Tourism Employee Competence in The Artificial Intelligence Era

Authors and Affiliations

  • Adrid Indaryanto School of Postgraduate Studies, University of Airlangga, Surabaya, Indonesia
  • Rudi Purwono Faculty of Economics and Business, University of Airlangga, Surabaya, Indonesia
  • Yetty Dwi Lestari Faculty of Economics and Business, University of Airlangga, Surabaya, Indonesia
  • Eduard Sinaga School of Postgraduate Studies, University of Airlangga, Surabaya, Indonesia
  • Yudi Agusta Department of Information Systems, Institute of Technology and Business STIKOM Bali, Bali, Indonesia

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Keywords:

Digitalisation; Hospitality Industry 4.0; Sustainable Development; Machine Learning; Staff Qualification

Abstract

The study aims to address the peculiarities of the professional development of hospitality workers in Bali in the context of the development of machine learning technologies. An empirical study was conducted, including a survey of industry employees. The study revealed the positive dynamics of Indonesia's gross domestic product, the share of the tourism segment in it, and the impact of the coronavirus pandemic. The key economic indicators of the Bali labour market, such as the unemployment rate, which has decreased from 6% to 2.7% since 2020, and the minimum wage, which has increased by IDR 400 thousand per month over 5 years, were discussed separately. Trends in the technological transition of the tourism industry to a new way of “Industry 4.0”, the introduction of “smart tourism” principles, and sustainable development goals were also studied. A 4-question survey was conducted among 120 employees of 12 hotels in 5 regions, which showed that most staff members are aware of the importance of using modern technologies and the need to improve self-efficacy. The practical significance of the study is determined by the evaluation of the effectiveness of a format in which humans and artificial intelligence do not compete but create a symbiotic pair.

References

Astuti Е, Harsono I, Uhai S, Muthmainah НN, Vandika YA 2024. Application of Artificial Intelligence technology in customer service in the hos-pitality industry in Indonesia: A literature review on improving efficiency and user experience. Sciences Du Nord Nature Science and Technology 1(01), 28-36, https://doi.org/10.58812/kder5e10

Battour M, Mady K, Salaheldeen M, Elsotouhy M, Elbendary I, Boğan E 2023. AI-enabled technologies to assist Muslim tourists in Halal-friendly tourism. Journal of Islamic Marketing 14(5), 1291-1309, https://doi.org/10.1108/JIMA-01-2022-0001

Contribution of travel and tourism sector to GDP in Indonesia from 2019 to 2021 2021. Available at: https://www.statista.com/statistics/1273680/indonesia-travel-and-tourism-contribution-to-gdp/

Derco J, Tometzová D 2023. Entry-level professional competencies and skills in tourism – The case of Slovakia. Journal of Hospitality, Leisure, Sport & Tourism Education 32, 100437, https://doi.org/10.1016/j.jhlste.2023.100437

Dhakal SP, Tjokro SP 2021. Tourism enterprises in Indonesia and the fourth industrial revolution – Are they ready? Tourism Recreation Research 49(2), 439-444, https://doi.org/10.1080/02508281.2021.1996687

View more references (66)

Efremov A 2025a. The Psychology of Faith and Religious Identity: How Theology Shapes Worldview and Self-Perception. Pharos Journal of The-ology 106(3), 1-15. https://doi.org/10.46222/pharosjot.106.3020

Efremov A 2025b. The Fear Primacy Hypothesis in the Structure of Emotional States: A Systematic Literature Review. Psychological Reports. https://doi.org/10.1177/00332941241313106

Eider D, Partelow S, Albrecht S, Adrianto L, Kluger LC 2021. SCUBA tourism and coral reefs: A social-ecological network analysis of governance challenges in Indonesia. Current Issues in Tourism 26(7), 1031-1050, https://doi.org/10.1080/13683500.2021.2006612

Firman A, Moslehpour M, Qiu R, Lin PK, Ismail T, Rahman FF 2022. The impact of eco-innovation, ecotourism policy and social media on sustain-able tourism development: Evidence from the tourism sector of Indonesia. Economic Research-Ekonomska Istraživanja 36(2), https://doi.org/10.1080/1331677X.2022.2143847

Font X, Torres-Delgado A, Crabolu G, Palomo Martinez J, Kantenbacher J, Miller G 2021. The impact of sustainable tourism indicators on destina-tion competitiveness: The European Tourism Indicator System. Journal of Sustainable Tourism 31(7), 1608-1630, https://doi.org/10.1080/09669582.2021.1910281

Gautam V 2022. Why local residents support sustainable tourism development? Journal of Sustainable Tourism 31(3), 877-893, https://doi.org/10.1080/09669582.2022.2082449

GDP (current US$) – Indonesia 2022. Available at: https://data.worldbank.org/indicator/NY.GDP.MKTP.CD?locations=ID

Ge X, Kim EWV 2023. A Study on the cultivation of vocational competence in tourism major students in vocational colleges. International Journal of Management, Accounting, Governance and Education 3(2), 249-262.

Global sustainable tourism criteria for destinations (GSTC-D) 2013. Available at: https://www.gstcouncil.org/wp-content/uploads/2017/01/Russian-Criteria-for-Destinations-Revised.pdf

Goa roadmap for tourism as a vehicle for achieving the sustainable development goals 2023. https://www.e-unwto.org/doi/epdf/10.18111/9789284424443

Gomes S, Lopes JM, Ferreira L 2024. Looking at the tourism industry through the lenses of industry 4.0: A bibliometric review of concerns and challenges. Journal of Hospitality and Tourism Insights 7(1), 436-457, https://doi.org/10.1108/JHTI-10-2022-0479

Gupta S, Modgil S, Lee CK, Sivarajah U 2023. The future is yesterday: Use of AI-driven facial recognition to enhance value in the travel and tour-ism industry. Information Systems Frontiers 25, 1179-1195, https://doi.org/10.1007/s10796-022-10271-8

Halim HS 2022. Exploring information technology in smart tourism in Indonesia. In: Handbook of Technology Application in Tourism in Asia, 471-489. Springer, Singapore, https://doi.org/10.1007/978-981-16-2210-6_22

Ionescu AM, Sârbu FA 2024. Exploring the impact of smart technologies on the tourism industry. Sustainability 16(8), 3318, https://doi.org/10.3390/su16083318

Ivashko Y, Kuzmenko T, Shuan L, Peng C 2020. The influence of the natural environment on the transformation of architectural style. Landscape Architecture and Art 15(15), 98-105. https://doi.org/10.22616/J.LANDARCHART.2019.15.11

Jabeen F, Al Zaidi S, Al Dhaheri MH 2022. Automation and artificial intelligence in hospitality and tourism. Tourism Review 77(4), 1043-1061, https://doi.org/10.1108/TR-09-2019-0360

Kişla GEH, Türkcan B, Yeni̇Lmez MI 2023. How COVID-19 has affected supply and demand within the tourism industry. Journal of Multidisci-plinary Academic Tourism 8(1), 39-49, https://doi.org/10.31822/jomat.2023-8-1-39

Kliuchnyk A, Prohoniuk L, Galunets N, Husenko A 2023. Public policy in the management of the tourism sector at the level of territorial communi-ties. Scientific Bulletin of Mukachevo State University. Series “Economics” 10(3), 22-32. https://doi.org/10.52566/msu-econ3.2023.22

Koerner B, Sushartami W, Spencer DM 2023. An assessment of tourism policies and planning in Indonesia. Tourism Recreation Research 1-12, https://doi.org/10.1080/02508281.2023.2214030

Kovalchuk D 2024. Malware development: From early viruses to modern cyber threats. Bulletin of Cherkasy State Technological University 29(3), 10-20. https://doi.org/10.62660/bcstu/3.2024.10

Lacárcel FJS 2022. Main uses of artificial intelligence in digital marketing strategies linked to tourism. Journal of Tourism, Sustainability and Well-Being 10(3), 215-226, https://doi.org/10.34623/mppf-r253

Lakshmi Devi S, Das S, Gayathri Kumar AR, (...) Sai Ram PC, Rakesh K 2025. Influence of Artificial Intelligence-Based Skill Development Train-ing on Employability. International Journal of Educational Reform. https://doi.org/10.1177/10567879241238366

Larina T 2019. The challenges of communication risks for the personality: A theoretical analysis of contemporary researches. Scientific Studios on Social and Political Psychology 25(2), 59-66.

Leaders’ statement on the development of the ASEAN digital economy framework agreement (DEFA) 2023. Available at: https://asean.org/wp-content/uploads/2023/09/Leaders-Statement-DIGITAL-ECONOMY-FRAMEWORK-AGREEMENT_rv.pdf

Lei C, Hossain MS, Wong E 2023. Determinants of repurchase intentions of hospitality services delivered by Artificially Intelligent (AI) service robots. Sustainability 15(6), 4914, https://doi.org/10.3390/su15064914

Leonow AI, Koniagina MN, Petrova SV, Grunt EV, Kerimkhulle SY, Shubaeva VG 2019. Application of information technologies in marketing: Experience of developing countries. Espacios 40(38). http://www.revistaespacios.com/a19v40n38/a19v40n38p24.pdf

Lestari YD, Nadia FND, Sukoco BM, Ahlstrom D, Widianto S, Susanto E, Nasution RA, Fauzi AM 2021. Dynamic managerial capability, trust in leadership and performance: The role of cynicism toward change. International Journal of Leadership in Education 1-31, https://doi.org/10.1080/13603124.2021.1974096

Limna P 2023. Artificial Intelligence (AI) in the hospitality industry: A review article. International Journal of Computing Sciences Research 7, 1306-1317.

Lyndyuk A, Havrylyuk I, Tomashevskii Yu, Khirivskyi R, Kohut M 2024. The impact of artificial intelligence on marketing communications: New business opportunities and challenges. Economics of Development 23(4), 60-71. https://doi.org/10.57111/econ/4.2024.60

Malyarets L, Draskovic M, Babenko V, Kochuyeva Z, Dorokhov O 2017. Theory and practice of controlling at enterprises in international business. Economic Annals-XXI 165(5-6), 90-96. https://doi.org/10.21003/ea.V165-19

Malyarets LM, Babenko VO, Nazarenko OV, Ryzhikova NI 2019. The modeling of multi-criteria assessment activity in enterprise management. International Journal of Supply Chain Management 8(4), 997-1004.

Marques GS, Monteiro A 2024. Soft and interpersonal skills for development as professional in the service industry. In: International Handbook of Skill, Education, Learning, and Research Development in Tourism and Hospitality, 1-21. Springer, Singapore, https://doi.org/10.1007/978-981-99-3895-7_24-1

Matskiv H, Zhydovska N, Petryshyn L, Tomashevskii Y, Skhidnytska H 2025. The impact of digitalisation on business efficiency and competitive-ness. Economics of Development 24(1), 70-83, https://doi.org/10.63341/econ/1.2025.70

Mekinc J, Gorenak M, Ladkin A, Turnšek M 2023. Educational and training imperatives for future tourism competencies: The case of Slovenia. Human Systems Management 42(5), 499-514, https://doi.org/10.3233/hsm-220056

Monthly minimum wage in Bali, Indonesia from 2019 to 2023 2023. Available at: https://www.statista.com/statistics/1357191/indonesia-bali-minimum-wage/

Mukanov A, Saduov A, Akbayev Y, Dulatbekova Z, Ospanova A, Selezneva I, Madiyarova E, Jempeissova G 2018. Composing of scenarios de-velopment in strategic planning. Journal of Environmental Management and Tourism 9(3), 491-500. https://doi.org/10.14505/jemt.v9.3(27).09

Myskiv G, Nycz-Wojtan S 2022. Reservation systems as a tool of tourist services marketing. Economics, Entrepreneurship, Management 9(2), 7-18. https://doi.org/10.56318/eem2022.02.007

Number of foreign tourist arrivals to Bali, Indonesia from 2008 to 2024 2024. Available at: https://www.statista.com/statistics/976842/foreign-tourist-arrivals-numbers-bali-indonesia/

OECD: Tourism Trends and Policies 2022. https://doi.org/10.1787/a8dd3019-en

Okafor L, Khalid U, Gama LEM 2022. Do the size of the tourism sector and level of digitalization affect COVID-19 economic policy response? Evidence from developed and developing countries. Current Issues in Tourism 26(18), 3040-3063, https://doi.org/10.1080/13683500.2022.2107898

Onipko V, Yaprynets T 2024. Formation of readiness for innovative educational activities as a key competence of future specialists. Ukrainian Pro-fessional Education 8(2), 71-78.

Parsons D, Choi М, Thomas R, Glyptou K, Walsh K 2023. The policy responses of tourism agencies to emerging digital skills constraints: A critical assessment of six countries. International Journal of Tourism Research 25(1), 97-108, https://doi.org/10.1002/jtr.2554

Pavlenchyk A, Tsizdyn N 2025. Strategies for managing foreign economic activity of tourism enterprises in the Lviv Region as a factor in shaping their competitiveness. Development Management 24(1), 42-56, https://doi.org/10.63341/devt/1.2025.42

Pavlova D, Dovramadjiev T, Daskalov D, Mirchev N, Peev I, Radeva J, Dimova R, Kavaldzhieva K, Mrugalska B, Szabo G, Kandioglou A 2024. 3D Design of a Dental Crown with Artificial Intelligence Based in Cloud Space. Lecture Notes in Networks and Systems 817, 437-445. https://doi.org/10.1007/978-981-99-7886-1_37

Pesch JP, Boehm F 2023. Smart border is watching you! Fundamental rights implications of automated data processing and decision-making at the EU Border. University of Luxembourg Law Research Paper 2023(11), http://dx.doi.org/10.2139/ssrn.4561011

Pickel-Chevalier S, Yanthy Р 2023. Gender, work, tourism and higher education in Bali. Annals of Tourism Research 100, 103574, https://doi.org/10.1016/j.annals.2023.103574

Pidpalyi O 2024. Future prospects: AI and machine learning in cloud-based SIP trunking. Bulletin of Cherkasy State Technological University 29(1), 24-35. https://doi.org/10.62660/bcstu/1.2024.24

Pohuda N 2023. Research of the implementation level of information and communication technologies by tourism enterprises. Economics of Devel-opment 22(1), 8-19, https://doi.org/10.57111/econ/1.2023.08

Pohuda N 2023. Research of the implementation level of information and communication technologies by tourism enterprises. Economics of Devel-opment 22(1), 8-19. https://doi.org/10.57111/econ/1.2023.08

Purwono R 2020. Business strategies in the face of uncertainty caused by the COVID-19 pandemic. Prosiding WEBINAR Fakultas Ekonomi Uni-versitas Negeri Medan, Available at: https://digilib.unimed.ac.id/id/eprint/40554/1/Fulltext.pdf

Qian W, Halidin I, Anuar FI 2023. The influence of Smart Tourism Technologies (STTs) attributes on domestic tourists’ travel satisfaction and re-visit intention: Evidence from Bali. International Journal of Academic Research in Business & Social Sciences 13(5), 492-508, http://dx.doi.org/10.6007/IJARBSS/v13-i5/17053

Rane N, Choudhary S, Rane J 2023. Sustainable tourism development using leading-edge Artificial Intelligence (AI), Blockchain, Internet of Things (IoT), Augmented Reality (AR) and Virtual Reality (VR) Technologies. SSRN, http://dx.doi.org/10.2139/ssrn.4642605

Rexhepi BR, Daci E, Mustafa L, Berisha BI 2024. Analysis of the effectiveness of freelance exchanges and their demand among corporate custom-ers in the context of tax regulation. Scientific Bulletin of Mukachevo State University. Series Economics 11(1), 60-70. https://doi.org/10.52566/msu-econ1.2024.60

Rexhepi BR, Kumar A, Gowtham MS, Rajalakshmi R, Paikaray MD, Adhikari PK 2023. An Secured Intrusion Detection System Integrated with the Conditional Random Field For the Manet Network. International Journal of Intelligent Systems and Applications in Engineering 11(3s), 14-21.

Rosalina PD, Dupre K, Wang Y, Putra IND, Jin X 2023. Rural tourism resource management strategies: A case study of two tourism villages in Bali. Tourism Management Perspectives 49, 101194, https://doi.org/10.1016/j.tmp.2023.101194

Saragih HS, Saputra MRU, Dewantara MH 2024. Exploring topics and trends in service robots, Artificial Intelligence, and realities in tourism: A text-mining approach. In: Emerging Technologies in Business, 239-259. Springer, Singapore, https://doi.org/10.1007/978-981-97-2211-2_11

Srybna Yu, Molchanov P, Derkach D 2024. Tools for modeling and design in the process of training specialists in vocational and technological ed-ucation institutions. Ukrainian Professional Education 8(1), 42-52.

Statistical Yearbook of Indonesia 2024 2024. Available at: https://www.bps.go.id/en/publication/2024/02/28/c1bacde03256343b2bf769b0/statistical-yearbook-of-indonesia-2024.html

Sulong Z, Abdullah M, Chowdhury MAF 2023. Halal tourism demand and firm performance forecasting: New evidence from machine learning. Current Issues in Tourism 26(23), 3765-3781, https://doi.org/10.1080/13683500.2022.2145458

Tanana S, Soga L 2023. Formation of communicative culture of future service sector specialists: Theoretical analysis and practical perspectives. Sci-entia et Societus 2(2), 42-52. https://doi.org/10.69587/ss/2.2023.42

Tourism and the G20 Economies 2023. Available at: https://www.unwto.org/tourism-g20-economies

Unemployment rate in Bali, Indonesia from 2019 to 2023 2023. Available at: https://www.statista.com/statistics/1357149/indonesia-bali-unemployment-rate/

Yarin A, Prado J, Pozo A, Carpiol FD, Patricio S, Surichaqui B 2023. Quality Management and Customer Satisfaction in SMEs in the Textile In-dustry. Journal of Textile and Apparel, Technology and Management 12(4), 1-9. https://jtatm.textiles.ncsu.edu/index.php/JTATM/article/view/20052

Yurtseven N, Doğan S, Sayi AK, Çelik I 2025. Evaluating the Effectiveness of a Professional Development Program: Changes in Teachers to Im-prove Teaching Quality. International Journal of Educational Reform. https://doi.org/10.1177/10567879251331215

Zamyatina NA, Solntseva OG, Madiyarova ES 2021. Smart Tourism: International Expertise in Strategic Solutions. Lecture Notes in Networks and Systems 155, 744-752. https://doi.org/10.1007/978-3-030-59126-7_82

Zhansagimova AE, Nurekenova ES, Bulakbay ZM, Kerimkhulle SY, Beloussova EV 2022. Development of Rural Tourism Based on Green Tech-nologies in Kazakhstan. In: Environmental Footprints and Eco Design of Products and Processes, 17-26. Cham, Springer. https://doi.org/10.1007/978-981-19-1125-5_3


How to Cite

Indaryanto, A., Purwono, R. ., Lestari, Y. D. ., Sinaga, E. ., & Agusta, Y. . (2025). Tourism Employee Competence in The Artificial Intelligence Era. International Journal of Basic and Applied Sciences, 14(SI-3), 1-10. https://doi.org/10.14419/e1qsc666