e-ISSN 2231-8542
ISSN 1511-3701
Imas Chandra Pratiwi, Santi Novani and Lisandy Arinta Suryana
Pertanika Journal of Tropical Agricultural Science, Volume 30, Issue 2, June 2022
DOI: https://doi.org/10.47836/pjssh.30.2.15
Keywords: Behavioural intention, COVID-19, pull factor, push factor, theory of planned behaviour, tourist
Published on: 9 June 2022
The way people travel has been entirely altered by COVID-19. Additionally, past studies reported that tourist behaviour has shifted because of the pandemic. Therefore, tourism management must identify the variables that impact tourists’ decisions to travel during COVID-19. However, the problem arises since research into tourist motivation, behaviour, and intention to travel in Southeast Asia is still scarce. In light of this issue, this study aims to bridge the gap by analysing tourists’ travel intentions during COVID-19 using the theory of planned behaviour broadened with push and pull factors. An online survey among Indonesians was employed to acquire data using judgment sampling. Three hundred sixty-one surveys were completed, and the data were analysed using the PLS-SEM technique. Based on the findings, only one variable had no significant effect on the intention to travel during COVID-19. Besides that, attitude towards a behaviour was the most potent variable affecting a tourist’s decision to travel. Thus, this study contributes both theoretically and practically.
Ab Hamid, M. R., Sami, W., & Mohmad Sidek, M. H. (2017). Discriminant validity assessment: Use of Fornell & Larcker criterion versus HTMT Criterion. Journal of Physics: Conference Series, 890(1). https://doi.org/10.1088/1742-6596/890/1/012163
Abbas, J., Mubeen, R., Terhemba, P., & Raza, S. (2021). Exploring the impact of COVID-19 on tourism: Transformational potential and implications for a sustainable recovery of the travel and leisure industry. Current Research in Behavioral Sciences, 2(February), 1-11. https://doi.org/10.1016/j.crbeha.2021.100033
Ajzen, I. (1991). The theory of planned behavior organizational behavior. Organizational Behavior and Human Decision Processes, 50(2), 179-211. https://doi.org/10.1016/0749-5978(91)90020-T
Allan, M. (2014). Why do Jordanian tourists travel abroad? Push and pull theory perspective. Dirasat: Human and Social Sciences, 41(1), 662-670. https://doi.org/10.12816/0026940
Bayih, B. E., & Singh, A. (2020). Modeling domestic tourism: Motivations, satisfaction and tourist behavioral intentions. Heliyon, 6(9). https://doi.org/10.1016/j.heliyon.2020.e04839
Bhrammanachote, W., & Sawangdee, Y. (2021). Sustaining or surviving? An exploratory case study on Covid-19’s impact towards hotel businesses. Tourism and Hospitality Management, 27(2), 273-292. https://doi.org/10.20867/thm.27.2.3
Bianchi, C., Milberg, S., & Cúneo, A. (2017). Understanding travelers’ intentions to visit a short versus long-haul emerging vacation destination: The case of Chile. Tourism Management, 59(April), 312-324. https://doi.org/10.1016/j.tourman.2016.08.013
Bogari, N. B., Crowther, G., & Marr, N. (2003). Motivation for domestic tourism: A case study of the Kingdom of Saudi Arabia. Tourism Analysis, 8(2), 137-141. https://doi.org/10.3727/108354203774076625
BPS-Statistics Indonesia. (2020). Statistik Wisatawan Nusantara 2020 [Domestic Tourism Statistics 2020]. 270. https://www.bps.go.id/publication/2021/12/14/fab1c19a78b537d19ced25db/statistik-wisatawan-nusantara-2020.html
Brislin, R. W. (1970). Back-translation for cross-cultural research. Journal of Cross-Cultural Psychology, 1(3), 185-216. https://doi.org/10.1177/135910457000100301
Chi, N. T. K., & Phuong, V. H. (2021). Studying tourist intention on city tourism: The role of travel motivation. International Journal of Tourism Cities, 8(2), 497-512. https://doi.org/10.1108/IJTC-03-2021-0042
Chien, G. C. L., Yen, I. Y., & Hoang, P. Q. (2012). Combination of theory of planned behavior and motivation: An exploratory study of potential beach-based resorts in Vietnam. Asia Pacific Journal of Tourism Research, 17(5), 489-508. https://doi.org/10.1080/10941665.2011.627352
Conner, M., & Abraham, C. (2001). Conscientiousness and the theory of planned behavior: Toward a more complete model of the antecedents of intentions and behavior. Personality and Social Psychology Bulletin, 27(11), 1547-1561. https://doi.org/10.1177/01461672012711014
Dann, G. M. S. (1977). Anomie, ego-enhancement and tourism. Annals of Tourism Research, IV(March/April), 184-194. https://doi.org/10.1016/0160-7383(77)90037-8
Dann, G. M. S. (1981). Tourist motivation: An appraisal. Annals of Tourism Research, VIII(2), 187-219. https://doi.org/10.1016/0160-7383(81)90082-7
Das, S. S., & Tiwari, A. K. (2020). Understanding international and domestic travel intention of Indian travellers during COVID-19 using a Bayesian approach. Tourism Recreation Research, 46(2), 228-244. https://doi.org/10.1080/02508281.2020.1830341
De Vaus, D. (2002). Analyzing social science data. In D. de Vaus (Ed.), 50 key problems in data analysis (Issue 80, pp. 65-69). Sage Publications, Ltd. http://www.jstor.org/stable/23893707
Fishbein, M., & Ajzen, I. (1975). Belief, attitude, intention and behaviour: An introduction to theory and research (Vol. 27). Addison-Wesley.
Giddy, J. K. (2018). Adventure tourism motivations: A push and pull factor approach. Bulletin of Geography, 42(42), 47-58. https://doi.org/10.2478/bog-2018-0030
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. (2014). Multivariate data analysis (7th Ed.). Pearson Education Limited.
Hair, J. F., Hult, G. T. M., Ringle, C., Sarstedt, M., Danks, N., & Ray, S. (2021). Partial least squares structural equation modeling (PLS-SEM) using R: A workbook. Springer, Cham. https://doi.org/10.1007/978-3-030-80519-7
Han, H., Al-Ansi, A., Chua, B. L., Tariq, B., Radic, A., & Park, S. H. (2020). The post-coronavirus world in the international tourism industry: Application of the theory of planned behavior to safer destination choices in the case of US outbound tourism. International Journal of Environmental Research and Public Health, 17(18), 1-15. https://doi.org/10.3390/ijerph17186485
Han, H., Meng, B., & Kim, W. (2017). Emerging bicycle tourism and the theory of planned behavior. Journal of Sustainable Tourism, 25(2), 292-309. https://doi.org/10.1080/09669582.2016.1202955
Hazzi, O. A., & Maaldaon, I. S. (2015). A pilot study: Vital methodological issues. Business: Theory and Practice, 16(1), 53-62. https://doi.org/10.3846/btp.2015.437
Hsu, C. H. C., & Huang, S. (2012). An extension of the theory of planned behavior model for tourists. Journal of Hospitality and Tourism Research, 36(3), 390-417. https://doi.org/10.1177/1096348010390817
Huang, Y. C., Chang, L. L., & Backman, K. F. (2019). Detecting common method bias in predicting creative tourists behavioural intention with an illustration of theory of planned behaviour. Current Issues in Tourism, 22(3), 307-329. https://doi.org/10.1080/13683500.2018.1424809
Humagain, P., & Singleton, P. A. (2021). Exploring tourists’ motivations, constraints, and negotiations regarding outdoor recreation trips during COVID-19 through a focus group study. Journal of Outdoor Recreation and Tourism, 36(December), Article 100447. https://doi.org/10.1016/j.jort.2021.100447
Ivanova, M., Ivanov, I. K., & Ivanov, S. H. (2020). Travel behaviour after the pandemic: The case of Bulgaria. Anatolia, 32(1), 1-11. https://doi.org/10.1080/13032917.2020.1818267
Joo, D., Xu, W., Lee, J., Lee, C. K., & Woosnam, K. M. (2021). Residents’ perceived risk, emotional solidarity, and support for tourism amidst the COVID-19 pandemic. Journal of Destination Marketing and Management, 19(January), Article 100553. https://doi.org/10.1016/j.jdmm.2021.100553
Juschten, M., Jiricka-pürrer, A., Unbehaun, W., & Hössinger, R. (2019). The mountains are calling! An extended TPB model for understanding metropolitan residents’ intentions to visit nearby alpine destinations in summer. Tourism Management, 75(May), 293-306. https://doi.org/10.1016/j.tourman.2019.05.014
Kock, N. (2015). Common method bias in PLS-SEM: A full collinearity assessment approach. International Journal of E-Collaboration, 11(4), 1-10. https://doi.org/10.4018/ijec.2015100101
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
Kuo, N.-W., & Dai, Y.-Y. (2012). Applying the theory of planned behavior to predict low-carbon tourism behavior: A modifed model from Taiwan. International Journal of Technology and Human Interaction, 8(4), 45-62. https://doi.org/10.4018/jthi.2012100103
Lam, T., & Hsu, C. H. C. (2006). Predicting behavioral intention of choosing a travel destination. Tourism Management, 27(4), 589-599. https://doi.org/10.1016/j.tourman.2005.02.003
Lee, C. K., Song, H. J., Bendle, L. J., Kim, M. J., & Han, H. (2012). The impact of non-pharmaceutical interventions for 2009 H1N1 influenza on travel intentions: A model of goal-directed behavior. Tourism Management, 33(1), 89-99. https://doi.org/10.1016/j.tourman.2011.02.006
Li, J., Hong, T., Nguyen, H., & Coca-stefaniak, J. A. (2020). Coronavirus impact on post-pandemic planned travel behaviors. Annals of Tourism Research, 102964(January). https://doi.org/10.1016/j.annals.2020.102964
Liu, Y., Shi, H., Li, Y., & Amin, A. (2020). Factors influencing Chinese residents ’ post-pandemic outbound travel intentions: An extended theory of planned behavior model based on the perception of COVID-19. Tourism Review, 76(4), 871-891. https://doi.org/10.1108/TR-09-2020-0458
Luo, J. M., & Lam, C. F. (2020). Travel anxiety, risk attitude and travel intentions towards “travel bubble” destinations in Hong Kong: Effect of the fear of COVID-19. International Journal of Environmental Research and Public Health, 17(21), 1-11. https://doi.org/10.3390/ijerph17217859
Madden, T. J., Ellen, P. S., & Ajzen, I. (1992). A comparison of the theory of planned behavior and the theory of reasoned action. Personality and Social Psychology Bulletin, 18(1), 3-9. https://doi.org/10.1177/0146167292181001
Meng, B., Ryu, H. B., Chua, B.-L., & Han, H. (2020). Predictors of intention for continuing volunteer tourism activities among young tourists. Asia Pacific Journal of Tourism Research, 25(3), 261-273. https://doi.org/10.1080/10941665.2019.1692046
Monoarfa, H., Rahayu, A., Adirestuty, F., Abu Karim, R., Bahtar, A. Z., Ahmad Nazari, Z., & Mahmud, N. (2022). The influence of Islamic attributes on tourist satisfaction with pull motivation as an intervening variables. International Journal of Tourism Cities, 8(1), 140-152. https://doi.org/10.1108/IJTC-02-2021-0033
Neuburger, L., & Egger, R. (2020). Travel risk perception and travel behaviour during the COVID-19 pandemic 2020: A case study of the DACH region. Current Issues in Tourism, 24(7), 1003-1016. https://doi.org/10.1080/13683500.2020.1803807
Ong, T. F., & Musa, G. (2011). An examination of recreational divers’ underwater behaviour by attitude-behaviour theories. Current Issues in Tourism, 14(8), 779-795. https://doi.org/10.1080/13683500.2010.545370
Pahrudin, P., Chen, C.-T., & Liu, L.-W. (2021). A modified theory of planned behavioral: A case of tourist intention to visit a destination post pandemic Covid-19 in Indonesia. Heliyon, 7(10), Article e08230. https://doi.org/10.1016/j.heliyon.2021.e08230
Perić, G., Dramićanin, S., & Conić, M. (2021). The impact of Serbian tourists’ risk perception on their travel intentions during the COVID-19 pandemic. European Journal of Tourism Research, 27, 2705. https://doi.org/10.54055/ejtr.v27i.2125
Qiu, R. T. R., Park, J., Li, S., & Song, H. (2020). Social costs of tourism during the COVID-19 pandemic. Annals of Tourism Research, 84(January), Article 102994. https://doi.org/10.1016/j.annals.2020.102994
Rahmafitria, F., Suryadi, K., Oktadiana, H., Putro, H. P. H., & Rosyidie, A. (2021). Applying knowledge, social concern and perceived risk in planned behavior theory for tourism in the Covid-19 pandemic. Tourism Review, 76(4), 809-828. https://doi.org/10.1108/TR-11-2020-0542
Ringle, C. M., Wende, S., & Becker, J. M. (2015). SmartPLS (3.0). SmarPLS GmbH. http://www.smartpls.com
Roy, G., & Sharma, S. (2020). Analyzing one-day tour trends during COVID 19 disruption–applying push and pull theory and text mining approach. Tourism Recreation Research, 46(2), 288-303. https://doi.org/10.1080/02508281.2020.1858614
Saunders, M., Lewis, P., & Thornhill, A. (2009). Research methods for business students (5th ed.). London Pearson Education.
Sekaran, U., & Bougie, R. (2016). Research methods for business: A skill-building approach (7th ed.). John Wiley & Sons.
Seong, B., & Hong, C. (2021). Does risk awareness of COVID-19 affect visits to National Parks? Analyzing the tourist decision-making process using the theory of planned behavior. International Journal of Environmental Research and Public Health, 18(10), 5081. https://doi.org/10.3390/ijerph18105081
Seyitoğlu, F., & Davras, Ö. (2022). Determinants and implications of travel motivations: international travellers visiting Cappadocia. International Journal of Tourism Cities, 8(2), 311-326. https://doi.org/10.1108/IJTC-01-2021-0006
Soliman, M. (2019). Extending the theory of planned behavior to predict tourism destination revisit intention. International Journal of Hospitality and Tourism Administration, November, 1-26. https://doi.org/10.1080/15256480.2019.1692755
Song, H., Lee, C.-K., Reisinger, Y., & Xu, H.-L. (2017). The role of visa exemption in Chinese tourists’ decision-making: A model of goal-directed behavior. Journal of Travel and Tourism Marketing, 34(5), 666-679. https://doi.org/10.1080/10548408.2016.1223777
Srinivasan, R., & Lohith, C. P. (2017). Pilot study—Assessment of validity and reliability. In R. Srinivasan, & C. P. Lohith (Eds.), Strategic marketing and innovation for Indian MSMEs (pp. 43-49). Springer Nature Singapore Pte Ltd. https://doi.org/10.1007/978-981-10-3590-6_6
Ulker-Demirel, E., & Ciftci, G. (2020). A systematic literature review of the theory of planned behavior in tourism, leisure and hospitality management research. Journal of Hospitality and Tourism Management, 43(September), 209-219. https://doi.org/10.1016/j.jhtm.2020.04.003
United Nations World Tourism Organization. (2020, April 28). 100% of global destinations now have COVID-19 travel restrictions, UNWTO Reports. The World Tourism Organization. https://www.unwto.org/news/covid-19-travel-restrictions
Urbonavicius, S., Palaima, T., Radaviciene, I., & Cherian, J. (2017). Push and pull factors of senior travelers: The lingering influence of past restrictions. Market-Trziste, 29(1), 93-108. https://doi.org/10.22598/mt/2017.29.1.93
Wang, C., Zhang, J., Cao, J., Hu, H., & Yu, P. (2019). The influence of environmental background on tourists’ environmentally responsible behaviour. Journal of Environmental Management, 231, 804-810. https://doi.org/10.1016/j.jenvman.2018.10.089
Wang, X., Zhang, J. J., Song, G., & Wan, X. (2020). Push and pull factors influencing the winter sport tourists in China: The case of leisure skiers. SAGE Open, 10(2). https://doi.org/10.1177/2158244020938739
Whitehead, A. L., Julious, S. A., Cooper, C. L., & Campbell, M. J. (2016). Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable. Statistical Methods in Medical Research, 25(3), 1057-1073. https://doi.org/10.1177/0962280215588241
Wijaya, S., Wahyudi, W., Kusuma, C. B., & Sugianto, E. (2018). Travel motivation of Indonesian seniors in choosing destination overseas. International Journal of Culture, Tourism, and Hospitality Research, 12(2), 185-197. https://doi.org/10.1108/IJCTHR-09-2017-0095
Yang, Y., Zhang, C. X., & Rickly, J. M. (2021). A review of early COVID-19 research in tourism: Launching the Annals of Tourism Research’s Curated Collection on coronavirus and tourism. Annals of Tourism Research, 91, Article 103313. https://doi.org/10.1016/j.annals.2021.103313
Yousaf, A., Amin, I., & Jose Antonio, C. (2018). Tourists’ motivations to travel: A theoretical perspective on the existing literature. Tourism and Hospitality Management, 24(1), 197-211. https://doi.org/10.20867/thm.24.1.8
ISSN 1511-3701
e-ISSN 2231-8542