IoT-enabled sustainability maturity in Mexican manufacturing toward Industry 5.0

Authors

  • Mario Alberto Morales Rodríguez Autonomous University of Tamaulipas image/svg+xml
  • Gabriela Cervantes Zubirías Autonomous University of Tamaulipas image/svg+xml
  • Diana Movilla Quesada Universidad de Salamanca image/svg+xml
  • Marco Antonio Díaz Martínez Tecnológico Nacional de México image/svg+xml

DOI:

https://doi.org/10.29105/mdi.v14i24.367

Keywords:

internet of things, sustainability, manufacturing, industry 5.0, engineering education

Abstract

The availability of sensors alone does not establish the sustainability maturity of a manufacturing firm. This study proposes a socio-technical model to guide maturity assessment and its use in engineering education in Mexico. It is a conceptual study based on a critical narrative synthesis of fourteen references selected for thematic relevance; it includes neither fieldwork nor a systematic review. The outcome is a five-dimensional framework covering IoT infrastructure, data-driven decision-making, socio-technical alignment, sustainability performance, and readiness for Industry 5.0. Suggested indicators, five indicative maturity levels, and educational activities connect measurement, interpretation, and responsible decisions. The model provides a structure for examining capabilities and outcomes separately. However, its diagnostic and educational usefulness requires empirical validation before it can be used to classify manufacturing firms.

Author Biographies

Mario Alberto Morales Rodríguez, Autonomous University of Tamaulipas

Profesor de Tiempo Completo, Departamento de Ingeniería Industrial, Unidad Académica Multidisciplinaria Reynosa Aztlán, Universidad Autónoma de Tamaulipas. 

Gabriela Cervantes Zubirías, Autonomous University of Tamaulipas

Profesora de Tiempo Completo, Departamento de Ingeniería Industrial, Unidad Académica Multidisciplinaria Reynosa Aztlán, Universidad Autónoma de Tamaulipas.

Diana Movilla Quesada, Universidad de Salamanca

Profesora de Tiempo Completo, Departamento de Ingeniería Civil, Escuela Politécnica Superior de Zamora, Universidad de Salamanca, España.  

Marco Antonio Díaz Martínez, Tecnológico Nacional de México

Profesor de Tiempo Completo, Departamento de Ingeniería Industrial y Departamento de Posgrado e Investigación, TecNM–Instituto Tecnológico Superior de Pánuco, Veracruz 93990, México. 

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Published

2026-11-01

How to Cite

Morales Rodríguez, M. A., Cervantes Zubirías, G., Movilla Quesada, D., & Díaz Martínez, M. A. (2026). IoT-enabled sustainability maturity in Mexican manufacturing toward Industry 5.0. Multidisciplinas De La Ingeniería, 14(24), 27–37. https://doi.org/10.29105/mdi.v14i24.367