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Article

Comparative Evaluation of CMIP5 and CMIP6 GCMs in Reproducing Regional Precipitation Climatology in Mexico

by
Alejandro Ordoñez-Sánchez
1,
Martín José Montero-Martínez
1,*,
Mercedes Andrade-Velázquez
2,
Gabriela Colorado-Ruíz
3 and
Tereza Cavazos
4
1
Instituto Mexicano de Tecnología del Agua, Subcoordinación de Eventos Extremos y Cambio Climático, Paseo Cuauhnáhuac 8532, Colonia Progreso, Jiutepec 62550, Morelos, Mexico
2
SECIHTI–Centro del Cambio Global y la Sustentabilidad, A.C., Calle Centenario del Instituto Juárez S/N, Colonia Reforma, Villahermosa 86080, Tabasco, Mexico
3
Unidad Especializada en Percepción Remota Satelital de Ecosistemas Continentales y Oceánicos (PERSEO), Centro Nayarita de Innovación y Transferencia de Tecnología, Secretaría de Investigación y Posgrado, Universidad Autónoma de Nayarit, Calle 3 S/N, Tepic 63173, Nayarit, Mexico
4
Department of Physical Oceanography, Ensenada Center for Scientific Research and Higher Education, CICESE, Ensenada 22860, Baja California, Mexico
*
Author to whom correspondence should be addressed.
Climate 2026, 14(6), 117; https://doi.org/10.3390/cli14060117
Submission received: 21 April 2026 / Revised: 25 May 2026 / Accepted: 28 May 2026 / Published: 31 May 2026

Abstract

Reliable precipitation projections are essential for water-resource management, flood-risk assessment, and drought preparedness in hydroclimatically complex regions such as Mexico, where uncertainty remains high due to monsoon dynamics, complex topography, and tropical moisture transport. This study evaluates paired CMIP5 and CMIP6 global climate models in simulating the historical (1940–2005) precipitation annual cycle across four regions of Mexico (NW, NE, SW, SE). Model outputs were compared against ERA5 and cross-validated with CRU using complementary metrics assessing error magnitude, variability, temporal phase, and spatial coherence. Results indicate that CMIP6 provides moderate but regionally heterogeneous improvements rather than a uniform advance. The most consistent gains occur in NE and SE Mexico, where dry biases are reduced and seasonal amplitude is better represented. In contrast, SW Mexico exhibits persistent summer wet biases linked to monsoon–topography interactions, while improvements in NW Mexico are mainly confined to selected individual CMIP6 models and are not consistently reflected in the ensemble median. A marked SW–SE summer dipole bias highlights ongoing deficiencies in representing moisture transport and convection. These findings demonstrate that increased model complexity does not guarantee improved regional skill and that ensemble medians may mask individual model performance, underscoring the need for targeted model selection, multi-dataset validation, and bias-correction strategies.
Keywords: CMIP5; CMIP6; precipitation; Mexico; global climate models; regional climate assessment; Taylor skill score; ERA5 CMIP5; CMIP6; precipitation; Mexico; global climate models; regional climate assessment; Taylor skill score; ERA5

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MDPI and ACS Style

Ordoñez-Sánchez, A.; Montero-Martínez, M.J.; Andrade-Velázquez, M.; Colorado-Ruíz, G.; Cavazos, T. Comparative Evaluation of CMIP5 and CMIP6 GCMs in Reproducing Regional Precipitation Climatology in Mexico. Climate 2026, 14, 117. https://doi.org/10.3390/cli14060117

AMA Style

Ordoñez-Sánchez A, Montero-Martínez MJ, Andrade-Velázquez M, Colorado-Ruíz G, Cavazos T. Comparative Evaluation of CMIP5 and CMIP6 GCMs in Reproducing Regional Precipitation Climatology in Mexico. Climate. 2026; 14(6):117. https://doi.org/10.3390/cli14060117

Chicago/Turabian Style

Ordoñez-Sánchez, Alejandro, Martín José Montero-Martínez, Mercedes Andrade-Velázquez, Gabriela Colorado-Ruíz, and Tereza Cavazos. 2026. "Comparative Evaluation of CMIP5 and CMIP6 GCMs in Reproducing Regional Precipitation Climatology in Mexico" Climate 14, no. 6: 117. https://doi.org/10.3390/cli14060117

APA Style

Ordoñez-Sánchez, A., Montero-Martínez, M. J., Andrade-Velázquez, M., Colorado-Ruíz, G., & Cavazos, T. (2026). Comparative Evaluation of CMIP5 and CMIP6 GCMs in Reproducing Regional Precipitation Climatology in Mexico. Climate, 14(6), 117. https://doi.org/10.3390/cli14060117

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