Submitted:
15 August 2025
Posted:
18 August 2025
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Climate Change Projections
Air Temperature
Precipitation
Sea Level Rise
2.3. Present and Future Vulnerability Modeling
3. Results
3.1. Current Vulnerability to Tropical Cyclones and Landslides
3.2. Future Scenarios of Vulnerability to Tropical Cyclones and Landslides
4. Discussion
4.1. Model Limitations
4.2. The Construction of Vulnerability in the Municipality of Los Cabos
4.3. Comparison with Other Touristic Related Cities in Mexico
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Fiorentino, S. , Sielker, F., Tomaney, J. Coastal towns as “left-behind places”: economy, environment and planning. Cambridge Journal of Regions, Economy and Society, 2023, 113. [CrossRef]
- Laino, E. and Iglesias, G. Extreme climate change hazards and impacts on European coastal cities: A review. Renewable and Sustainable Energy Reviews, 2023, 184, 113587. [Google Scholar] [CrossRef]
- Center of Research on the Epidemiology of Disasters (CRED). Human cost of disasters. An overview of the last 20 years. UN Office for Disaster Risk Reduction (UNDRR), 2018, 17p.
- Sánchez-Núñez, J.M. , Macías, J.L., Zamorano-Orozco, J.J., Saucedo, R., Torres, J.R., Novelo D. Mass movement processes at the Motozintla Basin, Chiapas, Southern Mexico. Geofísica Internacional, 2012, 51, 2, 169-186. [Google Scholar]
- Antinao, J.L. , and Farfán, L.M. Ocurrence of landslides during the approach of tropical cyclone Juliette (2001) to Baja California Sur, México. Atmósfera, 2013, 26, 2, 183–208. [Google Scholar] [CrossRef]
- Romero-Vadillo, E. y Romero-Vadillo, I.G. Estimación del riesgo en las viviendas de Baja California sur ante el impacto de ciclones tropicales. Teoría y Praxis, 2016, 50-73. [CrossRef]
- Centro Nacional de Prevención de Desastres (CENAPRED). Características e impacto socioeconómico de los huracanes Stan y Wilma en la República Mexicana en el 2005. CENAPRED, México, México, 2006, 332p. Obtained from: https://hdl.handle.net/11362/25801 [Accesed 05/04/25].
- Ramirez-Herrera, M.T. , Coca, O., Gaidzik, K., Vargas-Espinoza, V. Hurricane Otis: Category 5 storm effects and cascading hazards in Acapulco Bay, México. Global and Earth Surface Processes Change, 2025, 3. [Google Scholar] [CrossRef]
- Muriá-Vila, D. El huracán Odile y sus efectos en la infraestructura del sur de la península de Baja California. Investigación y Desarrollo. UNAM, México, México, 2015, ISBN 978-607-02-7411-4. 134p.
- Lawrence, Miles B. (2003). "Hurricane Ignacio Tropical Cyclone Report" (PDF). National Hurricane Center. Retrieved 2025-02-17. https://www.nhc.noaa.gov/data/tcr/EP092003_Ignacio.pdf.
- Martínez-Gutiérrez, G. , & Mayer, L. (2004). Huracanes en Baja California, México y sus implicaciones en la sedimentación en el Golfo de California. Geos, https://geos.cicese.mx/index.php/geos/article/view/156. 2004, 24, 1, 57–64. [Google Scholar]
- Franklin, J. L. (2015). "Hurricane Marty Tropical Cyclone Report" (PDF). National Hurricane Center. Retrieved 2025-02-17. https://www.nhc.noaa.gov/data/tcr/EP132003_Marty.pdf.
- Beven, John L. (2010). "Hurricane Jimena Tropical Cyclone Report" (PDF). National Hurricane Center. Retrieved 2025-02-17. https://www.nhc.noaa.gov/data/tcr/EP132009_Jimena.pdf.
- Lawrence, M. B. , Mainelli, M. M. (2001). Tropical Cyclone Report: Hurricane Juliette (PDF) (Report). National Hurricane Center. Retrieved 2025-02-17. https://www.nhc.noaa.gov/data/tcr/EP112001_Juliette.pdf.
- Zinke, L. Hurricanes and landslides. Nat Rev Earth Environ, 2021, 2, 304. [Google Scholar] [CrossRef]
- Lin, S. , Chen, S., Rasanen, R. A., Zhao, Q., Chavan, V., Tang, W., Shanmugam, N., Allan, C., Braxtan, N., & Diemer, J. Landslide Prediction Validation in Western North Carolina after Hurricane Helene. Geotechnics, 2024, 4, 4, 1259–1281. [Google Scholar] [CrossRef]
- Gobierno del Municipio de Los Cabos (GOB-LCB). (2024). Plan Municipal de Desarrollo 2024-2027. 178p. Tomado de: https://www.loscabos.gob.mx/PMD/PLAN%20DE%20DESARROLLO%20MUNICIPAL%202024-2027%20LOS%20CABOS%20B%20C%20S.pdf.
- Montaño-Armendariz, A. , Martínez-Sidón, G., and Perez-Concha, J.C. Tourism activity and income inequality in Los Cabos, Baja California Sur, Mexico. Análisis Económico, 2023, 38, 98, 152–172. [Google Scholar] [CrossRef]
- Bojórquez Luque, J. and Ángeles Villa, M. Turismo y polarización social en Los Cabos, México. El proyecto Zona Dorada. Bitácora. Urbano Territorial, 2019, 29, 2, 117–126. [Google Scholar] [CrossRef]
- Imaz-Lamadrid, M. A. , Wurl, J., and Ramos-Velázquez, E. Future of Coastal Lagoons in Arid Zones under Climate Change and Anthropogenic Pressure. A Case Study from San Jose Lagoon, Mexico. Resources, 2019, 8, 1, 57. [Google Scholar] [CrossRef]
- Gobierno del Estado de Baja California Sur (GOB-BCS). Atlas Estatal de Riesgo de Baja California Sur. Universidad Autónoma de Baja California Sur. La Paz, Baja California Sur, México, 2024, 210 p. https://atlasriesgo.uabcs.mx.
- IPCC, 2023: Climate Change 2023: Synthesis Report. Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Core Writing Team, H. Lee and J. Romero (eds.)]. IPCC, Geneva, Switzerland, 2023; 35–115. [CrossRef]
- Fick, S.E. and R.J. Hijmans. WorldClim 2: new 1km spatial resolution climate surfaces for global land areas. International Journal of Climatology, 2017, 37, 12, 4302–4315. [Google Scholar] [CrossRef]
- Dix, Martin; Bi, Daohua; Dobrohotoff, Peter; Fiedler, Russell; Harman, Ian; Law, Rachel; Mackallah, Chloe; Marsland, Simon; O’Farrell, Siobhan; Rashid, Harun; Srbinovsky, Jhan; Sullivan, Arnold; Trenham, Claire; Vohralik, Peter; Watterson, Ian; Williams, Gareth; Woodhouse, Matthew; Bodman, Roger; Dias, Fabio Boeira; Domingues, Catia M.; Hannah, Nicholas; Heerdegen, Aidan; Savita, Abhishek; Wales, Scott; Allen, Chris; Druken, Kelsey; Evans, Ben; Richards, Clare; Ridzwan, Syazwan Mohamed; Roberts, Dale; Smillie, Jon; Snow, Kate; Ward, Marshall; Yang, Rui (2019). CSIRO-ARCCSS ACCESS-CM2 model output prepared for CMIP6 CMIP historical. Version.Earth System Grid Federation. [CrossRef]
- Tyberghein L, Verbruggen H, Pauly K, Troupin C, Mineur F, De Clerck O. Bio-ORACLE: A global environmental dataset for marine species distribution modelling. Global Ecology and Biogeography, 2012, 21, 272–281. [Google Scholar] [CrossRef]
- Assis, J. , Tyberghein, L., Bosh, S., Verbruggen, H., Serrão, E. A., & De Clerck, O. Bio-ORACLE v2.0: Extending marine data layers for bioclimatic modelling. Global Ecology and Biogeography. 2017, 27, 3. [Google Scholar] [CrossRef]
- EC-Earth Consortium (EC-Earth). EC-Earth-Consortium EC-Earth3-Veg model output prepared for CMIP6 ScenarioMIP. Version, Earth System Grid Federation. 2019. [CrossRef]
- Ivanova-Boncheva, A., González-Rubio, C., Bermúdez-Contreras, A., Estrada-Contreras, I., Talamantes-Geraldo, J., Tejas-Álvarez, Z. (2024). IV. Perspectiva del Cambio Climático. In: Gobierno del Estado de Baja California Sur (GOB-BCS). Atlas Estatal de Riesgo de Baja California Sur. Universidad Autónoma de Baja California Sur. La Paz, Baja California Sur, México, 2024. 210 p.
- IPCC. Climate change 2001: impacts, adaptation and vulnerability, Contribution of Working Group II to the Third Assessment Report of the Intergovernmental Panel on Climate Change, edited by J. J. McCarthy, O. F. Canziani, N. A. Leary, D. J. Dokken and K. S. White (eds). Cambridge University Press, Cambridge, UK, and New York, USA, 2001. ISBN 0-521-80768-9. [CrossRef]
- Imaz-Lamadrid, M.A. , Ivanova-Boncheva, A., Flores-López, M.Z. & Cortés-Martínez, M.Y. Participative Policy Design to Manage Droughts and Floods in an Arid Region under Changing Climate Scenarios: The Case of Baja California Sur, Mexico. Sustainability, 2023, 15, 13547. [Google Scholar] [CrossRef]
- Fortini, L. Fortini, L., Schubert, O. Beyond exposure, sensitivity and adaptive capacity: a response based ecological framework to assess species climate change vulnerability. Clim Chang Responses, 2017, 4, 2. [CrossRef]
- González-Baheza, A. , and Arizpe, O. Vulnerability assessment for supporting sustainable coastal city development: a case study of La Paz, Mexico. Climate and Development, 2017, 10, 6, 552–565. [CrossRef]
- Rotigliano, E. , Cappadonia, C., Conoscenti, C. Slope units-based flow susceptibility model: using validation tests to select controlling factors. Nat Hazards, 2012, 61, 143–153. [Google Scholar] [CrossRef]
- Fhatuwani, S. , Frederick Mokibelo, M., Dhiren, A. An integrated approach to develop a slope susceptibility map based on a GIS-based approach, soft computing technique and finite element formulation of the bound theorems. Transportation Geotechnics, 2022, 36, 100818. [Google Scholar] [CrossRef]
- Yechale, A. , Trufat Hailemariam, G., Tarun Kumar R. GIS-based statistical analysis for landslide susceptibility evaluation and zonation mapping: A case from Blue Nile Gorge, Gohatsion-Dejen road corridor, Central Ethiopia. Environmental Challenges, 2024, 16, 100968. [Google Scholar] [CrossRef]
- Gutiérrez, J.M. Gutiérrez, J.M., R.G. Jones, G.T. Narisma, L.M. Alves, M. Amjad, I.V.Gorodetskaya, M. Grose, N.A.B. Klutse, S. Krakovska, J. Li, D.Martínez-Castro, L.O. Mearns, S.H. Mernild, T. Ngo-Duc, B. van den Hurk, and J.-H. Yoon, (2021). Atlas. In Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change [Masson-Delmotte, V., P. Zhai, et al. (eds.)]. Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, pp. 1927–2058. Interactive Atlas available from http://interactive-atlas.ipcc.ch/. [CrossRef]
- Ángeles Villa, M. y Gámez A. E. Crecimiento turístico y desarrollo humano en B.C.S. Ponencia en Seminario Anual de Investigación de la Cuenca del Pacífico, 2024, Universidad de Colima. Colima, México.
- Gobierno del Municipio de Los Cabos (GOB-LCB). (2024). Plan Municipal de Desarrollo 2024-2027. 178p. Retrieved 2025-02-17. Obtained from: https://www.loscabos.gob.mx/PMD/PLAN%20DE%20DESARROLLO%20MUNICIPAL%202024-2027%20LOS%20CABOS%20B%20C%20S.pdf.
- Muñiz-Jauregui, J.A. , and Hernandez-Madrigal, V.M. Zonificación de procesos de remoción en masa en Puerto Vallarta, Jalisco, mediante combinación de análisis multicriterio y método heurístico. Revista Mexicana de Ciencias Geológicas, 2012, 28, 1, 103–114. [Google Scholar]
- Morales-Hernandez, J.C. , Frausto-Martínez, O., Cruz-Romero, B., Chavoya Gama, J.I., and Carrillo-Gonzalez, F.M. Susceptibility to Flooding of Urban Areas Puerto Vallarta – Mexico. International Journal of Design and Nature and Ecodynamics, 2022, 17, 3, 359–367. [Google Scholar] [CrossRef]
- Arellano-Ramirez, S.P. , Ulloa-Godinez, H. H., Avila-Verá, M., and García-Guadalupe, M. E. Comparison of cyclones and damage generated by Kenna and Patricia in western Mexico. Estudios de la Cienega, 2024, 25, 50, 132–143. [Google Scholar]
- Becken, S. , and Hughey, K.F.D. Linking tourism into emergency management structures to enhance disaster risk reduction. Tourism management, 2013, 36, 77–85. [Google Scholar] [CrossRef]
- Gian, C. Delgado-Ramos, Simone Lucatello, Debora Ley, Antonina Ivanova, Ma de Lourdes Romo-Aguilar, Cecilia Conde and Miguel Imaz-Lamadrid. A 2023 hurricane caught Mexico off guard: we must work together to prepare better. Nature, 2024, 628, 33–35. [Google Scholar] [CrossRef]



| Indicator | Definition | Value |
|---|---|---|
| Distance to hospital | Access to health services is vital in the face of the impact of a disturbing phenomenon. The greater the distance, the greater the sensitivity | Distance < 20km=0 Distance > 20km=1 |
| Distance to closest airport or runway | Air bridges are vital for receiving supplies in the event of a disturbing phenomenon or to speed up preventive evacuation. The greater the distance, the less capacity for attention and, therefore, the greater the sensitivity. | Distance < 20km=0 Distance > 20km=1 |
| Freshwater coverage | Due to the aridity and development of cities, the population does not have constant access to water. Access to water is a human right and a necessity that, when absent, increases sensitivity. | Total coverage=0 Partial coverage=0.5 No coverage=1 |
| Sewage coverage | Connection to the drainage system is a clear indicator of the development of a population. A population without drainage is more sensitive | Total coverage=0 No coverage=1 |
| Telecommunication | Developed and less sensitive areas have access to mobile phones, landlines, the Internet, and other types of communication. The lack of connectivity increases the population´s sensitivity | 3 or more telecom items=0 Less than 3 telecomm items=1 |
| Housing construction | Houses built with concrete (brick, blocks, steel) indicate a less sensitive population than artisanal houses constructed with wood or waste material (cardboard, sheet metal, among others). | Concrete (with blocks, bricks, steel) =0 Mix or other material=1 |
| Scenario | Exposure (km2) | Vulnerability (% of blocks) | Vulnerable population | %1 | Vulnerable population (growth rate correction) 2 |
|---|---|---|---|---|---|
| Recent | 121.27 | 5.51 | 133,266 | 37.9 | 133,266 |
| 2040 | 185.02 | 5.90 | 142,956 | 40.7 | 149,039 |
| 2060 | 663.11 | 6.30 | 151,533 | 46.6 | 178,847 |
| 2100 | 956.74 | 6.85 | 165,642 | 53.4 | 250,386 |
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