Вплив цільової цифрової реклами на підвищення стійкості сектору туризму та подорожей під час криз продовольчої безпеки з використанням підходу моделі загальної рівноваги (CGE)

  • Soufyane Bouali Університет Сетіф 1 Ферхата Аббаса
  • Selma Douha Університет Батна 1
  • Pradeep Mishra Аграрний Університет імені Джавахарлала Неру

Анотація

Проаналізовано вплив кризи продовольчої безпеки на сектор подорожей і туризму з врахуванням цільової цифрової реклами Google Ads, на підвищення стійкості сектора. Розглянуто процеси управління туристичним попитом, підвищення обізнаності мандрівників про сталі туристичні напрямки та збільшення бронювань у взаємозв’язку з викликами продовольчої безпеки. Дослідження використовує модель загальної рівноваги (CGE) для кількісного аналізу економічних наслідків кризи продовольчої безпеки на туризм. Проаналізовано дані з цифрових рекламних кампаній щодо рівню бронювань і туристичного попиту, оптимізація цільової аудиторії за допомогою Google Ads. Доведено, що криза продовольчої безпеки нерівномірно вплинула на різні економічні сектори, але не є екзистенційною загрозою для майбутнього туристичної галузі. Однак удосконалення стратегій цифрової реклами може допомогти перенаправити попит на більш сталі туристичні напрямки, підвищити впевненість мандрівників і підтримати економіки постраждалих регіонів. Використання ефективних методів цифрового маркетингу може пом’якшити економічні виклики, пов’язані з продовольчою безпекою, завдяки точному таргетингу. Запропоновано нові погляди на взаємозв’язок між кризою продовольчої безпеки та цифровим маркетингом у туристичній галузі, підкреслено використання Google Ads як інструменту для просування сталого туризму та пом’якшення економічних наслідків глобальних криз, що є сферою, яка досі недостатньо досліджена.


Ключові слова: продовольча безпека, туризм, криза, ТДА, обчислювана модель загальної рівноваги.


DOI: 10.15276/mdt.9.1.2025.2



  1. Arafat, S. I. (2016). Interplay of food security, agriculture and tourism within GCC countries. Global Food Security , 1-9.

  2. Aggio, C. M. (2022). Rise and fall (and recovery?) of the blueberry business in Argentina: an analysis of private and public–private strategies. Journal of Agribusiness in Developing and Emerging Economies. DOI: https://doi.org/10.1108/JADEE-10-2021-0270.

  3. Alexander, P. A. (2023). Increasing food prices may cause up to a million deaths in 2023, even if Ukraine food exports are restored. DOI:https://doi.org/10.21203/rs.3.rs-1851998/v1.

  4. Arbulú, I. R.-M. (2021). Can domestic tourism relieve the COVID-19 tourist industry crisis? The case of Spain. Journal of Destination Marketing & Management, 20, 100568. DOI:https://doi.org/10.1016/j.jdmm.2021.100568.

  5. Archer, B. H. (1982). The value of multipliers and the policy implications. Tourism Management, 3(4), 236-241. DOI : 10.1016/0261-5177(82)90044-9 .

  6. Aryal, J. P. (2022). Expectations for household food security in the coming decades: A global scenario. In Future Foods (pp. 107-131). Academic Press. DOI: https://doi.org/10.1016/B978-0-323-91001-9.00002-5.

  7. Baccarini, D. (1999). The logical framework method for defining project success. Project management journal, 30(4), 25-32. DOI: https://doi.org/10.1177/875697289903000405.

  8. Bachelor, B. (2022). Should travelers rethink Europe plans because of the war in Ukraine? Available at: https://edition.cnn.com (accessed 22.07.2022).

  9. Ben Hassen, T. &. (2022). Impacts of the Russia-Ukraine War on Global Food Security: Towards More Sustainable and Resilient Food Systems? Foods, 11(15), 2301. DOI: https://doi.org/10.3390/foods11152301.

  10. Berkhout, P. B. (2022). A brief analysis of the impact of the war in Ukraine on food security (No. 2022-033). Wageningen Economic Research. DOI: https://doi.org/10.18174/568027.

  11. Blasco, D. P. (2022). Emergence and spread of critical discourses opposing tourism: The case of Girona, an urban satellite destination of Barcelona. Tourism Planning & Development, 1-15. DOI: https://doi.org/10.1016/j.jort.2022.100566.

  12. Blumberg SJ, B. K. (1999 ). The effectiveness of a short form of the Household Food Security Scale. Am J Public Health 89(8), 1231-1234. DOI: 10.2105/ajph.89.8.1231. PMID: 10432912; PMCID: PMC1508674.

  13. BOUALI, S. &. (2020). The Effects Of Applying Total Quality Management's Techniques On The Production Of Olive Oil In Algeria And Tunisia. Journal of Business Administration and Economic Studies, 082-096, DOI: 10.51842/2179-006-001-040.

  14. Bourguignon, F. &. (2013). Income distribution in computable general equilibrium modeling. Handbook of computable general equilibrium modeling, 1, 1383-1437. DOI: https://doi.org/10.1016/B978-0-444-59568-3.00021-3.

  15. Bradford, T. (2008). Solar revolution: the economic transformation of the global energy industry. MIT Press.

  16. Bradsher, K. (2008). A new, global oil quandary: Costly fuel means costly calories. The New York Times, 8.

  17. Brahmbhatt, M. &. (2008). Rising food prices in East Asia: Challenges and policy options.

  18. Brown, A. (2022). Wheat. Agricultural Commodities, 12(1), 26-32. DOI:https://search.informit.org/doi/10.3316/informit.411373071874857.

  19. Pérez-Blanco, D., & S. G.  (2019). Farm waters run deep: a coupled positive multi-attribute utility programming and computable general equilibrium model to assess the economy-wide impacts of water buyback. Agricultural Water Management, 336-351. DOI: https://doi.org/10.1016/j.agwat.2018.10.039.

  20. Câmpeanu, V. (2022). The Effects Of The War In Ukraine–The Global Food Crisis Becomes More Real. Euroinfo, 6(1), 3-15.

  21. Carter, C. R. (2011). Sustainable supply chain management: evolution and future directions. International journal of physical distribution & logistics management. DOI: https://doi.org/10.1108/09600031111101420.

  22. Chiara Rinaldi, A. C. (2022). University contributions to co-creating sustainable tourism destinations. Journal of Sustainable Tourism, 30(9), 2144-2166. DOI: 10.1080/09669582.2020.1797056.

  23. Chuah, S. H. (2022). A silver lining in the COVID-19 cloud: Examining customers’ value perceptions, willingness to use and pay more for robotic restaurants. Journal of Hospitality Marketing & Management, 31(1), 49-76. DOI: https://doi.org/10.1080/19368623.2021.1926038.

  24. Clapp, J. &. (2020). This food crisis is different: COVID-19 and the fragility of the neoliberal food security order. The Journal of Peasant Studies, 47(7), 1393-1417. DOI: https://doi.org/10.1080/03066150.2020.1823838.

  25. Cordell, D. D. (2009). The story of phosphorus: global food security and food for thought. Global environmental change, 19(2), 292-305. DOI: 10.1016/j.gloenvcha.2008.10.009.

  26. Creigh-Tyte, S. &. (2000). The UK National Lottery and the Arts: Reflections on the Lottery’s Impact and Development. International Journal of Arts Management, 3(1), 19–31. Available at: http://www.jstor.org/stable/41064709. (accessed 22.07.2022).

  27. Dahl, E. Q.-L. (2022). Outlook for crops. Agricultural Commodities, 12(2), 22-31. DOI: https://search.informit.org/doi/10.3316/informit.556244423407362.

  28. De Fraiture, C. M. (2010). Investing in water for food, ecosystems, and livelihoods: An overview of the comprehensive assessment of water management in agriculture. Agricultural Water Management, 97(4), 495-501. DOI: https://doi.org/10.1016/j.agwat.2009.08.015.

  29. Decaluwé, B. L. (2010). PEP-1-T (Single-country, recursive dynamic version). Miméo, Poverty and Economic Policy (PEP). Available at: pep-net.org/programs/mpia/pep-standard-cge-models/pep-1-t-singlecountry-recursive-dynamic-version. (accessed 22.07.2022).

  30. Duszczyk, M. K. (2022). The War in Ukraine and Migration to Poland: Outlook and Challenges. Intereconomics. 57, 164–170. DOI: https://doi.org/10.1007/s10272-022-1053-6.

  31. Dwyer, L. (2015). Computable general equilibrium modelling: an important tool for tourism policy analysis. Tourism and Hospitality Management, 21(2), 111-126. DOI: https://doi.org/10.20867/thm.21.2.1.

  32. Ennew, C. (2003). Understanding the economic impact of tourism. World, 477, 463-6.

  33. ESCAP, U. (2022). The war in Ukraine: impacts, exposure and policy issues in Asia and the Pacific. Available at: https://hdl.handle.net/20.500.12870/4433. (accessed 22.07.2022).

  34. Fernando, S. B. (2015). SLCGE-Tourism: a computable general equilibrium model of the Sri Lankan economy for tourism policy analysis. Griffith Business School, Discussion Papers-Economics, 6, 33. Available at: http://repository.kln.ac.lk/handle/123456789/17065. (accessed 22.07.2022).

  35. Filimonau, V. K. (2022). Religiosity and food waste behavior at home and away. Journal of Hospitality Marketing & Management, 1-22. DOI: https://doi.org/10.1080/19368623.2022.2080145.

  36. Fletcher, A. E. (1989). The effects of verapamil and propranolol on quality of life in hypertension. Journal of Human Hypertension, 3(2), 125-130. PMID: 2668524. .

  37. Flôres, R. G. (2010). Are CGE models still useful for economic policymaking?. En: Modeling public policies in Latin America and the Caribbean. Santiago: CEPAL. LC/G. 2461: 21-31.

  38. Foris, T. T. (2022). The Start-Up Manager in Times of Crisis: Challenges and Solutions for Increasing the Resilience of Companies and Sustainable Reconstruction. Sustainability, 14(15), 9140. DO: Ihttps://doi.org/10.3390/su14159140.

  39. Georgiadis, A. H. (2022). US visitors wary of Ukraine threaten European travel recovery. Available at: https://www.ft.com. (accessed 29.06.2022).

  40. Glauben, T. S. (2022). The War in Ukraine, Agricultural Trade and Risks to Global Food Security. Intereconomics, 57(3), 157-163. DOI: 10.1007/s10272-022-1052-7.

  41. Glöser, S. S. (2013). Dynamic analysis of global copper flows. Global stocks, postconsumer material flows, recycling indicators, and uncertainty evaluation. Environmental science & technology, 47(12), 6564-6572. DOI: https://doi.org/10.1021/es400069b.

  42. Gössling, S. &. (2022). Two years of COVID-19 and tourism: what we learned, and what we should have learned. Journal of Sustainable Tourism, 30(4), 915-931. DOI: https://doi.org/10.1080/09669582.2022.2029872.

  43. Henson, D. (2022). Eco-friendly yet unsustainable: the impact of eco-tourism on the sustainable development of Martha's Vineyard. Available at: https://ir.library.louisville.edu/honors/277. (accessed 29.06.2022).

  44. Jagtap, S. T.-G.-L. (2022). The Russia-Ukraine Conflict: Its Implications for the Global Food Supply Chains. Foods,

  45. Katarzyna Czernek-Marszałek. (2021). The sources and components of social embeddedness as determinants of business cooperation in a tourist destination. Journal of Destination Marketing & Management. DOI: https://doi.org/10.1016/j.jdmm.2020.100534.

  46. Khaustova, K. U. (2022). The potential of museums in the context of international tourism development. Economy and Society, (40). DOI: https://doi.org/10.32782/2524-0072/2022-40-75.

  47. Kleinman, A. (2007). What really matters: Living a moral life amidst uncertainty and danger. Oxford University Press.

  48. Kopiec, P. (2022). The government spending multiplier in the Heterogeneous Agent New Keynesian model. European Economic Review. DOI: https://doi.org/10.1016/j.euroecorev.2022.104125.

  49. Kriegel, L. (2022). The Crimean War and its Afterlife. Cambridge University Press.

  50. Kristalina Georgieva. (2022). Facing Crisis Upon Crisis: How the World Can Respond. Available at: https://www.imf.org. (accessed 19.06.2022).

  51. Kurapov, A. P. (2022). Toward an understanding of the Russian-Ukrainian war impact on university students and personnel. Journal of Loss and Trauma, 1-8. DOI: https://doi.org/10.1080/15325024.2022.2084838.

  52. Lan, T. S. (2022). The Economic Impacts on Germany of a Potential Russian Gas Shutoff. IMF Working Papers, 144. DOI: https://doi.org/10.5089/9798400215285.001.

  53. Lea, R. (2022). CPI inflation hit 7.0% in March–and higher inflation to come. Arbuthnot Banking Group, 19.

  54. Lebawit Lily Girma, Skift. (2022). Europe’s Tourism Demand Holds Steady But Ukraine War Anxieties Loom. Available at: https://skift.com. (accessed 07.12.2022).

  55. Liadze, I. M.-L. (2022). The economic costs of the Russia-Ukraine conflict. NIESR Policy Paper, 32.

  56. Lim, W. M. (2022). What is at stake in a war? A prospective evaluation of the Ukraine and Russia conflict for business and society. Global Business and Organizational Excellence. DOI: https://doi.org/10.1002/joe.22162.

  57. Maliuga, L. (2022). Russian-Ukrainian war and challenges for tourism business. Věda a perspektivy, (6(13)). DOI: https://doi.org/10.52058/2695-1592-2022-6(13)-92-96.

  58. Martin Henseler, H. M. (2022). Economic impacts of COVID-19 on the tourism sector in Tanzania. Annals of Tourism Research Empirical Insights, DOI: https://doi.org/10.1016/j.annale.2022.100042.

  59. Messinger, P. R. (1995). Has power shifted in the grocery channel? Marketing Science, 14(2), 189-223.

  60. Moodie, M. (2022). Global tourism recovery gathers strong momentum amid eased restrictions. Available at: https://www.moodiedavittreport.com (accessed 05.08.2022).

  61. Turak (2022). Russia’s ruble hit its strongest level in 7 years despite massive sanctions. Here’s why. Available at: https://www.cnbc.com (accessed 15.08.2022).

  62. Newes, E. C. (2022). Ethanol production in the United States: The roles of policy, price, and demand. Energy Policy, 161, 112713. DOI: https://doi.org/10.1016/j.enpol.2021.112713.

  63. Nyathi, D. N. (2022). Climate Change and Food Insecurity: Risks and Responses in Bulilima District of Zimbabwe. In Handbook of Climate Change Across the Food Supply Chain (pp. 421-436). Springer, Cham. DOI: 10.1007/978-3-030-87934-1_24.

  64. (2022). Macroeconomic assessment and economic outlook in Emerging Asia, in Economic Outlook for Southeast Asia, China and India 2022: Financing Sustainable Recovery from COVID-19, Éditions OCDE, Paris. DOI: https://doi.org/10.1787/9656f172-en.

  65. Onifade, S. T. (2022). Significance of Air Transport to Tourism-Induced Growth Hypothesis in E7 Economies: Exploring the Implications for Environmental Quality. Tourism: An International Interdisciplinary Journal, 70(3), 339-353. DOI: https://doi.org/10.37741/t.70.3.1.

  66. Ozili, P. K. (2022). Global economic consequence of Russian invasion of Ukraine. Available at SSRN.

  67. Pach-Gurgul, A. &. (2022). Axiological, Economic and Legal Challenges for the Functioning of the Energy Union in the Context of Energy Security of the European Union. In Security and Defence: Ethical and Legal Challenges in the Face of Current Conflicts (pp. 195-208). Springer. DOI: https://doi.org/10.1016/j.apenergy.2011.11.032.

  68. Paul, M. (2022). Tourism recovery gets underway, says UNWTO. Available at: https://www.traveldailymedia.com (accessed 13.08.2022).

  69. Plzáková, L. &. (2022). Impact of the COVID-19 crisis on European tourism. Tourism Economics, 28(1), 91-109. DOI: https://doi.org/10.1177/13548166211031113.

  70. Pradhan, P. (2022). Preparation and quality evaluation of ready to use therapeutic food (RUTF) for children below five years (Doctoral dissertation, Department of Nutrition & Dietetics, Central Campus of Technology Institute of Science and Technology, Tribhuvan University). Available at: http://202.45.146.37:8080/jspui/handle/123456789/235.

  71. Randriamamonjy, J. &. (2017). 2015 Social Accounting Matrix for Tanzania: A Nexus Project SAM. Intl Food Policy Res Inst.

  72. Round, J. (2003). Constructing SAMs for development policy analysis: lessons learned and challenges ahead. Economic Systems Research, 15(2), 161-183. DOI: https://doi.org/10.1080/0953531032000091153.

  73. Ruta, M. (2022). The Impact of the War in Ukraine on Global Trade and Investment.

  74. Seligman, H. K. (2007). Food insecurity is associated with diabetes mellitus: results from the National Health Examination and Nutrition Examination Survey (NHANES) 1999–2002. Journal of general internal medicine, 22(7), 1018-1023. DOI: https://doi.org/10.1007/s11606-007-0192-6.

  75. Shrestha, M. L. (2022). Malnutrition matters: Association of stunting and underweight with early childhood development indicators in Nepal. Maternal & Child Nutrition, 18(2), e13321. DOI: https://doi.org/10.1111/mcn.13321.

  76. Siah, A. K. (2022). Responses to the COVID-19 pandemic: Exploring leakage and opportunities along the Maldives’ tourism value chain. In COVID-19 and the Evolving Business Environment in Asia (pp. 235-258). Springer, Singapore. DOI: 10.1007/978-981-19-2749-2_12.

  77. Smith, S.L.J. (1995). Tourism Analysis: A Handbook (2nd ed.).

  78. Sneyd, L. Q. (2013). Food riots: Media perspectives on the causes of food protest in Africa. Food security, 5(4), 485-497.DOI 10.1007/s12571-013-0272-x.

  79. Sopamena, C. A. (2022). The global impact of Russian aerospace closure. Dinamika Global: Jurnal Ilmu Hubungan Internasional, 7(01), 161-177. DOI: https://doi.org/10.36859/jdg.v7i01.984.

  80. Sun, T. Z. (2022). How trust in a destination's risk regulation navigates outbound travel constraints on revisit intention post-COVID-19: Segmenting insights from experienced Chinese tourists to Japan. Journal of Destination Marketing & Management, 25, 100711. DOI: https://doi.org/10.1016/j.jdmm.2022.100711.

  81. Tarasuk, V. M. (2016). Household food insecurity in Canada: 2011. Toronto: Research to identify policy options to reduce food insecurity. CID: 20.500.12592/cvtcrw.

  82. TÁRIK, M. (2022). The Russo-Ukrainian War Is A Threat To Food Security In The Arab World. Atlas Journal, 8(48), 2748-2755. DOI: https://doi.org/10.5281/zenodo.6977088.

  83. Ton, Z. (2014). The good jobs strategy: How the smartest companies invest in employees to lower costs and boost profits. Houghton Mifflin Harcourt.

  84. (2022). Impact of the Russian offensive in Ukraine on international tourism. UNWTO Tourism Market Intelligence and Competitiveness Department.

  85. Vanholder, R. G. (2022). Wars and kidney patients: a statement by the European Kidney Health Alliance related to the Russian-Ukrainian conflict. Journal of Nephrology, 1-4. DOI: https://doi.org/10.1007/s40620-022-01301-4.

  86. Ven, H. v. (2022). Effects of stakeholder input on voluntary sustainability standards. Global Environmental Change, DOI: ttps://doi.org/10.1016/j.gloenvcha.2022.102554.

  87. Vera Shanshan Lin, Y. Q. (2022). Multiple effects of “distance” on domestic tourism demand: A comparison before and after the emergence of COVID-19. Annals of Tourism Research. DOI: https://doi.org/10.1016/j.annals.2022.103440.

  88. Vu, K. &. (2022). Drivers of growth and catch-up in the tourism sector of industrialized economies. Journal of Travel Research, 61(5), 1156-1172. DOI: https://doi.org/10.1177/00472875211019478.

  89. Weidenfeld, A. (2018). Tourism Diversification and Its Implications for Smart Specialisation" Sustainability 10, no. 2, DOI: https://doi.org/10.3390/su10020319.

  90. Welteji, D., Zerihun, B. (2018). Tourism–Agriculture Nexuses: practices, challenges and opportunities in the case of Bale Mountains National Park, Southeastern Ethiopia. Agric & Food Secur 7, 8. DOI: https://doi.org/10.1186/s40066-018-0156-6.

  91. Weng, Y. C. (2019). Exploring the impacts of biofuel expansion on land use change and food security based on a land explicit CGE model: A case study of China. Applied Energy, 236, 514-525. DOI: https://doi.org/10.1016/j.apenergy.2018.12.024.

  92. Wen-Qi Ruan, S.-N. Z. (2021). Can tourism information flow enhance regional tourism economic linkages? Journal of Hospitality and Tourism Management, 614-623. DOI: https://doi.org/10.1016/j.jhtm.2021.11.012.

  93. World Tourism Organization. (2022). UNWTO World Tourism Barometer and Statistical Annex.

  94. Wright, J. (2012). Sustainable agriculture and food security in an era of oil scarcity: lessons from Cuba. Routledge. DOI: https://doi.org/10.4324/9781849772730.

  95. Zouni, G. &. (2022). Travel behaviour of vegetarians and vegans: Investigation and marketing proposals to facilitate the development of vegan food tourism. Restarting tourism, travel and hospitality, 268. 

Опубліковані
2025-03-29
##submission.howToCite##
BOUALI, Soufyane; DOUHA, Selma; MISHRA, Pradeep. Вплив цільової цифрової реклами на підвищення стійкості сектору туризму та подорожей під час криз продовольчої безпеки з використанням підходу моделі загальної рівноваги (CGE). МАРКЕТИНГ І ЦИФРОВІ ТЕХНОЛОГІЇ, [S.l.], v. 9, n. 1, p. 20-45, бер. 2025. ISSN 2523-434X. Доступно за адресою: <https://mdt-opu.com.ua/index.php/mdt/article/view/396>. Дата доступу: 12 лис. 2025