santiago de Compostela (Spain). Land, 11(2), 189. https://doi.org/10.3390/land11020189

20) Sussman, R., & Gifford, R. (2019). Causality in the Theory of Planned Behavior. Personality and Social Psychology Bulletin, 45(6), 920–933. https://doi.org/10.1177/0146167218801363

21) Wang, L.-H., Yeh, S.-S., Chen, K.-Y., & Huan, T.-C. (2022). Tourists’ travel intention: Revisiting the TPB model with age and perceived risk as moderator and attitude as mediator. Tourism Review, 77(3), 877–896. https://doi.org/10.1108/TR-07-2021-0334

22) Zhou, G., Chen, W., & Wu, Y. (2022). Research on the effect of authenticity on revisit intention in heritage tourism. Frontiers in Psychology, 13, 883380. https://doi.org/10.3389/fpsyg.2022.883380

Cite this Article: Hidayat, K., Zayyan, A. R., & Ferdhianzah, H. J. (2026). Extending the Theory of Planned Behavior with Perceived Tourism Tax Impact: Evidence from Semarang Old Town, Indonesia. INTERNATIONAL JOURNAL OF SOCIAL SCIENCE HUMANITY & MANAGEMENT RESEARCHS, 5(8), 2253-2260. https://doi.org/10.58806/ijsshmr.2026.v5i8n17

VOLUME 05 ISSUE 08 AUGUST 2026

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