The Moderating Role of Technological Knowledge in the Relationship Between Perceived Sustainable Marketing and Intention to Agritourism
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Abstract
Agritourism is a key component of sustainable tourism, focusing on minimizing environmental impacts. This study evaluates how technological knowledge influences tourist behavior and intentions within agritourism, employing the Theory of Planned Behavior for a structured quantitative analysis. Data from 348 visitors to orchards, farms, and aquaculture sites in agritourism settings were analyzed using partial least squares structural equation modeling. Results show a significant impact of perceived environmental factors on attitudes, subjective norms, perceived behavioral control, and perceptions of sustainable marketing. Importantly, technological knowledge plays a vital moderating role in linking sustainable marketing perceptions to the intention to engage in agritourism. This research sheds light on the dynamic relationship between sustainable marketing, technological knowledge, and tourist behavior in agritourism, offering insights for businesses and policymakers to foster sustainable practices and enhance the appeal of agritourism experiences.
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References
- S. Ammirato, An Empirical Study of Agritourism Evolution and E-Commerce Adoption Challenges, Inf. Technol. Tour. 12 (2010), 89–104. https://doi.org/10.3727/109830510x12747489979664.
- I. Susila, D. Dean, K. Harismah, K.D. Priyono, A.A. Setyawan, H. Maulana, Does Interconnectivity Matter? An Integration Model of Agro-Tourism Development, Asia Pac. Manage. Rev. 29 (2024), 104–114. https://doi.org/10.1016/j.apmrv.2023.08.003.
- S.A. Ananya, Technology Application in Agri-tourism, in: A. Hassan (Ed.), Technology Application in the Tourism and Hospitality Industry of Bangladesh, Springer Singapore, Singapore, 2021: pp. 113–126. https://doi.org/10.1007/978-981-16-2434-6_7.
- Z. Chen, B. Diao, Regional Planning of Modern Agricultural Tourism Base Based on Rural Culture, Acta Agric. Scand. Sect. B Soil Plant Sci. 72 (2022), 415–428. https://doi.org/10.1080/09064710.2021.2008481.
- W. Yu, D.M. Spencer, Motivations, Challenges, and Self-Transformations of Farmers Engaged in Farm Tourism on a Tropical Island, J. Herit. Tour. 16 (2020), 164–180. https://doi.org/10.1080/1743873x.2020.1776296.
- A.I. Ramaano, Geographical Information Systems in Sustainable Rural Tourism and Local Community Empowerment: A Natural Resources Management Appraisal for Musina Municipality’ Society, Local Develop. Soc. 4 (2022), 74–105. https://doi.org/10.1080/26883597.2021.2011610.
- Z. ul Abedin Janjua, G. Krishnapillai, M. Rehman, Importance of the Sustainability Tourism Marketing Practices: An Insight from Rural Community-Based Homestays in Malaysia, J. Hosp. Tour. Insights. 6 (2022), 575–594. https://doi.org/10.1108/jhti-10-2021-0274.
- X. Font, S. McCabe, Sustainability and Marketing in Tourism: Its Contexts, Paradoxes, Approaches, Challenges and Potential, J. Sustain. Tour. 25 (2017), 869–883. https://doi.org/10.1080/09669582.2017.1301721.
- Z. Zhao, Y. Xue, L. Geng, Y. Xu, N.N. Meline, The Influence of Environmental Values on Consumer Intentions to Participate in Agritourism—A Model to Extend TPB, J. Agric. Environ. Ethics. 35 (2022), 15. https://doi.org/10.1007/s10806-022-09881-8.
- G. Grillini, G. Sacchi, T. Streifeneder, C. Fischer, Differences In Sustainability Outcomes Between Agritourism and Non-Agritourism Farms Based on Robust Empirical Evidence from the Tyrol/Trentino Mountain Region, J. Rural Stud. 104 (2023), 103152. https://doi.org/10.1016/j.jrurstud.2023.103152.
- I. Šagovnović, I. Stamenković, Investigating Values of Green Marketing Tools in Predicting Tourists’ Eco-Friendly Attitudes and Behavior, J. Ecotour. 22 (2022), 479–501. https://doi.org/10.1080/14724049.2022.2075003.
- S. Han, H. Ramkissoon, E. You, M.J. Kim, Support of Residents for Sustainable Tourism Development in Nature-Based Destinations: Applying Theories of Social Exchange and Bottom-Up Spillover, J. Outdoor Recreat. Tour. 43 (2023), 100643. https://doi.org/10.1016/j.jort.2023.100643.
- K. Ait-Yahia Ghidouche, L. Nechoud, F. Ghidouche, Achieving Sustainable Development Goals Through Agritourism in Algeria, Worldw. Hosp. Tour. Themes. 13 (2021), 63–80. https://doi.org/10.1108/whatt-08-2020-0092.
- D. Louis, C. Lombart, Impact of a Corporate Social Responsibility Message on Consumers’ Sustainable Behaviours and Purchase Intentions, Corp. Soc. Respons. Environ. Manage. 31 (2024), 579–599. https://doi.org/10.1002/csr.2587.
- S. Brune, W. Knollenberg, K.T. Stevenson, C. Barbieri, M. Schroeder-Moreno, The Influence of Agritourism Experiences on Consumer Behavior toward Local Food, J. Travel Res. 60 (2020), 1318–1332. https://doi.org/10.1177/0047287520938869.
- S. Chen, M. Sotiriadis, S. Shen, The Influencing Factors on Service Experiences in Rural Tourism: An Integrated Approach, Tour. Manage. Perspect. 47 (2023), 101122. https://doi.org/10.1016/j.tmp.2023.101122.
- C. Zhao, Z. Shang, Y. Pan, Beauty and Tourists’ Sustainable Behaviour in Rural Tourism: A Self-Transcendent Emotions Perspective, J. Sustain. Tour. (2023). https://doi.org/10.1080/09669582.2023.2238135.
- P.M.A. Paniccia, S. Baiocco, Interpreting Sustainable Agritourism Through Co-Evolution of Social Organizations, J. Sustain. Tour. 29 (2020), 87–105. https://doi.org/10.1080/09669582.2020.1817046.
- I. Ajzen, The theory of planned behavior, Organ. Behav. Human Decision Processes. 50 (1991), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T.
- C. Tew, C. Barbieri, The Perceived Benefits of Agritourism: The Provider’s Perspective, Tour. Manage. 33 (2012), 215–224. https://doi.org/10.1016/j.tourman.2011.02.005.
- T.H. Le, H.C. Wu, W.S. Huang, G.B. Liou, C.C. Huang, C.-M. Hsieh, Determinants of Tourists’ Intentions to Agrotourism in Vietnam From Perspectives of Value-Belief-Norm Theory, J. Travel Tour. Market. 38 (2021), 881–899. https://doi.org/10.1080/10548408.2021.1985040.
- N. Adnan, S.M. Nordin, M.A. Bahruddin, A.H. Tareq, A State-of-the-Art Review on Facilitating Sustainable Agriculture Through Green Fertilizer Technology Adoption: Assessing Farmers Behavior, Trends Food Sci. Techn. 86 (2019), 439–452. https://doi.org/10.1016/j.tifs.2019.02.040.
- J.A. Cano, A.A. Londoño-Pineda, E.A. Campo, S.A. Fernández, Sustainable Business Models of E-Marketplaces: An Analysis from the Consumer Perspective, J. Open Innov.: Techn. Market Complex. 9 (2023), 100121. https://doi.org/10.1016/j.joitmc.2023.100121.
- D. Jaiswal, B. Singh, R. Kant, A. Biswas, Towards Green Product Consumption: Effect of Green Marketing Stimuli and Perceived Environmental Knowledge in Indian Consumer Market, Soc. Bus. Rev. 17 (2021), 45–65. https://doi.org/10.1108/sbr-05-2021-0081.
- J. Wu, T. Yang, Service Attributes for Sustainable Rural Tourism from Online Comments: Tourist Satisfaction Perspective, J. Dest. Market. Manage. 30 (2023), 100822. https://doi.org/10.1016/j.jdmm.2023.100822.
- H. Moon, H. Han, Destination Attributes Influencing Chinese Travelers’ Perceptions of Experience Quality and Intentions for Island Tourism: A Case of Jeju Island, Tour. Manage. Perspect. 28 (2018), 71–82. https://doi.org/10.1016/j.tmp.2018.08.002.
- T. Matiza, E. Slabbert, The Destination Marketing and Media Profile – Travel Motives Nexus Amid Tourism Crisis: The Mediating Effect of the Nation Brand, J. Hosp. Tour. Insights. 7 (2022), 1–27. https://doi.org/10.1108/jhti-05-2022-0174.
- Y. Joshi, D.P. Uniyal, D. Sangroya, Investigating Consumers’ Green Purchase Intention: Examining the Role of Economic Value, Emotional Value and Perceived Marketplace Influence, J. Clean. Product. 328 (2021), 129638. https://doi.org/10.1016/j.jclepro.2021.129638.
- L. Ding, C. Jiang, The Impact of Rural Tourism Destination Attractiveness on Tourists’ Environmentally Responsible Behavioral Intentions: The Mediating Role of Green Self-Identity, J. Glob. Resp. (2023). https://doi.org/10.1108/jgr-03-2023-0046.
- Z. Chen, Theoretical Development of the Tourist Experience: A Future Perspective, Tour. Recreat. Res. (2023). https://doi.org/10.1080/02508281.2023.2255939.
- K.J. Dsouza, A. Shetty, P. Damodar, A.D. Shetty, T.K. Dinesh, The Assessment of Locavorism Through the Lens of Agritourism: The Pursuit of Tourist’s Ethereal Experience, Econ. Res.-Ekon. Istraž. 36 (2023), 2147566. https://doi.org/10.1080/1331677X.2022.2147566.
- P. Reddy, K. Chaudhary, B. Sharma, S. Hussein, Essaying the Design, Development and Validation Processes of a New Digital Literacy Scale, Online Inf. Rev. 47 (2022), 371–397. https://doi.org/10.1108/oir-10-2021-0532.
- J. Liu, C. Wang, T. (Christina) Zhang, Exploring Social Media Affordances in Tourist Destination Image Formation: A Study on China’s Rural Tourism Destination, Tour. Manage. 101 (2024), 104843. https://doi.org/10.1016/j.tourman.2023.104843.
- H.A. Kokash, S. Shah Alam, S. Ahmed, A.N. Khattak, B. Tariq, Using Virtual Reality in Tourism Destination Decision: A Young Saudi Tourists’ Perspective with Habit is a Mediator, J. Qual. Assurance Hosp. Tour. (2024). https://doi.org/10.1080/1528008x.2023.2299762.
- L. Nicholas, B. Thapa, Visitor perspectives on sustainable tourism development in the Pitons Management Area World Heritage Site, St. Lucia, Environ. Develop. Sustain. 12 (2010), 839–857. https://doi.org/10.1007/s10668-009-9227-y.
- J.F. Hair, M. Sarstedt, C.M. Ringle, S.P. Gudergan, Advanced Issues in Partial Least Squares Structural Equation Modeling, Sage, Thousand Oaks, (2018).
- J.F. Hair, J.J. Risher, M. Sarstedt, C.M. Ringle, When to Use and How to Report the Results of PLS-SEM, Eur. Bus. Rev. 31 (2019), 2–24. https://doi.org/10.1108/ebr-11-2018-0203.
- J.M. Becker, A. Rai, E.E. Rigdon, Predictive Validity and Formative Measurement in Structural Equation Modeling: Embracing Practical Relevance, in: Proceedings of the International Conference on Information Systems (ICIS), 2013.
- J. Cohen, A Power Primer, Psychol. Bull. 112 (1992), 155–159. https://doi.org/10.1037/0033-2909.112.1.155.
- X. (Robert) Li, C.K. Cheng, H. Kim, J.F. Petrick, A Systematic Comparison of First-Time and Repeat Visitors via a Two-Phase Online Survey, Tour. Manage. 29 (2008), 278–293. https://doi.org/10.1016/j.tourman.2007.03.010.
- J.F. Hair Jr., M.C. Howard, C. Nitzl, Assessing Measurement Model Quality in PLS-SEM Using Confirmatory Composite Analysis, J. Bus. Res. 109 (2020), 101–110. https://doi.org/10.1016/j.jbusres.2019.11.069.
- T. Clauss, Measuring Business Model Innovation: Conceptualization, Scale Development, and Proof of Performance, R & D Manage. 47 (2016), 385–403. https://doi.org/10.1111/radm.12186.
- J. Henseler, C.M. Ringle, R.R. Sinkovics, The Use of Partial Least Squares Path Modeling in International Marketing, in: R.R. Sinkovics, P.N. Ghauri (Eds.), Advances in International Marketing, Emerald Group Publishing Limited, 2009: pp. 277–319. https://doi.org/10.1108/S1474-7979(2009)0000020014.
- W.W. Chin, J. Henseler, H. Wang, Handbook of Partial Least Squares: Concepts, Methods and Applications, Springer, Berlin, Heidelberg, 2010.
- L. Hu, P.M. Bentler, Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus New Alternatives, Struct. Equ. Model.: Multidiscip. J. 6 (1999), 1–55. https://doi.org/10.1080/10705519909540118.
- J.C. Nunnally, Psychometric Theory, 2nd ed., McGraw-Hill, 1978.
- M. Sarstedt, C.M. Ringle, J.F. Hair, Treating Unobserved Heterogeneity in PLS-SEM: A Multi-method Approach, in: H. Latan, R. Noonan (Eds.), Partial Least Squares Path Modeling, Springer International Publishing, Cham, 2017: pp. 197–217. https://doi.org/10.1007/978-3-319-64069-3_9.
- M. Sarstedt, J.F. Hair, M. Pick, B.D. Liengaard, L. Radomir, C.M. Ringle, Progress in Partial Least Squares Structural Equation Modeling Use in Marketing Research in the Last Decade, Psychol. Market. 39 (2022), 1035–1064. https://doi.org/10.1002/mar.21640.
- R.P. Bagozzi, Y. Yi, On the Evaluation of Structural Equation Models, J. Acad. Market. Sci. 16 (1988), 74–94. https://doi.org/10.1007/bf02723327.
- C. Fornell, D.F. Larcker, Evaluating Structural Equation Models with Unobservable Variables and Measurement Error, J. Market. Res. 18 (1981), 39–50. https://doi.org/10.1177/002224378101800104.
- S. Baiocco, L. Leoni, P.M.A. Paniccia, Entrepreneurship for Sustainable Development: Co-Evolutionary Evidence From the Tourism Sector, J. Small Bus. Enterprise Develop. 30 (2023), 1521–1546. https://doi.org/10.1108/jsbed-01-2023-0003.
- H. Hu, J. Zhang, G. Chu, J. Yang, P. Yu, Factors Influencing Tourists’ Litter Management Behavior in Mountainous Tourism Areas in China, Waste Manage. 79 (2018), 273–286. https://doi.org/10.1016/j.wasman.2018.07.047.
- C.H. Chin, C.L. Chin, W.P.M. Wong, The Implementation of Green Marketing Tools in Rural Tourism: The Readiness of Tourists?, J. Hosp. Market. Manage. 27 (2017), 261–280. https://doi.org/10.1080/19368623.2017.1359723.
- S. Mandal, Exploring the Influence of Big Data Analytics Management Capabilities on Sustainable Tourism Supply Chain Performance: The Moderating Role of Technology Orientation, J. Travel Tour. Market. 35 (2018), 1104–1118. https://doi.org/10.1080/10548408.2018.1476302.
- S. Baiocco, P.M.A. Paniccia, Integrating The Natural Environment into Tourism Firms’ Business Model for Sustainability, Environ. Sci. Pollution Res. 30 (2023), 75015–75028. https://doi.org/10.1007/s11356-023-27730-7.
- L. Yanan, M.A. Ismail, A. Aminuddin, How Has Rural Tourism Influenced the Sustainable Development of Traditional Villages? A Systematic Literature Review, Heliyon. 10 (2024), e25627. https://doi.org/10.1016/j.heliyon.2024.e25627.
- N. Khazami, A. Nefzi, A. Yahyaoui, Role of Rural Women on the Agritourism Entrepreneurial Behavior in Tunisia, Cogent Bus. Manage. 11 (2023), 2292313. https://doi.org/10.1080/23311975.2023.2292313.
- The Quynh, Western Tourists Try Catching Fish in Vietnam Terraced Fields, 2022. https://e.vnexpress.net/news/travel/western-tourists-try-catching-fish-in-vietnam-terraced-fields-4525815.html.
- T. Hansen, S. Olk, T.U. Thomsen, A Meta-Analysis of Sustainable Tourist Behavioral Intention and the Moderating Effects of National Culture, J. Sustain. Tour. 32 (2023), 883–903. https://doi.org/10.1080/09669582.2023.2186825.
- C.H. Liu, J.S. Horng, S.F. Chou, T.Y. Yu, Y.C. Huang, H.T. Vu, The Roles of Cognitive Benefits and Technology Usage in Predicting Students’ Sustainable Behavioural Intentions: The Moderating Roles of Data Literacy and Marketing Strategy, J. Hosp. Leis. Sport Tour. Educ. 34 (2024), 100480. https://doi.org/10.1016/j.jhlste.2024.100480.