Main Article Content

Adrian Alonzo Pedraza Aquije
Universidad Peruana de Ciencias Aplicadas
Peru
https://orcid.org/0009-0008-6605-9714
Víctor Ballena Domínguez
Universidad Peruana de Ciencias Aplicadas
Peru
https://orcid.org/0000-0003-2624-0785
Diego Sande Veiga
Universidade de Santiago de Compostela
Spain
https://orcid.org/0000-0003-0284-8884
Vol. 35 No. 1 (2026), Articles
https://doi.org/10.15304/rge.35.1.10988
Submitted: 2025-10-16 Published: 2026-05-13
Copyright How to Cite Cited by

Abstract

This study analyzes maritime transport productivity in trade between China and Latin America and the Caribbean, considering technological differences among countries. The DEA-Malmquist model is applied within a metafrontier framework to estimate productivity scores, complemented by a Prais–Winsten model to identify the factors explaining productivity variations. The results reveal that southern countries face less favorable technological conditions compared to those in the north and central regions, although both groups exhibit a gradual convergence toward the metafrontier of efficiency. Research and development capacity, industrial activity, and private sector participation have a positive effect on productivity, while structural changes show adverse impacts. The study concludes that enhancing port competitiveness through technological innovation, workforce training, and increased R&D investment is essential to strengthen Latin America’s integration into global value chains and expand its participation in international trade.

Downloads

Downloads is not available yet

Article Details

References

Abrahamsson, B. J. (1984). The competitive dynamics of container shipping: By Sidney Gilman Gower, Aldershot, UK, 1983, 152 pp (Book review). Marine Policy, 8(3), 287–288. https://doi.org/10.1016/0308-597X(84)90015-0

Adler, N., Hirte, G., Kumar, S., & Niemeier, H.-M. (2025). The impact of governance on the technical efficiency of container ports. Transportation Research Part A: Policy and Practice, 199, 104578. https://doi.org/10.1016/j.tra.2025.104578

Angulo-Bustinza, H., & Lis-Gutiérrez, J. P. (2023). Trade and inclusive economic growth: China and Latin America (2004-2021). Retos, 13, 309–323. https://doi.org/10.17163/ret.n26.2023.08

Asian Development Bank. (2025). Asian Development Outlook 2025: Strengthening regional integration in Asia-Pacific. ADB. https://aric.adb.org/aeir2025

Asia-Pacific Economic Cooperation. (2014). APEC Connectivity Blueprint 2015–2025. APEC. https://www.apec.org/Publications/2015/01/APEC-Connectivity-Blueprint

Barboza Sánchez, L. (2024). Economic challenges and opportunities of the Mega Port of Chancay for international trade. Indian Journal of Economics and Finance (IJEF), 4(2), 101–110. https://doi.org/10.54105/ijef.C8146.04021124

Barbieri, E., & Capoani, L. (2025). Renewable energy, resilience, digitalization, and industrial policies in seaborne transport. Energies, 18(5), 1089. https://doi.org/10.3390/en18051089

Barros, C. P. (2003). The measurement of efficiency of Portuguese sea port authorities with DEA. International Journal of Transport Economics, 30(3), 335–354.

https://www.scopus.com/inward/record.uri?eid=2-s2.0-0347622616&partnerID=40&md5=f4ee503c44213a7a7b8dbb32db4fb5a1

Barros, C., Assaf, A., & Ibiwoye, A. (2010). Bootstrapped technical efficiency of African seaports. In Essays on port economics (pp. 237–250). https://doi.org/10.1007/978-3-7908-2425-4_15

Battese, G. E., Rao, D. S. P., & O’Donnell, C. J. (2004). A metafrontier production function for estimation of technical efficiencies and technology gaps for firms operating under different technologies. Journal of Productivity Analysis, 21(1), 91–103. https://doi.org/10.1023/B:PROD.0000012454.06094.29

Bernhofen, D. M., El-Sahli, Z., & Kneller, R. (2016). Estimating the effects of the container revolution on world trade. Journal of International Economics, 98, 36–50. https://doi.org/10.1016/j.jinteco.2015.09.001

BID [Banco Interamericano de Desarrollo]. (2013). Diagnóstico sobre el desempeño de los puertos y estudio de conectividad portuaria en Belice, Centroamérica y la República Dominicana (J. Abad & P. Guerrero, Eds.). https://doi.org/10.18235/0010508

Carlini, E., Di Gangi, D., Monteiro de Lira, V., Kavalionak, H., Soares, A., & Spadon, G. (2024). ImPORTance: Machine learning-driven analysis of global port significance and network dynamics for improved operational efficiency. arXiv. https://doi.org/10.48550/arXiv.2407.09571

Cele, L. P., Wallace, M., & Shalloo, L. (2022). Regional technical efficiency rankings and their determinants in the Irish dairy industry: A meta‐frontier analysis. Agribusiness, 38(4), 927–946. https://doi.org/10.1002/agr.21791

CEPAL [Comisión Económica para América Latina y el Caribe] (2004). Puertos y transporte marítimo en América Latina y el Caribe: Un análisis de su desempeño reciente (Serie Recursos Naturales e Infraestructura, Nº 73). https://hdl.handle.net/11362/6452

CEPAL. (2024). Informe portuario 2023–2024: señales mixtas en comercio, puertos y nuevas disrupciones. https://www.cepal.org/es/publicaciones/81386-informe-portuario-2023-2024-senales-mixtas-comercio-puertos-nuevas-disrupciones

Chang, V., & Tovar, B. (2014a). Drivers explaining the inefficiency of Peruvian and Chilean ports terminals. Transportation Research Part E: Logistics and Transportation Review, 67, 190–203. https://doi.org/10.1016/j.tre.2014.04.011

Chang, V., & Tovar, B. (2014b). Efficiency and productivity changes for Peruvian and Chilean ports terminals: A parametric distance functions approach. Transport Policy, 31, 83–94. https://doi.org/10.1016/j.tranpol.2013.11.007

Chen, Z. (2015). Research on the interaction between innovation and port-city economic system: A case from China. Discrete Dynamics in Nature and Society, 2015, 1–9. https://doi.org/10.1155/2015/692476

Cheng, Z., Liu, J., Li, L., & Gu, X. (2020). Research on meta-frontier total-factor energy efficiency and its spatial convergence in Chinese provinces. Energy Economics, 86, 104702. https://doi.org/10.1016/j.eneco.2020.104702

Coelli, T. (1996). A Guide to DEAP Version 2.1: A Data Envelopment Analysis (Computer) Program. http://www.une.edu.au/econometrics/cepa.htm

Cooke, P. (1998). Introduction: Origins of the concept. University of Illinois. https://ssrn.com/abstract=1497770

Cullinane, K., Song, D.-W., & Gray, R. (2002). A stochastic frontier model of the efficiency of major container terminals in Asia: Assessing the influence of administrative and ownership structures. Transportation Research Part A: Policy and Practice, 36(8), 743–762. https://doi.org/10.1016/S0965-8564(01)00035-0

Cullinane, K., Song, D.-W., Ji, P., & Wang, T.-F. (2004). An application of DEA windows analysis to container port production efficiency. Review of Network Economics, 3(2). https://doi.org/10.2202/1446-9022.1050

Danladi, C., Tuck, S., Tziogkidis, P., Tang, L., & Okorie, C. (2024). Efficiency analysis and benchmarking of container ports operating in lower-middle-income countries: a DEA approach. Journal of Shipping and Trade, 9, Article 7. https://doi.org/10.1186/s41072-024-00163-2

Danladi, C., Tuck, S., Tziogkidis, P., et al. (2025). The impact of port sector reforms on the productivity and efficiency of container ports in lower-middle-income countries: A Malmquist productivity index approach. Journal of Shipping and Trade, 10, 18. https://doi.org/10.1186/s41072-025-00208-0

Delfin-Ortega, O., & Navarro-Chávez, J. C. L. (2016). La eficiencia de los puertos en la región del APEC, 2005–2013: Una medición a través del análisis de la frontera estocástica (SFA). Revista Problemas del Desarrollo, 47(186), 9–34. https://www.redalyc.org/journal/4337/433753442002/

Delfin-Ortega, O. (2025). Maritime logistics and economic growth in the context of APEC: A two-stage data envelopment analysis study. Journal of Shipping and Trade, 10, 2. https://doi.org/10.1186/s41072-024-00191-y

Mortimer, D. (2017). Competing methods for efficiency measurement: A systematic review of direct DEA vs SFA/DFA comparisons. https://doi.org/10.4225/03/5936198cb910f

Ding, Z.-Y., Jo, G.-S., Wang, Y., & Yeo, G.-T. (2015). The relative efficiency of container terminals in small and medium-sized ports in China. Asian Journal of Shipping and Logistics, 31, 231–251. https://doi.org/10.1016/j.ajsl.2015.06.004

Dore, R. (1988). Technology policy and economic performance; lessons from Japan: Christopher Freeman (Book review). Research Policy, 17(5), 309–310. https://doi.org/10.1016/0048-7333(88)90011-X

Dwarakish, G. S., & Salim, A. (2015). Review on the role of ports in the development of a nation. Aquatic Procedia, 4, 295–301. https://doi.org/10.1016/j.aqpro.2015.02.040

Estache, A., González, M., & Trujillo, L. (2002). Efficiency Gains from Port Reform and the Potential for Yardstick Competition: Lessons from Mexico. World Development, 30(4), 545–560. https://doi.org/https://doi.org/10.1016/S0305-750X(01)00129-2

Fare, R., Grosskopf, S., Norris, M., & Zhang, Z. (1994). Productivity growth, technical progress, and efficiency change in industrialized countries. American Economic Review, 84(1), 66–83. https://EconPapers.repec.org/RePEc:aea:aecrev:v:84:y:1994:i:1:p:66-83

Fay, M., & Morrison, M. (2007). Infrastructure in Latin America and the Caribbean: Recent developments and key challenges. The World Bank. http://documents.worldbank.org/curated/en/281921468046857576

González, M. M., & Trujillo, L. (2009). Efficiency measurement in the port industry: A survey of the empirical evidence. Journal of Transport Economics and Policy, 43(2), 157–192. https://www.ingentaconnect.com/content/lse/jtep/2009/00000043/00000002/art00002

González Laxe, F., & Garcia-Alonso, L. (2016). The adaptation process in port governance: The case of the Latin countries in South America and Europe. Journal of Shipping and Trade, 1, 1. https://doi.org/10.1186/s41072-016-0018-y

Guasch, J., & Kogan, J. (2006). Inventories and logistic costs in developing countries: Levels and determinants – A red flag for competitiveness and growth. Revista de la Competencia y de la Propiedad Intelectual, 1(1). https://revistas.indecopi.gob.pe/index.php/rcpi/article/view/21

Guasch, J. L. (2011). La logística como motor de la competitividad en América Latina y el Caribe. https://doi.org/10.18235/0007618

Halkos, G. E., & Tzeremes, N. G. (2012). The effect of access to improved water sources and sanitation on economic efficiency: The case of Sub-Saharan African countries. South African Journal of Economics, 80(2), 246–263. https://doi.org/10.1111/j.1813-6982.2011.01281.x

Halkos, G. E., & Tzeremes, N. G. (2015). Measuring seaports' productivity: A Malmquist productivity index decomposition approach. Journal of Transport Economics and Policy, 49(2), 355–376. https://www.ingentaconnect.com/content/lse/jtep/2015/00000049/00000002/art00011

Honorato, C., & Claudio Ribeiro, L. (2020). The emergence of port engineering in the light of capitalist modernization in Brazil, 1860–1940. International Journal of Maritime History, 32(1), 201-217. https://doi.org/10.1177/0843871419886807

Hung, S.-W., Lu, W.-M., & Wang, T.-P. (2010). Benchmarking the operating efficiency of Asia container ports. European Journal of Operational Research, 203(2), 706–713. https://doi.org/10.1016/j.ejor.2009.09.005

Hsu, W.-K. K., Huang, S.-H. S., & Huynh, N. T. (2023). An assessment of operating efficiency for container terminals in a port: An empirical study in Kaohsiung Port using Data Envelopment Analysis. Research in Transportation Business & Management, 46, 100823. https://doi.org/10.1016/j.rtbm.2022.100823

International Monetary Fund, 2024, IMF Data Portal: Direction of Trade Statistics. Retrieved from: 〈https://www.imf.org/en/Data〉 (accessed 12.12.2024).

Jarumaneeroj, P., Barnett Lawton, J. & Svindland, M. An evolution of the Global Container Shipping Network: port connectivity and trading community structure (2011–2017). Maritime Economics Logistics, 26, 283–306 (2024). https://doi.org/10.1057/s41278-023-00273-x

Jeh, J., Nam, J., Sim, M., Kim, Y., & Shin, Y. (2022). A Study on the Efficiency Analysis of Global Terminal Operators Based on the Operation Characteristics. Sustainability, 14(1), 536. https://doi.org/10.3390/su14010536

Ji, Y., Lu, J., Su, W., & Xie, D. (2025). Assessing port connectivity from the perspective of the supply chain: A Bayesian network-based integrated approach. Sustainability, 17(14), 6643. https://doi.org/10.3390/su17146643

Jiang, J., Lee, L. H., Chew, E. P., & Gan, C. C. (2015). Port connectivity study: An analysis framework from a global container liner shipping network perspective. Transportation Research Part E: Logistics and Transportation Review, 73, 47–64. https://doi.org/10.1016/j.tre.2014.10.012

Kahveci, E. (1999). Fast turnaround ships and their impact on crews (Project Report). Seafarers International Research Centre. https://orca.cardiff.ac.uk/id/eprint/167215

Kishore, L., Pai, Y. P., Ghosh, B. K., & Pakkan, S. (2024). Maritime shipping ports performance: A systematic literature review. Discover Sustainability, 5, 108.

https://doi.org/10.1007/s43621-024-00299-y

Kutin, N., Nguyen, T. T., & Vallée, T. (2017). Relative efficiencies of ASEAN container ports based on data envelopment analysis. The Asian Journal of Shipping and Logistics, 33(2), 67–77. https://doi.org/10.1016/j.ajsl.2017.06.004

Krmac, E., & Mansouri Kaleibar, M. (2023). A comprehensive review of data envelopment analysis (DEA) methodology in port efficiency evaluation. Maritime Economics & Logistics, 25(4), 817–881. https://doi.org/10.1057/s41278-022-00239-5

Krmac, E., & Djordjević, B. (2024). Port environmental efficiency assessment using the one-stage and two-stage model DEA: Comparison of Koper and Dublin ports. Environment, Development and Sustainability, 26, 10397–10427.

https://doi.org/10.1007/s10668-023-03151-x

Laxe, F. G. (2010). Port marketing strategies and the challenges of maritime globalization. In P. Coto-Millán, M. Pesquera, & J. Castanedo (Eds.), Essays on port economics (pp. 5–18). Physica. https://doi.org/10.1007/978-3-7908-2425-4_2

Lee, H.-S., Chou, M.-T., & Kuo, S.-G. (2005). Evaluating port efficiency in Asia Pacific region with recursive data envelopment analysis. Journal of the Eastern Asia Society for Transportation Studies, 6, 544–559. https://easts.info/on-line/journal_06/544.pd

Lin, R., Wang, X., & Jiang, Y. (2024). Ecological Efficiency Measurement and Technical Heterogeneity Analysis in China: A Two-Stage Three-Level Meta-Frontier Network Model Based on Segmented Projection. Systems, 12(1), 22. https://doi.org/10.3390/systems12010022

Liu, Q. (2010). Efficiency analysis of container ports and terminals (Doctoral thesis, University College London). UCL Discovery. https://discovery.ucl.ac.uk/id/eprint/19215

Lundvall, B.-Å. (2007). National innovation systems—Analytical concept and development tool. Industry & Innovation, 14, 95–119. https://doi.org/10.1080/13662710601130863

Merk, O., & Dang, T. (2012). Efficiency of world ports in container and bulk cargo (oil, coal, ores and grain). OECD Regional Development Working Papers, 2012/09. OECD Publishing. https://doi.org/10.1787/5k92vgw39zs2-en

Miller, K., Hyodo, T. (2022). Assessment of port efficiency within Latin America. Journal of Shipping and Trade, 7, Article 4. https://doi.org/10.1186/s41072-021-00102-5

Mudronja, G., Jugović, A., & Škalamera-Alilović, D. (2020). Seaports and economic growth: Panel data analysis of EU port regions. Journal of Marine Science and Engineering, 8(12), 1017. https://doi.org/10.3390/jmse8121017

Munim, Z. H., & Schramm, H. J. (2018). The impacts of port infrastructure and logistics performance on economic growth: The mediating role of seaborne trade. Journal of Shipping and Trade, 3(1), 1. https://doi.org/10.1186/s41072-018-0027-0

Munisamy, S., & Singh, G. (2011). Benchmarking the efficiency of Asian container ports. African Journal of Business Management, 5(4), 1397–1407. http://www.academicjournals.org/AJBM

Mustafa, F. S., Khan, R. U., & Mustafa, T. (2021). Technical efficiency comparison of container ports in Asian and Middle East region using DEA. The Asian Journal of Shipping and Logistics, 37(1), 12–19.

https://doi.org/10.1016/j.ajsl.2020.04.004

Nelson, R. R. (1993). National innovation systems: A comparative analysis. University of Illinois. https://ssrn.com/abstract=1496195

Nguyen, H.-O., Nguyen, H.-V., Chang, Y.-T., Chin, A., & Tongzon, J. (2015). Measuring port efficiency using bootstrapped DEA: the case of Vietnamese ports. Maritime Policy & Management, 43(5), 644–659. https://doi.org/10.1080/03088839.2015.1107922

Pabón-Noguera, A., Carrasco-García, M. G., Ruíz-Aguilar, J. J., Rodríguez-García, M. I., Cerbán-Jimenez, M., & Domínguez, I. J. T. (2024). Multicriteria Decision Model for Port Evaluation and Ranking: An Analysis of Container Terminals in Latin America and the Caribbean Using PCA-TOPSIS Methodologies. Applied Sciences, 14(14), 6174. https://doi.org/10.3390/app14146174

Park, R., & De, P. (2004). An alternative approach to efficiency measurement of seaports. Maritime Economics and Logistics, 6(1), 53–69. https://doi.org/10.1057/palgrave.mel.9100094

Patel, H., & Chang, C.-T. (2024). Beyond throughput: Evaluating maritime port competitiveness using MABAC and Bayesian methods. Computers & Industrial Engineering, 192, 110248. https://doi.org/10.1016/j.cie.2024.110248

Wanke, P. F., Barbastefano, R. G., & Hijjar, M. F. (2011). Determinants of efficiency at major Brazilian port terminals. Transport Reviews, 31(5), 653–677. https://doi.org/10.1080/01441647.2010.547635

Poo, C. P., & Yip, T. L. (2019). An optimization model for container inventory management. Annals of Operations Research, 273, 433–453. https://doi.org/10.1007/s10479-017-2708-8

Rodrigue, J.-P. (2020). The geography of transport systems (5th ed.). Routledge. https://doi.org/10.4324/9780429346323

Rodríguez, A., Gil Ropero, A., Cerban, M. M., & Trujillo, L. (2025). Examining the influence of corruption on port efficiency in West Africa and the Mid-Atlantic: A bootstrapped DEA analysis. Ocean & Coastal Management, 269, 107813. https://doi.org/10.1016/j.ocecoaman.2025.107813

Rezaei, J., van Wulfften Palthe, L., Tavasszy, L., Wiegmans, B., & van der Laan, F. (2019). Port performance measurement in the context of port choice: An MCDA approach. Management Decision, 57(2), 396–417. https://doi.org/10.1108/MD-04-2018-0482

Sánchez, E. L., Tello, M. A., & Díaz, R. C. (2013). ¿Es el desarrollo portuario una alternativa para el crecimiento económico de las naciones? https://repository.umng.edu.co/items/71a4867c-4215-48ea-b6f8-ed71c7b0e255

Sande, D. (2020). O estrangulamento tecnolóxico de Galiza. Análise para as políticas europeas de innovación rexional durante a Gran Recesión. Laiovento

Sande, D. (2024). Do the structural funds in innovation influence the growth of companies? analysis through the ERDF-Innterconecta programme in Andalusia differentiating by business size and role in the project. Investigaciones Regionales/Journal of Regional Research, (58), 5-29. https://dx.doi.org/10.38191/iirr-jorr.24.001

Sande, D. (2025a). The leakage of European funds from Andalusia to other Spanish regions, the case of Innterconecta programme by business indicators. European Planning Studies, 33(4), 1-25. https://doi.org/10.1080/09654313.2024.2446330

Sande, D. (2025b). As políticas rexionais de innovación empresarial en Galiza. Análise de resultados no tecido produtivo a través do fondo tecnolóxico. Xunta de Galicia

Simões, P., & Marques, R. (2010). Seaport performance analysis using robust non-parametric efficiency estimators. Transportation Planning and Technology, 33(6), 435–451. https://doi.org/10.1080/03081060.2010.502375

Sooprayen, K., Van de Kaa, G., & Pruyn, J. F. J. (2024). Factors for innovation adoption by ports: A systematic literature review. Journal of Ocean Engineering and Marine Energy, 10, 953–962. https://doi.org/10.1007/s40722-024-00339-9

Suárez-Alemán, A., Serebrisky, T., & Ponce De León, O. (2018). Port competition in Latin America and the Caribbean: the role of concessions and competition policy. Maritime Policy & Management, 45(5), 665-683. https://doi.org/10.1080/03088839.2017.1418538

Shamshol Bahri, M. S., Shariff, S. S. R., & Yahya, N. (2023). Comparative analysis on decision criteria for port personnel using hybrid analytical hierarchy process (H-AHP). International Journal of the Analytic Hierarchy Process, 14(3). https://doi.org/10.13033/ijahp.v14i3.974

Torres, A., & Navarro-Chávez, J. (2022). El sistema logístico del comercio exterior en los países del APEC: Un análisis DEA-Network. CONfines de Ciencia Política y Relaciones Internacionales, 34, 11–28. https://doi.org/10.46530/cf.vi34/cnfns.n34.p11-28

Tovar, B., & Wall, A. (2022). The relationship between port-level maritime connectivity and efficiency. Journal of Transport Geography, 98, Article 103213. https://doi.org/10.1016/j.jtrangeo.2021.103213

UNCTAD [United Nations Conference on Trade and Development]. (2023). Frontier Technology Readiness Index & Productive Capacities Index. UNCTADstat Data Centre. Recuperado de https://unctadstat.unctad.org/

UNCTAD. (2024). Review of Maritime Transport 2024. UNCTAD. https://unctad.org/system/files/official-document/rmt2024_en.pdf

UNCTAD. (2025b). Statistical guidelines for measuring productive capacities. United Nations Conference on Trade and Development. https://unctad.org/system/files/official-document/aldc2025d4_en.pdf

UNCTAD. (2025a). UNCTADstat Data Centre: Container port throughput, annual (analytical). United Nations Conference on Trade and Development. https://unctadstat.unctad.org

Wang, C.-N., Nguyen, P.-H., Nguyen, T.-L., Nguyen, T.-G., Nguyen, D.-T., Tran, T.-H., Le, H.-C., & Phung, H.-T. (2022). A Two-Stage DEA Approach to Measure Operational Efficiency in Vietnam’s Port Industry. Mathematics, 10(9), 1385. https://doi.org/10.3390/math10091385

Wang, Q., Li, L., & Sun, J. (2022). Environmental efficiency of port and regional system: A two-stage network efficiency model. Computers & Industrial Engineering, 171, 108462.

https://doi.org/10.1016/j.cie.2022.108462

Wanke, P. F. (2013). Physical infrastructure and shipment consolidation efficiency drivers in Brazilian ports: A two-stage network-DEA approach. Transport Policy, 29, 145–153. https://doi.org/https://doi.org/10.1016/j.tranpol.2013.05.004

Wilmsmeier, G., Tovar, B., & Sanchez, R. J. (2013). The evolution of container terminal productivity and efficiency under changing economic environments. Research in Transportation Business & Management, 8, 50–66. https://doi.org/https://doi.org/10.1016/j.rtbm.2013.07.003

Wilmsmeier, G., Monios, J., & Pérez-Salas, G. (2014). Port system evolution–the case of Latin America and the Caribbean. Journal of Transport Geography, 39, 208-221. https://doi.org/10.1016/j.jtrangeo.2014.07.007

World Bank & S&P Global Market Intelligence. (2024). Container Port Performance Index (CPPI) 2020–2024. Open Knowledge Repository. https://openknowledge.worldbank.org/handle/10986/39007

Xie, Y., & Hu, R. (2024). Assessing the technical efficiency performance of Chinese ports logistics: Evidence from the DEA and fsQCA. PLOS ONE, 19(4), e0300655.

https://doi.org/10.1371/journal.pone.0300655

Zamora Torres, A. I. (2018). Logística del comercio internacional de la región de la Cuenca del Pacífico a través del Análisis Envolvente de Datos Network. Contaduría y Administración, 63(4), 1–25. Enlace (Redalyc): https://www.redalyc.org/journal/395/39572279007

Zhang, J., Deng, S., Kim, Y., & Zheng, X. (2024). A comparative analysis of performance efficiency for the container terminals in China and Korea. Journal of Marine Science and Engineering, 12(9), 1568.

https://doi.org/10.3390/jmse12091568

Zhang, J., Yang, D., & Luo, M. (2024). Port efficiency types and perspectives: A literature review. Transport Policy, 156, 13–24. https://doi.org/10.1016/j.tranpol.2024.07.014

Zhou, J. (2023). A double-edged sword: Chinese direct investment in Latin America. Structural Change and Economic Dynamics, 67, 234–249. https://doi.org/10.1016/j.strueco.2023.07.010

Zepeda-Ortega, I., Ángeles-Castro, G., & Carrillo-Murillo, D. (2017). Infraestructura portuaria y crecimiento económico regional en México. Economía Sociedad y Territorio, 17, 337. https://doi.org/10.22136/est002017806