The Paradox of Smart Tourism: Does Technology Empower or Discourage Experience Sharing

Authors

  • Mareta Kemala Sari Doctoral Program in Management, Universitas Andalas; Faculty of Economics and Business, PGRI University, West Sumatera
  • Ratni Prima Lita Departmen of Management, Faculty of Economics and Business, Universitas Andalas
  • Sari Lenggogeni Departmen of Management, Faculty of Economics and Business, Universitas Andalas
  • Ma'ruf Ma'ruf Departmen of Management, Faculty of Economics and Business, Universitas Andalas

DOI:

https://doi.org/10.37385/jaets.v7i1.7353

Keywords:

Sharing Tourism Experience, Tourist Happiness, Smart Tourism Technology, Generations

Abstract

This study aimed to develop a model for showing the process of sharing memorable experiences created at tourists destinations or digital tourism supported by smart tourism technology (STT). A survey was conducted on 136 tourists who stayed in home-based accommodations and shared experiences on Instagram, which were later reposted by the destination's official Instagram account. In this study, a quantitative method was used, and the questions were addressed using the SMART PLS 4.1.0.9 tool. Furthermore, data were collected using a purposive sampling method from 136 visitors in West Sumatra who had completed their stay, shared experiences in the form of photos or videos on social media, and had posts reposted by the destination’s official account. The results showed that tourists tended to place greater importance on the emotions evoked by travel experiences compared to those arising from interaction with smart tourism technology (STT) services when evaluating overall happiness. Both theoretical insights and practical applications were further discussed.

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References

Afolabi, O. O., Ozturen, A., & Ilkan, M. (2021). Effects of privacy concern, risk, and information control in a smart tourism destination. Economic Research–Ekonomska Istraživanja, 34(1), 3119–3138. https://doi.org/10.1080/1331677X.2020.1867215

Ahmad, R., Nawaz, M. R., Ishaq, M. I., Khan, M. M., & Ashraf, H. A. (2023). Social exchange theory: A systematic review and future directions. Frontiers in Psychology, 13, 1015921. https://doi.org/10.3389/fpsyg.2022.1015921

Asoba, S. N. (2022). The generational dimension of technology acceptance: The case of Generation X and millennial managers. Journal of Management Information and Decision Sciences.

Ba, D., & Song, L. (2022a). The impact of after-travel sharing on social media on tourism experience from the perspective of sharer: A grounded theory analysis based on interview data. Wireless Communications and Mobile Computing, 2022, 7202078. https://doi.org/10.1155/2022/7202078

Ba, D., & Song, L. (2022b). The impact of after-travel sharing on social media on tourism experience from the perspective of sharer: A grounded theory analysis based on interview data. Wireless Communications and Mobile Computing, 2022, 7202078. https://doi.org/10.1155/2022/7202078

Boes, K., Buhalis, D., & Inversini, A. (2016). Smart tourism destinations: Ecosystems for tourism destination competitiveness. International Journal of Tourism Cities, 2(2), 108–124. https://doi.org/10.1108/IJTC-12-2015-0032

Bourliataux-Lajoinie, S. (2019). The dark side of digital technology to overtourism: The case of Barcelona. Worldwide Hospitality and Tourism Themes, 11(5), 582–593. https://doi.org/10.1108/WHATT-06-2019-0041

Burchell, B., & Marsh, C. (1992). The effect of questionnaire length on survey response. Quality & Quantity, 26(3), 233–244. https://doi.org/10.1007/BF00172427

Butt, A. H., Ahmad, H., Muzaffar, A., Irshad, W., Mumtaz, M. U., & Khan, T. Z. A. (2024). WeChat gamification: Mobile payment impact on word of mouth and customer loyalty. Spanish Journal of Marketing – ESIC, 29(1), 95–113. https://doi.org/10.1108/SJME-01-2023-0021

Calvo-Porral, C., & Pesqueira-Sanchez, R. (2019). Generational differences in technology behaviour: Comparing millennials and Generation X. Kybernetes. https://doi.org/10.1108/K-09-2019-0598

Çevrimkaya, M., & Zengin, B. (2023). The mediating role of memorable tourism experience on tourist behavior: A perspective on organized tours. Tourism and Management Studies, 19(2), 61–72. https://doi.org/10.18089/tms.2023.190205

Chang, J. Y. S., Konar, R., Cheah, J. H., & Lim, X. J. (2024). Does privacy still matter in smart technology experience? A conditional mediation analysis. Journal of Marketing Analytics, 12(1), 1–14. https://doi.org/10.1057/s41270-023-00240-8

Chen, C. F., & Tsai, D. (2007). How destination image and evaluative factors affect behavioral intentions? Tourism Management, 28(4), 1115–1122. https://doi.org/10.1016/j.tourman.2006.07.007

Chen, C. F., & Chou, S. H. (2019). Antecedents and consequences of perceived coolness for Generation Y in the context of creative tourism: A case study of the Pier 2 Art Center in Taiwan. Tourism Management, 72, 121–129. https://doi.org/10.1016/j.tourman.2018.11.016

Chen, Y., Lin, Z., Filieri, R., & Liu, R. (2021). Subjective well-being, mobile social media, and the enjoyment of tourism experience: A broaden-and-build perspective. Asia Pacific Journal of Tourism Research, 26(10), 1070–1080. https://doi.org/10.1080/10941665.2021.1952285

Chen, Y., Chen, R., Hou, J., Hou, M., & Xie, X. (2021). Research on users’ participation mechanisms in virtual tourism communities by Bayesian network. Knowledge-Based Systems, 226, 107161. https://doi.org/10.1016/j.knosys.2021.107161

Choi, J., Kim, K. B., & Lee, H. (2021). Sharing travel experiences on social media and happiness: A systematic quantitative literature review. Journal of Tourism Sciences, 45(6), 9–36. https://doi.org/10.17086/jts.2021.45.6.9.36

Conti, E., & Lexhagen, M. (2020). Instagramming nature-based tourism experiences: A netnographic study of online photography and value creation. Tourism Management Perspectives, 34, 100650. https://doi.org/10.1016/j.tmp.2020.100650

Deci, E. L., Olafsen, A. H., & Ryan, R. M. (2017). Self-determination theory in work organizations: The state of a science. Annual Review of Organizational Psychology and Organizational Behavior, 4, 19–43. https://doi.org/10.1146/annurev-orgpsych-032516-113108

Dwyer, L. (2024). Measuring what matters: Resident well-being and the tourism policy cycle. Sustainability, 16(22), 9718. https://doi.org/10.3390/su16229718

Evers, K. E., Prochaska, J. O., Castle, P. H., Johnson, J. L., Prochaska, J. M., Harrison, P. L., Rula, E. Y., Coberley, C., & Pope, J. E. (2012). Development of an individual well-being scores assessment. Psychology of Well-Being, 2(2), 1–9. https://doi.org/10.1186/2211-1522-2-2

Fauzi, M. A. (2022). Partial least squares structural equation modeling (PLS-SEM) in knowledge management studies: Knowledge sharing in virtual communities. Knowledge Management & E-Learning, 14(1), 103–124. https://doi.org/10.34105/j.kmel.2022.14.007

Filep, S., & Moyle, B. D. (2024). Tourist wellbeing: Re-thinking hedonic and eudaimonic dimensions. Journal of Hospitality & Tourism Research, 48(1), 184–193. https://doi.org/10.1177/10963480221087964

Flores-Crespo, P., Bermudez-Edo, M., Luis, J., & Flores-Crespo, P. (2022). Smart tourism in villages: Challenges and the Alpujarra case study. Procedia Computer Science, 204, 663–670. https://doi.org/10.1016/j.procs.2022.08.080

Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104

Gretzel, U., Sigala, M., Xiang, Z., & Koo, C. (2015). Smart tourism: Foundations and developments. Electronic Markets, 25(3), 179–188. https://doi.org/10.1007/s12525-015-0196-8

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage Learning. https://doi.org/10.1002/9781119409137

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2014). Multivariate data analysis: A global perspective (7th ed.). Pearson Education.

Hair, J. F., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A primer on partial least squares structural equation modeling (PLS-SEM) (2nd ed.). Sage Publications.

Hatamleh, I. H. M., Safori, A. O., Habes, M., Tahat, O., Ahmad, A. K., Abdallah, R. A. Q., & Aissani, R. (2023). Trust in social media: Enhancing social relationships. Social Sciences, 12(7), 416. https://doi.org/10.3390/socsci12070416

Huang, C. D., Goo, J., Nam, K., & Yoo, C. W. (2017). Smart tourism technologies in travel planning: The role of exploration and exploitation. Information & Management, 54(6), 757–770. https://doi.org/10.1016/j.im.2016.11.010

Huang, Y. C., Chang, L. L., & Backman, K. F. (2019). Detecting common method bias in predicting creative tourists’ behavioral intention with an illustration of theory of planned behavior. Current Issues in Tourism, 22(3), 307–329. https://doi.org/10.1080/13683500.2018.1424809

Hussain, K., Didarul Alam, M. M., Malik, A., Tarhini, A., & Al Balushi, M. K. (2024). From likes to luggage: The role of social media content in attracting tourists. Heliyon, 10(19), e38914. https://doi.org/10.1016/j.heliyon.2024.e38914

Hysa, B., Karasek, A., & Zdonek, I. (2021). Social media usage by different generations as a tool for sustainable tourism marketing in Society 5.0. Sustainability, 13(3), 1018. https://doi.org/10.3390/su13031018

Ivasciuc, I., Candrea, A. N., & Ispas, A. (2025). Exploring tourism experiences: The vision of Generation Z versus artificial intelligence. Administrative Sciences, 15(5), 186. https://doi.org/10.3390/admsci15050186

Ivasciuc, I. S., Candrea, A. N., Ispas, A., & Piuaru, B. A. (2024). A bibliometric analysis of Generation Z and tourism research: Insights from VOSviewer mapping. Administrative Sciences, 14(12), 337. https://doi.org/10.3390/admsci14120337

Jeong, M., & Shin, H. H. (2019). Tourists’ experiences with smart tourism technology at smart destinations and their behavioral intentions. Journal of Travel Research, 59(8), 1464–1477. https://doi.org/10.1177/0047287519883034

Katz, E., Blumler, J. G., & Gurevitch, M. (1974). Utilization of mass communication by the individual. In J. G. Blumler & E. Katz (Eds.), The uses of mass communications: Current perspectives on gratifications research (pp. 19–32). Sage Publications.

Kim, J. H., Ritchie, J. R. B., & Tung, V. W. S. (2010). The effect of memorable experience on behavioral intentions in tourism: A structural equation modeling approach. Tourism Analysis, 15(6), 637–648. https://doi.org/10.3727/108354210X12904412049776

Kim, J. H., Ritchie, J. R. B., & McCormick, B. (2012). Development of a scale to measure memorable tourism experiences. Journal of Travel Research, 51(1), 12–25. https://doi.org/10.1177/0047287510385467

Kim, T. B., Ho, C.-T. B., & Gebsombut, N. (2021). Role of social media in smart tourism. Journal of Tourism & Hospitality, 10(3), 466. https://doi.org/10.35248/2167-0269.21.10.466

Kim, Y. (2024). Exploring the interplay of psychological need satisfaction, well-being, and behavioral intentions in tourism: A self-determination theory perspective. Journal of Travel Research, 63(6), 1529–1545. https://doi.org/10.1177/00472875241283404

Kock, N., & Hadaya, P. (2018). Minimum sample size estimation in PLS-SEM: The inverse square root and gamma-exponential methods. Information Systems Journal, 28(1), 227–261. https://doi.org/10.1111/isj.12131

Konstantopoulou, C., & Varelas, S. (2024). Well-being and tourism: A systematic literature review. Economies, 12(10), 281. https://doi.org/10.3390/economies12100281

Koo, C., Shin, S., Gretzel, U., Hunter, W. C., & Chung, N. (2016). Conceptualization of smart tourism destination competitiveness. Asia Pacific Journal of Information Systems, 26(4), 561–576. https://doi.org/10.14329/apjis.2016.26.4.561

Lee, H., Lee, J., Chung, N., & Koo, C. (2018). Tourists’ happiness: Are there smart tourism technology effects? Asia Pacific Journal of Tourism Research, 23(5), 486–501. https://doi.org/10.1080/10941665.2018.1468344

Leung, D., Law, R., van Hoof, H., & Buhalis, D. (2013). Social media in tourism and hospitality: A literature review. Journal of Travel & Tourism Marketing, 30(1–2), 3–22. https://doi.org/10.1080/10548408.2013.750919

Li, X., Ping, Y., & Zhang, D. (2017). Transition and development in the Jin-shanzui fishing village near Shanghai, China. In Global change in marine systems (pp. 235–250). Routledge. https://doi.org/10.4324/9781315163765-14

Marsh, H. W., Guo, J., Dicke, T., Parker, P. D., & Craven, R. G. (2019). Confirmatory factor analysis (CFA), exploratory structural equation modeling (ESEM), and set-ESEM: Optimal balance between goodness of fit and parsimony. Multivariate Behavioral Research, 54(5), 1–18. https://doi.org/10.1080/00273171.2019.1602503

Mendes, J., Medeiros, T., Silva, O., Tomás, L., Silva, L., & Ferreira, J. A. (2022). PERMA model of well-being applied to Portuguese senior tourists: A confirmatory factor analysis. Sustainability, 14(13), 7538. https://doi.org/10.3390/su14137538

Meng, B., Chua, B. L., Ryu, H. B., & Han, H. (2020). Volunteer tourism traveler behavior: Merging norm activation model and theory of planned behavior. Journal of Sustainable Tourism, 28(12), 1947–1969. https://doi.org/10.1080/09669582.2020.1778010

Mishra, K., Mishra, A., & Bansal, R. (2024). Impact of technology and governance on consumer behaviour. International Journal of Digital Strategy, Governance, and Business Transformation, 13(1), 1–13. https://doi.org/10.4018/IJDSGBT.335917

Mitchell, C. J. A., & Shannon, M. (2018). Exploring cultural heritage tourism in rural Newfoundland through the lens of the evolutionary economic geographer. Journal of Rural Studies, 61, 1–10. https://doi.org/10.1016/j.jrurstud.2018.05.002

Moon, J. W., & An, Y. (2022). Uses and gratifications motivations and their effects on attitude and e-tourist satisfaction: A multilevel approach. Tourism and Hospitality, 3(1), 116–136. https://doi.org/10.3390/tourhosp3010009

Mude, G., & Karad, V. (2022). Social media usage: A comparison between generations. International Journal of E-Business Research, 19(1), 1–20. https://doi.org/10.4018/IJEBR.317889

Nengovhela, M., Ochara, N. M., & Nethengwe, T. M. (2020). Confirmation and validation of smart tourism technology attributes: The case study of city of Tshwane. African Journal of Hospitality, Tourism and Leisure, 9(3), 38–56. https://doi.org/10.46222/ajhtl.19770720-3

Nisa, A. N. K., Fadin, D. I. N., & Gustiarti, P. O. (2023). Experiencing museum: Digital free tourism exploration at Ullen Sentalu Museum, Yogyakarta. Jurnal Nasional Pariwisata, 13(2), 180–194. https://doi.org/10.22146/jnp.92457

Nur, O., & Prihantoro, E. (2021). The influence of social media on the millennial generation in travel decision-making. Jurnal The Messenger, 13(3), 238–255. https://doi.org/10.26623/themessenger.v13i3.2328

Oliveira, T., Araujo, B., & Tam, C. (2020). Why do people share their travel experiences on social media? Tourism Management, 78, 104041. https://doi.org/10.1016/j.tourman.2019.104041

Pai, C. K., Liu, Y., Kang, S., & Dai, A. (2020). The role of perceived smart tourism technology experience for tourist satisfaction, happiness, and revisit intention. Sustainability, 12(16), 6592. https://doi.org/10.3390/su12166592

Rey-Moreno, M., Sánchez-Franco, M. J., & de la Sierra Rey-Tienda, M. (2023). Examining transaction-specific satisfaction and trust in Airbnb and hotels: An application of BERTopic and zero-shot text classification. Tourism and Management Studies, 19(2), 21–37. https://doi.org/10.18089/tms.2023.190202

Rungruangjit, W., & Charoenpornpanichkul, K. (2024). What motivates consumers’ continued usage intentions of food delivery applications in the post-COVID-19 outbreak? Comparing Generations X, Y, and Z. Journal of Asia Business Studies, 18(1), 224–251. https://doi.org/10.1108/JABS-06-2023-0234

Ryan, R. M., & Deci, E. L. (2001). On happiness and human potentials: A review of research on hedonic and eudaimonic well-being. Annual Review of Psychology, 52, 141–166. https://doi.org/10.1146/annurev.psych.52.1.141

Sari, M. K., Lita, R. P., Lenggogeni, S., & Ma’ruf. (2025). Generational dynamics in social media: Harnessing Instagram for value co-creation in tourism. Jurnal Manajemen Universitas Bung Hatta, 20(1), 134–146. https://doi.org/10.37301/jmubh.v20i1.27135

Serra Femenia, F., & Neuhofer, B. (2018). Smart tourism experiences: Conceptualisation, key dimensions and research agenda. Investigaciones Regionales – Journal of Regional Research, 42, 129–150.

Serrano-Malebrán, J., Campos-Núñez, F., Vidal-Silva, C., Veneros-Alquinta, D., Zuñiga-Contreras, F., & Ahumada-Gutierrez, D. (2025). From search engines to social influence: A stimulus–organism–response model of travel influencers on TikTok. Frontiers in Communication, 10, 1649647. https://doi.org/10.3389/fcomm.2025.1649647

Sigala, M. (2017). Social media and the co-creation of tourism experiences. In M. Sotiriadis (Ed.), The handbook of managing and marketing tourism experiences (pp. 85–102). Emerald Group Publishing. https://doi.org/10.1108/978-1-78635-290-320161033

Sigalat-Signes, E., Calvo-Palomares, R., Roig-Merino, B., & García-Adán, I. (2020). Transition towards a tourist innovation model: The smart tourism destination: Reality or territorial marketing? Suma de Negocios, 11(24), 96–104. https://doi.org/10.1016/j.jik.2019.06.002

Skinner, H., Sarpong, D., & White, G. R. T. (2018). Meeting the needs of the millennials and Generation Z: Gamification in tourism through geocaching. Journal of Tourism Futures, 4(1), 93–104. https://doi.org/10.1108/JTF-12-2017-0060

Sthapit, E., Coudounaris, D. N., & Björk, P. (2019). Extending the memorable tourism experience construct: An investigation of memories of local food experiences. Scandinavian Journal of Hospitality and Tourism, 19(4–5), 333–351. https://doi.org/10.1080/15022250.2019.1689530

Sthapit, E., & Coudounaris, D. N. (2018). Memorable tourism experiences: Antecedents and outcomes. Scandinavian Journal of Hospitality and Tourism, 18(1), 72–94. https://doi.org/10.1080/15022250.2017.1287003

Sthapit, E., Stone, M. J., & Björk, P. (2024). Sources of value co-creation, co-destruction, and co-recovery at Airbnb in the context of the COVID-19 pandemic. International Journal of Hospitality & Tourism Administration, 25(2), 249–276. https://doi.org/10.1080/15256480.2022.2092249

Su, L., Tang, B., & Nawijn, J. (2021). How tourism activity shapes travel experience sharing: Tourist well-being and social context. Annals of Tourism Research, 91, 103316. https://doi.org/10.1016/j.annals.2021.103316

Su, M. M., Wall, G., & Wang, Y. (2019). Integrating tea and tourism: A sustainable livelihoods approach. Journal of Sustainable Tourism, 27(12), 1816–1835. https://doi.org/10.1080/09669582.2019.1648482

Su, Z., Aaron, J. R., Guan, Y., & Wang, H. (2019). Sustainable livelihood capital and strategy in rural tourism households: A seasonality perspective. Sustainability, 11(18), 4833. https://doi.org/10.3390/su11184833

Tirtawati, N. M., Dianasari, D., & Putra, I. N. (2019).

The challenge of young generation involvement in sustainable tourism development. Journal of Advanced Management Science, 7(1), 25–32. https://doi.org/10.18178/JOAMS.7.1.25-32

Torabi, Z., Shalbafian, A. A., Allam, Z., Ghaderi, Z., Murgante, B., & Khavarian-Garmsir, A. R. (2022). Enhancing memorable experiences, tourist satisfaction, and revisit intention through smart tourism technologies. Sustainability, 14(5), 2721. https://doi.org/10.3390/su14052721

Tsai, C.-H., Wu, T., Wall, G., & Linliu, S.-C. (2016). Perceptions of tourism impacts and community resilience to natural disasters. Tourism Geographies, 18(2), 152–173. https://doi.org/10.1080/14616688.2016.1149875

Vargas-Sánchez, A., & Saltos, A. E. (2019). Smartness and social networks as shapers of the tourism industry: What is being done in academia at this intersection? Worldwide Hospitality and Tourism Themes, 11(6), 748–759. https://doi.org/10.1108/WHATT-09-2019-0057

Vargas, A. (2020). COVID-19 crisis: A new model of tourism governance for a new time. Worldwide Hospitality and Tourism Themes, 12(6), 691–699. https://doi.org/10.1108/WHATT-07-2020-0066

Wang, Y., Kam, K., So, K. K. F., & Sparks, B. A. (2016). Technology readiness and customer satisfaction with travel technologies: A cross-country investigation. Journal of Travel Research, 56(4), 563–577. https://doi.org/10.1177/0047287516657891

Wei, W., Önder, I., & Uysal, M. (2024). Smart tourism destination (STD): Developing and validating an impact scale using residents’ overall life satisfaction. Current Issues in Tourism. https://doi.org/10.1080/13683500.2023.2296587

Wolf, E. J., Harrington, K. M., Clark, S. L., & Miller, M. W. (2013). Sample Size Requirements for Structural Equation Models: An Evaluation of Power, Bias, and Solution Propriety. Educational and Psychological Measurement, 73(6), 913–934. https://doi.org/10.1177/0013164413495237

Wong, J. W. C., Lai, I. K. W., & Tao, Z. (2020). Sharing memorable tourism experiences on mobile social media and how it influences further travel decisions. Current Issues in Tourism, 23(14), 1773–1787. https://doi.org/10.1080/13683500.2019.1649372

Xie, P. F., Lee, M. Y., & Wong, J. W. C. (2020). Assessing community attitudes toward industrial heritage tourism development. … of Tourism and Cultural Change. https://doi.org/10.1080/14766825.2019.1588899

Xu, X., Wang, X. L., & Kim, B. (2025). Exploring the Value Co-creation Mechanism in Online Travel Communities: Value Co-creators, Engagement Activities, and Interactions. Journal of Travel Research. https://doi.org/10.1177/00472875251322515

Yun, H. J., Kang, D. J., & Lee, M. J. (2018). Spatiotemporal distribution of urban walking tourists by season using GPS-based smartphone application. Asia Pacific Journal of Tourism …, 23(11). https://doi.org/10.1080/10941665.2018.1513949

Zhang, H., Wu, Y., & Buhalis, D. (2017). Journal of Destination Marketing & Management A model of perceived image , memorable tourism experiences and revisit intention. Journal of Destination Marketing & Management, June, 1–11. https://doi.org/10.1016/j.jdmm.2017.06.004

Zhang, T. (2020). Co-creating tourism experiences through a traveler’s journey: a perspective article. Tourism Review, 75(1), 56–60. https://doi.org/10.1108/TR-06-2019-0251

Zhang, Yuqing, & Lee, H. (2022). Wine tourism experience effects on co-creation, perceived value and consumer behavior. Ciencia e Tecnica Vitivinicola, 37(2), 159–177. https://doi.org/10.1051/ctv/20223702159

Zhang, Yuwen, & Sotiriadis, M. (2022). Investigating the Impact of Smart Tourism Technologies on Tourists ’ Experiences. Sustainability Article, 14. https://doi.org/https://doi.org/ 10.3390/su14053048

Zhiqi, L., & Rasoolimanesh, S. M. (2023). Influencing facors on the intention of sharing heritage tourism experience in social media. Journal of Hospitality and Tourism Technology, July. https://doi.org/10.1108/JHTT-05-2021-0157

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2025-12-29

How to Cite

Sari, M. K., Lita, R. P., Lenggogeni, S., & Ma’ruf, M. (2025). The Paradox of Smart Tourism: Does Technology Empower or Discourage Experience Sharing. Journal of Applied Engineering and Technological Science (JAETS), 7(1), 519–538. https://doi.org/10.37385/jaets.v7i1.7353