Login Register

Environment and Social Psychology

  • Home
  • About the Journal
    • Focus and Scope
    • Peer Review Process
    • Open Access Policy
    • Publishing Ethics
    • Erratum & Withdrawal Policies
    • Copyright & Licence
    • Indexing & Archiving
    • Article Processing Charges (APC) Payment
    • Publisher
    • Contact
  • Article
    • Current
    • Archives
  • Submissions
  • Editorial Team
  • Announcements
  • Special Issues
Apply for Editorial Board Submit an Article

editor-in-chief

Editor-in-Chief

Prof. Dr. Paola Magnano
Kore University of Enna
Italy

Prof. Dr. Gabriela Topa
Social and organizational Psychology, Universidad Nacional de Educacion a Distancia
Spain

indexing-and-archiving

Indexing & Archiving

issn

ISSN

ISSN: 2424-8975 (Online)

ISSN: 2424-7979 (Print)

apc

Article Processing Charges (APCs)

US$1700

frequency

Publication Frequency

Monthly since 2024

Most Viewed

  • The Role of Social Support and Environment: The Mediating Effect of College Students’ Psychology and Behavior
    9058
  • The sustainable practice of education fairness in China: The influence of college students’ perceptions of senior teachers' support on students’ well-being
    8196
  • The Balance Between Resource Development And Environmental Protection Is “Social Contracting”: The Case Of LAPSSET Project In Kenya
    7960
  • Analyzing impacts of campus journalism on student’s grammar consciousness and confidence in writing engagements
    7529
  • A trip down memory lane: Sustaining collective memory through old shophouses in Jalan Mendaling Kajang, Selangor
    6093

Keywords

Home > Archives > Vol. 10 No. 8 (2025): Published > Research Articles
ESP-3533

Published

2025-08-27

Issue

Vol. 10 No. 8 (2025): Published

Section

Research Articles

License

Copyright (c) 2025 Environmental education; ecotourism; environmental conservation; social media; blogging; artifical neural network

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

The journal adopts the Attribution-NonCommercial 4.0 International (CC BY-NC 4.0), which means that anyone can reuse and redistribute the materials for non-commercial purposes as long as you follow the license terms and the original source is properly cited.

Author(s) shall retain the copyright of their work and grant the Journal/Publisher rights for the first publication with the work concurrently licensed since 2023 Vol.8 No.2.

Under this license, author(s) will allow third parties to download, reuse, reprint, modify, distribute and/or copy the content under the condition that the authors are given credit. No permission is required from the authors or the publisher.

This broad license intends to facilitate free access, as well as the unrestricted use of original works of all types. This ensures that the published work is freely and openly available in perpetuity.

By providing open access, the following benefits are brought about:

  • Higher Visibility, Availability and Citations-free and unlimited accessibility of the publication over the internet without any restrictions increases citation of the article.
  • Ease of search-publications are easily searchable in search engines and indexing databases.
  • Rapid Publication – accepted papers are immediately published online.
  • Available for free download immediately after publication at https://esp.as-pub.com/index.php/ESP

 

Copyright Statement

1.The authors certify that the submitted manuscripts are original works, do not infringe the rights of others, are free from academic misconduct and confidentiality issues, and that there are no disputes over the authorship scheme of the collaborative articles. In case of infringement, academic misconduct and confidentiality issues, as well as disputes over the authorship scheme, all responsibilities will be borne by the authors.

2. The author agrees to grant the Editorial Office of Environment and Social Psychology a licence to use the reproduction right, distribution right, information network dissemination right, performance right, translation right, and compilation right of the submitted manuscript, including the work as a whole, as well as the diagrams, tables, abstracts, and any other parts that can be extracted from the work and used in accordance with the characteristics of the journal. The Editorial Board of Environment and Social Psychology has the right to use and sub-licence the above mentioned works for wide dissemination in print, electronic and online versions, and, in accordance with the characteristics of the periodical, for the period of legal protection of the property right of the copyright in the work, and for the territorial scope of the work throughout the world.

3. The authors are entitled to the copyright of their works under the relevant laws of Singapore, provided that they do not exercise their rights in a manner prejudicial to the interests of the Journal.

About Licence

Environment and Social Psychology is an open access journal and all published work is available under the Creative Commons Licence, Authors shall retain copyright of their work and grant the journal/publisher the right of first publication, and their work shall be licensed under the Attribution-NonCommercial 4.0 International (CC BY-NC 4.0).

Under this licence, the author grants permission to third parties to download, reuse, reprint, modify, distribute and/or copy the content with attribution to the author. No permission from the author or publisher is required.

This broad licence is intended to facilitate free access to and unrestricted use of original works of all kinds. This ensures that published works remain free and accessible in perpetuity. Submitted manuscripts, once accepted, are immediately available to the public and permanently accessible free of charge on the journal’s official website (https://esp.as-pub.com/index.php/ESP). Allowing users to read, download, copy, print, search for or link to the full text of the article, or use it for other legal purposes. However, the use of the work must retain the author's signature, be limited to non-commercial purposes, and not be interpretative.

Click to download <Agreement on the Licence for the Use of Copyright on Environmental and Social Psychology>.

How to Cite

Jabeen, S. (2025). A Two-stage hybrid SEM-ANN approach to assessing the impact of digital marketing platforms in the development of ecotourism behaviour. Environment and Social Psychology, 10(8), ESP-3533. https://doi.org/10.59429/esp.v10i8.3533
  • ACM
  • ACS
  • APA
  • ABNT
  • Chicago
  • Harvard
  • IEEE
  • MLA
  • Turabian
  • Vancouver

  • Download Citation
  • Endnote/Zotero/Mendeley (RIS)
  • BibTeX

A Two-stage hybrid SEM-ANN approach to assessing the impact of digital marketing platforms in the development of ecotourism behaviour

Samrena Jabeen

Faculty of Business Studies, Arab Open University, A'ali 18211, Bahrain


DOI: https://doi.org/10.59429/esp.v10i8.3533


Keywords: Environmental education; ecotourism; environmental conservation; social media; blogging; artifical neural network


Abstract

Purpose: This study investigates the impact of various digital marketing platforms on the development of ecotourism behavior among tourists. Design/Methodology/Approach: A hybrid research approach, integrating Partial Least Squares Structural Equation Modeling (PLS-SEM) and Artificial Neural Network (ANN), was applied to analyze data collected from a random sample of 384 tourists. Findings: Social media was identified as the most influential digital platform shaping tourists' ecotourism behavior. It plays a significant role in fostering environmental education, promoting resource conservation, and contributing to local community development. Search engine optimization (SEO) emerged as a vital tool for raising environmental conservation awareness, while its impact on local community development was less pronounced. Mobile applications and blogging were found to be effective in fostering environmental conservation and enhancing environmental education, respectively. Practical Implications: The findings underscore the pivotal role of social media in influencing ecotourism behavior, emphasizing its potential for ecotourism marketers. Furthermore, the study highlights the importance of leveraging SEO, mobile applications, and blogging to promote environmental awareness and education among tourists. Originality/Value: This research provides valuable insights into the diverse roles of digital marketing platforms in shaping ecotourism behavior, offering practical guidance for ecotourism marketers and destinations seeking to harness the power of digital tools for sustainable tourism development.


References

[1]. 1.Khan N, Qureshi MI. A systematic literature review on online medical services in Malaysia. International journal of online and biomedical engineering. 2020;16(6):107-118. doi:10.3991/ijoe.v16i06.13573

[2]. 2.Ramaiah M, Avtar R. Urban Green Spaces and Their Need in Cities of Rapidly Urbanizing India: A Review. Urban Science. 2019;3(3):94. doi:10.3390/urbansci3030094

[3]. 3.Hussain T, Chen S, Nurunnabi M. The role of social media for sustainable development in mountain region tourism in Pakistan. International Journal of Sustainable Development and World Ecology. 2019;26(3):226-231. doi:10.1080/13504509.2018.1550823

[4]. 4.Assaker G, Hallak R. Moderating Effects of Tourists’ Novelty-Seeking Tendencies on Destination Image, Visitor Satisfaction, and Short- and Long-Term Revisit Intentions. J Travel Res. 2013;52(5):600-613. doi:10.1177/0047287513478497

[5]. 5.Stănciulescu GC, Diaconescu GN. Models and Alternative Strategies in the Context of Sustainable Development . Alternative Tourism by. ternational Journal of Economic Practices and Theories. 2015;5(3):283-291. Accessed April 25, 2022. https://www.cabdirect.org/cabdirect/abstract/20153252974

[6]. 6.Feyers S, Stein T, Klizentyte K. Bridging worlds: Utilizing a multi-stakeholder framework to create extension-tourism partnerships. Sustainability (Switzerland). 2020;12(1):1-23. doi:10.3390/SU12010080

[7]. 7.Dayneko D v., Dayneko V v. Development and marketing of ecotourism in Baikal region. In: IOP Conference Series: Earth and Environmental Science. Vol 190. IOP Publishing; 2018:012004. doi:10.1088/1755-1315/190/1/012004

[8]. 8.ISMAIL F, IMRAN A, KHAN N, QURESHI MI. Past, present and future of ecotourism, a systematic literature review from last decade. Estudios de Economia Aplicada. 2021;39(4). doi:10.25115/eea.v39i4.4592

[9]. 9.Rattanawiboonsom V, Khan N. Blockchain Technology in Mobile Payments: A Systematic Review of Security Enhancements in Mobile Commerce. International Journal of Interactive Mobile Technologies . 2024;18(21):134. doi:10.3991/IJIM.V18I21.52099

[10]. 10.Díaz S, Demissew S, Carabias J, et al. The IPBES Conceptual Framework — connecting nature and people. Curr Opin Environ Sustain. 2015;14:1-16. doi:10.1016/J.COSUST.2014.11.002

[11]. 11.Lu W, Stepchenkova S. Ecotourism experiences reported online: Classification of satisfaction attributes. Tour Manag. 2012;33(3):702-712. doi:10.1016/j.tourman.2011.08.003

[12]. 12.Thompson BS, Gillen J, Friess DA. Challenging the principles of ecotourism: insights from entrepreneurs on environmental and economic sustainability in Langkawi, Malaysia. Journal of Sustainable Tourism. 2018;26(2):257-276. doi:10.1080/09669582.2017.1343338

[13]. 13.Khan MM, Siddique M, Yasir M, Qureshi MI, Khan N, Safdar MZ. The Significance of Digital Marketing in Shaping Ecotourism Behaviour through Destination Image. Sustainability 2022, Vol 14, Page 7395. 2022;14(12):7395. doi:10.3390/SU14127395

[14]. 14.Rattanawiboonsom V, Khan N. Blockchain Technology in Mobile Payments: A Systematic Review of Security Enhancements in Mobile Commerce. International Journal of Interactive Mobile Technologies . 2024;18(21):134. doi:10.3991/IJIM.V18I21.52099

[15]. 15.Jaya IPGIT, Prianthara IBT. Role of Social Media Influencers in Tourism Destination Image: How Does Digital Marketing Affect Purchase Intention? In: Atlantis Press; 2020. doi:10.2991/assehr.k.200331.114

[16]. 16.Khan N, Qureshi MI, Falahat M, Sikandar H, Sham RB. Navigating the Renewable Energy Transition: A Systematic Review of Economic and Policy Strategies for Grid Integration, Stability, and Viability. International Journal of Energy Economics and Policy. 2025;15(4):709-723. doi:10.32479/IJEEP.20348

[17]. 17.Li J, Xu L, Tang L, Wang S, Li L. Big data in tourism research: A literature review. Tour Manag. 2018;68:301-323. doi:10.1016/j.tourman.2018.03.009

[18]. 18.Rattanawiboonsom V, Sikandar H, Thatsaringkharnsakun U, Khan N. The Role of Mobile Technologies in Tracking Cyberbullying Trends and Social Adaptation among Teenagers. International Journal of Interactive Mobile Technologies . 2025;19(1):171. doi:10.3991/IJIM.V19I01.52747

[19]. 19.Sadiq M, Adil M. Ecotourism related search for information over the internet: a technology acceptance model perspective. Journal of Ecotourism. Published online 2020:1-19. doi:10.1080/14724049.2020.1785480

[20]. 20.Oliveira E, Panyik E. Content, context and co-creation: Digital challenges in destination branding with references to Portugal as a tourist destination. Journal of Vacation Marketing. 2015;21(1):53-74. doi:10.1177/1356766714544235

[21]. 21.Adeola O, Hinson RE, Evans O. Social media in marketing communications: A synthesis of successful strategies for the digital generation. In: Digital Transformation in Business and Society: Theory and Cases. Palgrave Macmillan, Cham; 2019:61-81. doi:10.1007/978-3-030-08277-2_4

[22]. 22.Rahman MK, Masud MM, Akhtar R, Hossain MM. Impact of community participation on sustainable development of marine protected areas: Assessment of ecotourism development. International Journal of Tourism Research. Published online June 28, 2021. doi:10.1002/jtr.2480

[23]. 23.Camilleri MA. Strategic Dialogic Communication Through Digital Media During COVID-19 Crisis. In: Strategic Corporate Communication in the Digital Age. Emerald Publishing Limited; 2021:1-18. doi:10.1108/978-1-80071-264-520211001

[24]. 24.Wu Z, Ge Y. Influence of online engagement of WeChat functions on tourist participation behaviour and leisure travel in Shanghai. https://doi.org/101080/1352726620232201591. Published online 2023. doi:10.1080/13527266.2023.2201591

[25]. 25.Qureshi MI, Bhatti SH, Khan N. From hype to reality: a systematic literature review of blockchain’s role in sustainable supply chain management. Journal of Management History. 2025;ahead-of-print(ahead-of-print). doi:10.1108/JMH-06-2024-0098/FULL/PDF

[26]. 26.Murniati DE, Rasid A, Razzaq A, Bin Ismail A, Mota L. Training Urgency to Bridge the Digital Divide for Social Media Marketing Awareness and Adoption: Case of CBT Rural Homestay Operators Malaysia. Journal of Technical Education and Training. 2023;15(1):142-157. doi:10.30880/jtet.2023.15.01.013

[27]. 27.Lee CK, Olya H, Ahmad MS, Kim KH, Oh MJ. Sustainable intelligence, destination social responsibility, and pro-environmental behaviour of visitors: Evidence from an eco-tourism site. Journal of Hospitality and Tourism Management. 2021;47:365-376. doi:10.1016/J.JHTM.2021.04.010

[28]. 28.Dowling R. The history of ecotourism. In: International Handbook on Ecotourism. Edward Elgar Publishing; 2013:15-30. doi:10.4337/9780857939975.00008

[29]. 29.Cobbinah PB. Contextualising the meaning of ecotourism. Tour Manag Perspect. 2015;16:179-189. doi:10.1016/j.tmp.2015.07.015

[30]. 30.Perifanou M, Tzafilkou K, Economides AA. The role of instagram, facebook, and youtube frequency of use in university students’ digital skills components. Educ Sci (Basel). 2021;11(12):766. doi:10.3390/educsci11120766

[31]. 31.Hardy A, Hyslop S, Booth K, et al. Tracking tourists’ travel with smartphone-based GPS technology: a methodological discussion. Information Technology and Tourism. 2017;17(3):255-274. doi:10.1007/s40558-017-0086-3

[32]. 32.Aslam B, Gul S, Asghar MF. Evaluation of environmental degradation as an unprecedented threat to human security in Pakistan. Liberal Arts and Social Sciences International Journal (LASSIJ). 2021;5(1):197-211. doi:10.47264/idea.lassij/5.1.14

[33]. 33.Nistoreanu P, Aluculesei AC, Avram D. Is green marketing a label for ecotourism? The Romanian experience. Information (Switzerland). 2020;11(8):389. doi:10.3390/INFO11080389

[34]. 34.Halofsky JE, Peterson DL, Ho JJ, Little N, Joyce LA. Climate Change Vulnerability and Adaptation in the Intermountain Region. Gen Tech Rep RMRS-GTR-375 Fort Collins, CO: US Department of Agriculture, Forest Service, Rocky Mountain Research Station Part 1. 2018;374(March):1-197. doi:10.2737/RMRS-GTR-374PART2

[35]. 35.Setyobudi WT, Wiryono SK, Nasution RA, Purwanegara MS. Exploring implicit and explicit attitude toward saving at Islamic bank. Journal of Islamic Marketing. 2015;6(3):314-330. doi:10.1108/JIMA-08-2014-0055

[36]. 36.Ajzen I, Fishbein M. A Bayesian analysis of attribution processes. Psychol Bull. 1975;82(2):261-277. doi:10.1037/h0076477

[37]. 37.Ajzen I. The theory of planned behavior. Organ Behav Hum Decis Process. 1991;50(2):179-211. doi:10.1016/0749-5978(91)90020-T

[38]. 38.Ajzen I. The theory of planned behavior: Frequently asked questions. Hum Behav Emerg Technol. 2020;2(4):314-324. doi:10.1002/HBE2.195

[39]. 39.Imran A, Siddique M, Raza H, Khan N. The obstacles and prospers of ecotourism behavior development in the visitors. An SLR from the literature reviewing from 2015-2019. Journal of Contemporary Issues in Business and Government. 2021;27(1):4045-4063.

[40]. 40.Suresh A, Ramakrishna L, Ahmad H, Qureshi MI, Khan N. Review on nexu s between economic growth and environmental quality. International Journal of Psychosocial Rehabilitation. 2020;24(01).

[41]. 41.Teoh MWY, Wang Y, Kwek A. Conceptualising co-created transformative tourism experiences: A systematic narrative review. Journal of Hospitality and Tourism Management. 2021;47:176-189. doi:10.1016/j.jhtm.2021.03.013

[42]. 42.Fernández-Rovira C, Álvarez Valdés J, Molleví G, Nicolas-Sans R. The digital transformation of business. Towards the datafication of the relationship with customers. Technol Forecast Soc Change. 2021;162:120339. doi:10.1016/j.techfore.2020.120339

[43]. 43.Ma T, McGroarty F. Social Machines: How recent technological advances have aided financialisation. Journal of Information Technology. 2017;32(3):234-250. doi:10.1057/s41265-017-0037-7

[44]. 44.Newsome D, Milewski A, Phillips N, Annear R. Effects of horse riding on national parks and other natural ecosystems in Australia: Implications for management. Journal of Ecotourism. 2002;1(1):52-74. doi:10.1080/14724040208668112

[45]. 45.Law R, Leung R, Lo A, Leung D, Fong LHN. Distribution channel in hospitality and tourism: Revisiting disintermediation from the perspectives of hotels and travel agencies. International Journal of Contemporary Hospitality Management. 2015;27(3):431-452. doi:10.1108/IJCHM-11-2013-0498

[46]. 46.Wang R, Hao JX, Law R, Wang J. Examining destination images from travel blogs: a big data analytical approach using latent Dirichlet allocation. Asia Pacific Journal of Tourism Research. 2019;24(11):1092-1107. doi:10.1080/10941665.2019.1665558

[47]. 47.Mustapha I, Khan N, Qureshi MI, Sikandar H, Nu’man D. Revolutionising the Tourism Industry: The Role of Innovative Technologies in Enhancing Tourist Experiences. Published online 2024:79-86. doi:10.1007/978-3-031-55558-9_9

[48]. 48.Rattanawiboonsom V, Sikandar H, Thatsaringkharnsakun U, Khan N. The Role of Mobile Technologies in Tracking Cyberbullying Trends and Social Adaptation among Teenagers. International Journal of Interactive Mobile Technologies (iJIM). 2025;19(01):171-186. doi:10.3991/IJIM.V19I01.52747

[49]. 49.Rattanawiboonsom V, Sikandar H, Thatsaringkharnsakun U, Khan N. The Role of Mobile Technologies in Tracking Cyberbullying Trends and Social Adaptation among Teenagers. International Journal of Interactive Mobile Technologies . 2025;19(1):171. doi:10.3991/IJIM.V19I01.52747

[50]. 50.Khan N, Qureshi MI, Falahat M, Sikandar H, Sham RB. Navigating the Renewable Energy Transition: A Systematic Review of Economic and Policy Strategies for Grid Integration, Stability, and Viability. International Journal of Energy Economics and Policy. 2025;15(4):709-723. doi:10.32479/IJEEP.20348

[51]. 51.Winter PL, Selin S, Cerveny L, Bricker K. Outdoor Recreation, Nature-Based Tourism, and Sustainability. Sustainability 2020, Vol 12, Page 81. 2019;12(1):81. doi:10.3390/SU12010081

[52]. 52.Sajjad M, Zaman U. Innovative perspective of marketing engagement: Enhancing users’ loyalty in social media through blogging. Journal of Open Innovation: Technology, Market, and Complexity. 2020;6(3):93. doi:10.3390/JOITMC6030093

[53]. 53.Medema MH, Kottmann R, Yilmaz P, et al. Minimum Information about a Biosynthetic Gene cluster. Nat Chem Biol. 2015;11(9):625-631. doi:10.1038/nchembio.1890

[54]. 54.Edwards D, Cheng M, Wong IKA, Zhang J, Wu Q. Ambassadors of knowledge sharing: Co-produced travel information through tourist-local social media exchange. International Journal of Contemporary Hospitality Management. 2017;29(2):690-708. doi:10.1108/IJCHM-10-2015-0607

[55]. 55.Joo YJ, Chung AK, Lee SC, Han AR. Prediction of Academic Satisfaction and Academic Achievement Variables in Computer Education of Engineering College Class. The Transactions of the Korean Institute of Electrical Engineers. 2011;60(2):56-62. doi:10.5370/kieep.2011.60.2.056

[56]. 56.Scanlon L, Kull CA. Untangling the links between wildlife benefits and community-based conservation at Torra Conservancy, Namibia. Dev South Afr. 2009;26(1):75-93. doi:10.1080/03768350802640107

[57]. 57.Aartsen MG, Ackermann M, Adams J, et al. Observation of high-energy astrophysical neutrinos in three years of icecube data. Phys Rev Lett. 2014;113(10):101101. doi:10.1103/PhysRevLett.113.101101

[58]. 58.Gnych S, Lawry S, McLain R, Monterroso I, Adhikary A. Is community tenure facilitating investment in the commons for inclusive and sustainable development? For Policy Econ. 2020;111:102088. doi:10.1016/j.forpol.2019.102088

[59]. 59.Jurjonas M, Seekamp E, Rivers L, Cutts B. Uncovering climate (in)justice with an adaptive capacity assessment: A multiple case study in rural coastal North Carolina. Land use policy. 2020;94:104547. doi:10.1016/j.landusepol.2020.104547

[60]. 60.Huang Z, Weng L, Bao J. How do visitors respond to sustainable tourism interpretations? A further investigation into content and media format. Tour Manag. 2022;92:104535. doi:10.1016/j.tourman.2022.104535

[61]. 61.Affolder T, Akimoto H, Akopian A, et al. Charged jet evolution and the underlying event in proton-antiproton collisions at 1.8 TeV. Physical Review D. 2002;65(9):092002. doi:10.1103/PhysRevD.65.092002

[62]. 62.Tussyadiah I. Personal Technology and Tourism Experiences. In: ISCONTOUR 2015 Tourism Research Perspectives. ; 2015:1-10. Accessed January 3, 2022. http://www.tussyadiah.com/ISCONTOUR15 - Personal Technology and Tourism Experiences - Final-1.pdf

[63]. 63.Cham TH, Lim YM, Sia BC, Cheah JH, Ting H. Medical Tourism Destination Image and its Relationship with the Intention to Revisit: A Study of Chinese Medical Tourists in Malaysia. Journal of China Tourism Research. 2021;17(2):163-191. doi:10.1080/19388160.2020.1734514

[64]. 64.Zou H (Joanna), Hyland K. “Think about how fascinating this is”: Engagement in academic blogs across disciplines. J Engl Acad Purp. 2020;43:100809. doi:10.1016/J.JEAP.2019.100809

[65]. 65.Furchheim P, Collenberg A, Müller S. Taking the Conversation Offline?: The Impact of Response Strategies on Potential Hotel Guests: An Abstract. Developments in Marketing Science: Proceedings of the Academy of Marketing Science. Published online 2022:53-54. doi:10.1007/978-3-030-95346-1_21/COVER

[66]. 66.Christie H, Morris N. Using assessed blogs to enhance student engagement. Teaching in Higher Education. 2021;26(4):573-585. doi:10.1080/13562517.2019.1662390

[67]. 67.Morris NJ, Christie H, Barber J. ‘It’s one of the first times I’ve felt fully engaged’: developing student engagement using blogging as a form of assessment. https://doi.org/101080/0309826520191612862. 2019;43(3):343-361. doi:10.1080/03098265.2019.1612862

[68]. 68.Pencarelli T. The digital revolution in the travel and tourism industry. Information Technology and Tourism. 2020;22(3):455-476. doi:10.1007/s40558-019-00160-3

[69]. 69.Biswal BB, Mennes M, Zuo XN, et al. Toward discovery science of human brain function. Proc Natl Acad Sci U S A. 2010;107(10):4734-4739. doi:10.1073/pnas.0911855107

[70]. 70.Kariru, N. A. Digital Marketing in The Hospitality Industry: Adoption, Use, Firm Performance and National Development. Published online 2022. Accessed January 7, 2023. http://repository.mut.ac.ke/handle/123456789/6140

[71]. 71.Jerkovic J. SEO Warrior: Essential Techniques for Increasing Web Visibility - John I Jerkovic - Google Books.; 2009. Accessed January 3, 2022. https://books.google.com.my/books?hl=en&lr=&id=KzzXzqLzXi8C&oi=fnd&pg=PR5&dq=SEO+as+a+collection+of+methods+that+individuals+may+use+to+guarantee+that+material+created+on+websites,+social+media+accounts,+or+blogs+associated+with+their+name+or+business+app

[72]. 72.Tolica EK, Gorica K, Panajoti VH, Pjero E. The Role of Internet and SEO in Branding Destinations: Case of Albania as a New Destination in Balkans. Academic Journal of Interdisciplinary Studies. 2017;6(1):45-52. doi:10.5901/ajis.2017.v6n1p45

[73]. 73.Eiseman D. Marketing sustainable tourism: Principles and practice. In: Tourism Planning and Destination Marketing. Emerald Group Publishing Ltd.; 2018:121-140. doi:10.1108/978-1-78756-291-220181006

[74]. 74.Septianto F, Seo Y, Errmann AC. Distinct Effects of Pride and Gratitude Appeals on Sustainable Luxury Brands. Journal of Business Ethics. 2021;169(2):211-224. doi:10.1007/s10551-020-04484-7

[75]. 75.Gulbahar MO, Yildirim F. Marketing Efforts Related to Social Media Channels and Mobile Application Usage in Tourism: Case Study in Istanbul. Procedia Soc Behav Sci. 2015;195:453-462. doi:10.1016/j.sbspro.2015.06.489

[76]. 76.Li J, Greenwood D, Kassem M. Blockchain in the built environment and construction industry: A systematic review, conceptual models and practical use cases. Autom Constr. 2019;102:288-307. doi:10.1016/J.AUTCON.2019.02.005

[77]. 77.Abrami PC, Bernard RM, Borokhovski E, Waddington DI, Wade CA, Persson T. Strategies for Teaching Students to Think Critically: A Meta-Analysis. Rev Educ Res. 2015;85(2):275-314. doi:10.3102/0034654314551063

[78]. 78.Jiménez-Aleixandre MP, Puig B. Educating Critical Citizens to Face Post-truth: The Time Is Now. Published online 2022:3-19. doi:10.1007/978-3-030-92006-7_1

[79]. 79.Puig B, Jiménez-Aleixandre MP, eds. Critical Thinking in Biology and Environmental Education. Published online 2022. doi:10.1007/978-3-030-92006-7

[80]. 80.Ragkhitwetsagul C, Krinke J. Siamese: scalable and incremental code clone search via multiple code representations. Empir Softw Eng. 2019;24(4):2236-2284. doi:10.1007/S10664-019-09697-7/TABLES/20

[81]. 81.Chaudhary M, Walker TR, Walker TR. ArcticHubs-Global drivers, local consequences: Tools for global change adaptation and sustainable development of industrial and cultural Arctic “hubs” (H2020-project) View project Statement on proposed NS Biodiversity Act View project River Ganga pollution: Causes and failed management plans (correspondence on Dwivedi et al. 2018. Ganga water pollution: A potential health threat to inhabitants of Ganga basin. Environment International 117, 327-338). Published online 2019. doi:10.1016/j.envint.2019.02.033

[82]. 82.Pesonen J, Pasanen K. A Closer Look at Tourist Information Search Behaviour When Travelling Abroad: What Is the Role of Online Marketing in Choice of Destination? In: Information and Communication Technologies in Tourism 2017. Springer, Cham; 2017:431-443. doi:10.1007/978-3-319-51168-9_31

[83]. 83.Wei D. Gemiverse: The blockchain-based professional certification and tourism platform with its own ecosystem in the metaverse. International Journal of Geoheritage and Parks. 2022;10(2):322-336. doi:10.1016/J.IJGEOP.2022.05.004

[84]. 84.Chai-Arayalert S. Smart application of learning ecotourism for young eco-tourists. Cogent Soc Sci. 2020;6(1). doi:10.1080/23311886.2020.1772558

[85]. 85.Jeong Y, Kim S. A study of event quality, destination image, perceived value, tourist satisfaction, and destination loyalty among sport tourists. Asia Pacific Journal of Marketing and Logistics. 2020;32(4):940-960. doi:10.1108/APJML-02-2019-0101/FULL/PDF

[86]. 86.Chai-Arayalert S. Smart application of learning ecotourism for young eco-tourists. Cogent Soc Sci. 2020;6(1). doi:10.1080/23311886.2020.1772558

[87]. 87.Azar KMJ, Lesser LI, Laing BY, et al. Mobile applications for weight management: Theory-based content analysis. Am J Prev Med. 2013;45(5):583-589. doi:10.1016/j.amepre.2013.07.005

[88]. 88.Tan GWH, Lee VH, Lin B, Ooi KB. Mobile applications in tourism: The future of the tourism industry? In: Industrial Management and Data Systems. Vol 117. Emerald Publishing Limited; 2017:560-581. doi:10.1108/IMDS-12-2015-0490

[89]. 89.Benhin JKA, Barbier EB. Structural Adjustment Programme, deforestation and biodiversity loss in Ghana. Environ Resour Econ (Dordr). 2004;27(3):337-366. doi:10.1023/B:EARE.0000017653.15107.0f

[90]. 90.Chatzopoulos Di, Bermejo C, Huang Z, Hui P. Mobile Augmented Reality Survey: From Where We Are to Where We Go. IEEE Access. 2017;5:6917-6950. doi:10.1109/ACCESS.2017.2698164

[91]. 91.Stashevsky S, Lampert S. Does the Likert Scale Fit the Information Age?; 2014. Accessed January 9, 2022. http://pskov.ranepa.ru/store/NAUKA/Trudj/_BookRiga2014.pdf#page=429

[92]. 92.NEUMAN SB, CELANO D. The knowledge gap: Implications of leveling the playing field for low-income and middle-income children. Read Res Q. 2006;41(2):176-201. doi:10.1598/rrq.41.2.2

[93]. 93.Chen CF, Tsai DC. How destination image and evaluative factors affect behavioral intentions? Tour Manag. 2007;28(4):1115-1122. doi:10.1016/j.tourman.2006.07.007

[94]. 94.Haltia-Holmberg M. # Kulttuurisome: Sosiaalinen media kulttuurituottajan työvälineenä. Published online 2013. Accessed January 3, 2022. https://www.theseus.fi/handle/10024/67931

[95]. 95.Varkaris E, Neuhofer B. The influence of social media on the consumers’ hotel decision journey. Journal of Hospitality and Tourism Technology. 2017;8(1):101-118. doi:10.1108/JHTT-09-2016-0058

[96]. 96.Hays S, Page SJ, Buhalis D. Social media as a destination marketing tool: Its use by national tourism organisations. Current Issues in Tourism. 2013;16(3):211-239. doi:10.1080/13683500.2012.662215

[97]. 97.Samany NN. Automatic landmark extraction from geo-tagged social media photos using deep neural network. Cities. 2019;93:1-12. doi:10.1016/j.cities.2019.04.012

[98]. 98.Sun S, Zheng J, Schuckert M, Law R. Exploring the service quality of Airbnb. Tourism Analysis. 2019;24(4):531-534. doi:10.3727/108354219X15652651367424

[99]. 99.Bögenhold D, Klinglmair R, Kandutsch F. Self-employment on the way in a digital economy: A variety of shades of grey. IfS Discussion papers. 2018;(85321). Accessed September 29, 2021. https://mpra.ub.uni-muenchen.de/85321/

[100]. 100.Erwin E, Suade YKM, ... ANALYZING DIGITAL MARKETING, GREEN MARKETING, NETWORKING AND PRODUCT INNOVATION ON SUSTAINABILITY BUSINESS PERFORMANCE, SILK …. International Journal of …. 2021;5(3). doi:10.29040/IJEBAR.V5I3.3048

[101]. 101.Tabachnick BG. Experimental Designs Using ANOVA Epidemiology and Neurobehaviour of FASD in South Africa View Project CyGaMEs View Project.; 2007. Accessed January 6, 2022. https://www.researchgate.net/publication/259465542

[102]. 102.Khanh LN. THE EFFECTS OF GREEN DIGITAL MARKETING TOWARDS FINNISH CONSUMERS ’ ENVIRONMENTAL AWARENESS AND COMPANY ’ S SUS- TAINABILITY. Published online 2020. Accessed August 9, 2021. http://www.theseus.fi/handle/10024/348635

[103]. 103.SALTON G, BUCKLEY C. Improving retrieval performance by relevance feedback. Journal of the American Society for Information Science. 1990;41(4):288-297. doi:10.1002/(SICI)1097-4571(199006)41:4

[104]. 104.Tabachnick BG, Fidell LS. Using Multivariate Statistics ليس المستحدم كمرجع. Journal of Applied Psychology. 2017;87(4):611-628. Accessed January 9, 2022. https://lccn.loc.gov/2017040173

[105]. 105.Choi K, Wang Y, Sparks B. Travel app users’ continued use intentions: it’s a matter of value and trust. Journal of Travel and Tourism Marketing. 2019;36(1):131-143. doi:10.1080/10548408.2018.1505580

[106]. 106.Dickinson JE, Ghali K, Cherrett T, Speed C, Davies N, Norgate S. Tourism and the smartphone app: capabilities, emerging practice and scope in the travel domain. http://dx.doi.org/101080/136835002012718323. 2014;17(1):84-101. doi:10.1080/13683500.2012.718323

[107]. 107.Sigala M. New technologies in tourism: From multi-disciplinary to anti-disciplinary advances and trajectories. Tour Manag Perspect. 2018;25:151-155. doi:10.1016/j.tmp.2017.12.003

[108]. 108.Carr CT, Hayes RA. Social Media: Defining, Developing, and Divining. Atl J Commun. 2015;23(1):46-65. doi:10.1080/15456870.2015.972282

[109]. 109.Chen F, Deng Z, Deng Y, et al. Attributable risk of ambient PM10 on daily mortality and years of life lost in Chengdu, China. Science of the Total Environment. 2017;581-582:426-433. doi:10.1016/j.scitotenv.2016.12.151

[110]. 110.Maciej Serda, Becker FG, Cleary M, et al. Synteza i aktywność biologiczna nowych analogów tiosemikarbazonowych chelatorów żelaza. G. Balint, Antala B, Carty C, Mabieme JMA, Amar IB, Kaplanova A, eds. Uniwersytet śląski. 2013;7(1):343-354. doi:10.2/JQUERY.MIN.JS

[111]. 111.Buhalis D, Foerste M. SoCoMo marketing for travel and tourism: Empowering co-creation of value. Journal of Destination Marketing & Management. 2015;4(3):151-161. doi:10.1016/J.JDMM.2015.04.001

[112]. 112.McNay K, Arokiasamy P, Cassen RH. Why are uneducated women in India using contraception? A multilevel analysis. Popul Stud (NY). 2003;57(1):21-40. doi:10.1080/0032472032000061703

[113]. 113.Tsaur SH, Lin YC, Lin JH. Evaluating ecotourism sustainability from the integrated perspective of resource, community and tourism. Tour Manag. 2006;27(4):640-653. doi:10.1016/j.tourman.2005.02.006

[114]. 114.Khan N, Falahat M, Ullah I, Sikandar H, Van NT. Integrating halal tourism with sustainable development goals through Islamic values environmental responsibility and technological innovation. Discover Sustainability 2025 6:1. 2025;6(1):1-24. doi:10.1007/S43621-025-01503-3

[115]. 115.Gomes JAP, Azar DT, Baudouin C, et al. TFOS DEWS II iatrogenic report. Ocular Surface. 2017;15(3):511-538. doi:10.1016/j.jtos.2017.05.004

[116]. 116.Cheng M, Wong IKA, Wearing S, McDonald M. Ecotourism social media initiatives in China. Journal of Sustainable Tourism. 2017;25(3):416-432. doi:10.1080/09669582.2016.1214141

[117]. 117.Hew KF, Lo CK. Flipped classroom improves student learning in health professions education: A meta-analysis. BMC Med Educ. 2018;18(1):1-12. doi:10.1186/s12909-018-1144-z

[118]. 118.Grant R, Clarke RJ, Kyriazis E. Received Literatures in Online Consumer Information Search : Limitations and Next Steps. 2008;(March 2008):1-8. Accessed January 9, 2022. https://ro.uow.edu.au/commpapers/1419/

[119]. 119.Hair, JF, Sarstedt M, Matthews LM, Ringle CM. Identifying and treating unobserved heterogeneity with FIMIX-PLS: part I – method. European Business Review. 2016;28(1):63-76. doi:10.1108/EBR-09-2015-0094

[120]. 120.Henseler J, Ringle CM, Sarstedt M. A new criterion for assessing discriminant validity in variance-based structural equation modeling. J Acad Mark Sci. 2015;43(1):115-135. doi:10.1007/S11747-014-0403-8

[121]. 121.Khan GF, Sarstedt M, Shiau WL, Hair JF, Ringle CM, Fritze MP. Methodological research on partial least squares structural equation modeling (PLS-SEM): An analysis based on social network approaches. Internet Research. 2019;29(3):407-429. doi:10.1108/INTR-12-2017-0509/FULL/XML

[122]. 122.Hair JF. Next-generation prediction metrics for composite-based PLS-SEM. Industrial Management and Data Systems. 2021;121(1):5-11. doi:10.1108/IMDS-08-2020-0505/FULL/HTML

[123]. 123.Hair JF, Risher JJ, Sarstedt M, Ringle CM. When to use and how to report the results of PLS-SEM. European Business Review. 2019;31(1):2-24. doi:10.1108/EBR-11-2018-0203/FULL/XML

[124]. 124.Cohen J. Set Correlation and Contingency Tables. http://dx.doi.org/101177/014662168801200410. 2016;12(4):425-434. doi:10.1177/014662168801200410

[125]. 125.Tsai CF, Lu YH. Customer churn prediction by hybrid neural networks. Expert Syst Appl. 2009;36(10):12547-12553. doi:10.1016/J.ESWA.2009.05.032

[126]. 126.Streukens S, Leroi-Werelds S, Willems K. Dealing with nonlinearity in importance-performance map analysis (IPMA): An integrative framework in a PLS-SEM context. Partial Least Squares Path Modeling: Basic Concepts, Methodological Issues and Applications. Published online January 1, 2017:367-403. doi:10.1007/978-3-319-64069-3_17/COVER

[127]. 127.Mustafa S, Zhang W. Predicting users knowledge contribution behaviour in technical vs non-technical online Q&A communities: SEM-Neural Network approach. https://doi.org/101080/0144929X20222133633. Published online 2022. doi:10.1080/0144929X.2022.2133633

[128]. 128.Qiao Q, Yunusa-Kaltungo A, Edwards RE. Towards developing a systematic knowledge trend for building energy consumption prediction. Journal of Building Engineering. 2021;35:101967. doi:10.1016/J.JOBE.2020.101967

[129]. 129.Sharma A, Dwivedi YK, Arya V, Siddiqui MQ. Does SMS advertising still have relevance to increase consumer purchase intention? A hybrid PLS-SEM-neural network modelling approach. Comput Human Behav. 2021;124:106919. doi:10.1016/J.CHB.2021.106919

[130]. 130.Wang L, Li X, Zhu H, Zhao Y. Influencing factors of livestream selling of fresh food based on a push-pull model: A two-stage approach combining structural equation modeling (SEM) and artificial neural network (ANN). Expert Syst Appl. 2023;212:118799. doi:10.1016/J.ESWA.2022.118799

[131]. 131.Qureshi MI, Khan N. Impact of COVID-19 CORONAVIRUS PANDEMIC on sustainable development goals: What we learn from the past and where we are heading? Systematic Literature Review and Meta-Analysis Journal. 2020;1(1):30-47.

[132]. 132.Chong JX, Buckingham KJ, Jhangiani SN, et al. The Genetic Basis of Mendelian Phenotypes: Discoveries, Challenges, and Opportunities. The American Journal of Human Genetics. 2015;97(2):199-215. doi:10.1016/J.AJHG.2015.06.009

[133]. 133.Stronza AL, Hunt CA, Fitzgerald LA. Ecotourism for Conservation? Annu Rev Environ Resour. 2019;44:229-253. doi:10.1146/annurev-environ-101718-033046

[134]. 134.Wu MY, Pearce PL. Chinese recreational vehicle users in Australia: A netnographic study of tourist motivation. Tour Manag. 2014;43:22-35. doi:10.1016/j.tourman.2014.01.010

[135]. 135.Kern ML, Park G, Eichstaedt JC, et al. Gaining insights from social media language: Methodologies and challenges. Psychol Methods. 2016;21(4):507-525. doi:10.1037/met0000091

[136]. 136.Mudenda S, Witika BA, Sadiq MJ, et al. Self-medication and its Consequences during & after the Coronavirus Disease 2019 (COVID-19) Pandemic: A Global Health Problem. Eur J Environ Public Health. 2020;5(1):em0066. doi:10.29333/ejeph/9308

[137]. 137.Alavi M, Mansor SMS. Categories of problems among international students in universiti Teknologi Malaysia. In: Procedia - Social and Behavioral Sciences. Vol 30. ; 2011:1581-1587. doi:10.1016/j.sbspro.2011.10.307



ISSN: 2424-8975
21 Woodlands Close #02-10, Primz Bizhub,Postal 737854, Singapore

Email:editorial_office@as-pub.com