Recepción: 01 Septiembre 2023
Aprobación: 10 Enero 2024
Abstract: This research aimed to identify the need for a merchandise traceability system in bonded warehouses in México for seized and abandoned goods. This system would indicate their real-time location and eliminate missing goods to improve resource management within the bonded warehouse. Qualitative descriptive research was conducted as a case study in the customs of Nuevo Laredo, Tamaulipas, to understand the current situation in detail. Interviews with personnel were used as the primary instrument, and the information was analyzed via a data matrix. This analysis revealed several issues: an optimal warehouse management system, more electronic systems in warehouse processes, and a technological solution to enable goods traceability. Radio Frequency Identification technology emerges as a promising implementation option in this context.
Keywords: information technology, foreign trade, public administration, monitoring.
Resumen: Esta investigación tuvo como objetivo identificar la necesidad de contar con un sistema de rastreo de mercancías en los almacenes fiscales de México para mercancías incautadas y abandonadas. Este sistema indicaría su ubicación en tiempo real y eliminaría las mercancías perdidas para mejorar la gestión de recursos dentro del almacén fiscal. Para conocer a detalle la situación actual, se realizó una investigación cualitativa descriptiva como estudio de caso en el depósito fiscal de Nuevo Laredo, Tamaulipas. Como instrumento principal se utilizaron entrevistas con el personal y la información se analizó mediante una matriz de datos. Este análisis reveló varias cuestiones: un sistema óptimo de gestión del almacén, más sistemas electrónicos en los procesos del almacén y una solución tecnológica que permita la trazabilidad de las mercancías. En este contexto, la tecnología RFID (Identificación por Radiofrecuencia) se perfila como una opción de aplicación prometedora.
Palabras clave: tecnologías de la información, comercio exterior, administración pública, seguimiento.
Introduction
Under the procedures and controls with which customs authorities currently operate, the Asset Administration and Disposal Service (SAE) held 64 auctions in 2016, from which it obtained approximately US$260 000 000 in revenue from the disposal of property (seized and abandoned goods), entering fiscal precincts in México (Secretaría de Hacienda y Crédito Público [SHCP], 2023).
However, inconsistencies in the amounts of secured goods led to monthly modifications or eliminations due to double correction. As of June 2018, the Attorney General's Office (Procuraduría General de la República, [PGR]), now known as Public Prosecutor's Office (Fiscalía General de la República [FGR]), via official letter PGR/UTAG/DG/003707/2018, requested treating the information on the secured assets as confidential, i.e, they will not be published. This is within the General Law of Transparency and Access to Public Information (LGTAIP) framework.
In addition to preliminary inquiry (now investigation files) by the Public Minister (MP), more efficient control of the process of safekeeping and custody of the goods is required. Therefore, when the merchandise reaches the SAE or is returned to the exporter or importer, precise traceability over time is necessary, with a technology system in the fiscal or customs warehouses.
In this sense, the principal objective of this article is to identify the need for a traceability system using technologies for seized or abandoned goods arriving at the tax or customs warehouses of the Tax Administration Service (SAT). This is done to obtain real-time information to eliminate missing goods through controlling the introduction, extraction, handling, storage, or custody.
Currently, several technological developments support the traceability of products; according to Moreno et al. (2015), successful tracking has been achieved by proposing the technology of a barcode attached to the merchandise. Likewise, Herrera and Orjuela (2014) considered Radio Frequency Identification (RFID) technology, a wireless technological option that can be used to identify targets through communication between the reader and a tag.
México has 49 customs offices authorized to enter and exit goods throughout the country (Servicio de Administración Tributaria [SAT], 2014). The Nuevo Laredo, Tamaulipas customs office is the country’s most significant crossing point for import and export cargo vehicles. The Administración General de Aduanas (2019) reported that, in the Mexican Republic, Nuevo Laredo customs recorded the highest number of operations, with a total of 23 565 (23.25%). Therefore, this research was conducted at Nuevo Laredo customs, which has the highest percentage of import and export operations. The increased flow of merchandise generates increased complexity in the traceability of the inputs safeguarded, thereby, the perfect object of study.
Context of customs in México
The SAT regulates the systems, methods, and procedures the General Customs Administration (AGA) must adhere to; it is decentralized from the Ministry of Finance and Public Credit (SHCP). According to Article 10 of Reglamento de la Ley Aduanera (Regulation of the Customs Law [LA]) (2015), customs regulates the entry and exit of goods into and out of Mexican territory, whether legal or illegal, with external and internal logistics to give a specific authorized place.
The Universidad Nacional Autónoma de México (2002) considers the importer as the one who submits foreign merchandise to regulation and fiscal control so that it can be freely introduced into the country for consumption or production. The exporter is the one who sends domestic goods for consumption or use abroad, considering that both incoming and outgoing goods must undergo a customs process.
Customs personnel, called Foreign Trade Officers (OCE), must inspect the merchandise that legally intends to enter or leave the country. The operation implies entering the merchandise into the fiscal or inspection area. According to Article 14 of LA (2018), these precincts are places where customs operations handle foreign trade goods, including custody, loading, and unloading. Castro (2014) mentions that there are two principal warehouses, defined as follows:
General bonded warehouse: stores and safeguards a customer’s merchandise.
Bonded warehouse: facility recognized by customs authorities, used to store goods by the established conditions and for an unlimited time; it also has the same functions as a warehouse.
According to Article 23 of the LA (2018), the goods presented to customs must be registered in a pedimento. According to Méndez (2015), the pedimento is a format of different sections for customs operation. It shows whether they have paid the contributions to the SAT for the entry or exit of foreign trade goods and verifies whether they are legal.
The goods in a bonded warehouse will be assigned a customs regime according to the exporter’s or importer’s request. Sometimes, the goods may be abandoned or confiscated. The Diario Oficial de la Federación (DOF, 2018) establishes that regulations will proceed in favor of the Federal Treasury with the goods, according to the terms of Article 29 of the LA. Thus, the abandonment of goods can be in two ways, following the Article 90 of the LA (2018):
Express, the interested party does so in writing.
Tacit, goods are not withdrawn within the established deadlines:
Three months: goods intended for export.
Three days: explosive goods, perishable goods, and live animals.
Two months: goods seized by the customs authorities for administrative or judicial processing, and not removed from the bonded warehouse.
Table 1 presents the procedure for the abandonment of goods, according to the Customs Operation Manual (MOA), to be done legally and processed at the SAE and give a final destination to the goods (SHCP, 2021).
According to Article 151 of the LA (2018), the precautionary seizure shall proceed:
When the import or export merchandise is prohibited under the regulations and non-tariff restrictions, or payment of countervailing duties.
Failure to accredit the necessary customs documentation and introduce the undeclared merchandise.
Exceed by more than 10% of the total value declared in the customs documentation describing the merchandise.
Introduction cargo vehicles with merchandise for import into the fiscal precinct without a customs declaration.
Name, address of the supplier abroad, tax residence of the importer, or company name is false or non-existent.
When the declared value is 50% or more than the transaction value of identical merchandise.
Table 2 shows the steps detected by the customs authority in the seizure of goods.

According to MOA (SHCP, 2021), the Administrative Procedure in Customs Matters (PAMA) is called to provide a solution to seizure irregularities. Its purpose is to resolve foreign merchandise in Mexican territory or outgoing merchandise when customs authority detects a situation.
Abandoned and seized goods, when not removed within the terms established in the customs law and by the importers or exporters, are part of the Federal Treasury and are transferred to the SAE.
The SHCP (2016) mentions that the SAE started its operations on June 17, 2003, and is responsible for allocating assets for the State supporting the Rule of Law, Public Finances, and the Mexican Financial System, with the corresponding responsibility or commitment. Table 3 shows the functions SAE provides: alienation, donation, destruction, and assignment of assets, with their different functions, regulated by Federal Law for the Administration and Disposal of Public Sector Assets (LFAEBSP).

Recovery of abandoned merchandise in favor of the Federal Treasury
Under LA (2018) Articles 29, 30, and 32, as the legal basis, and the 2017 General Rules of Foreign Trade Matters 1.2.2.2.and 2.2.4, as well as its Annexes 10 and 28, former owners may definitively import the merchandise that has become the property of the Federal Treasury. Provided they obtain authorization from customs. Such permission will be granted once, as long as there is no debt with the bonded warehouse. In addition, compliance with non-tariff regulations and restrictions must be proven, the payment of taxes and, if applicable, the corresponding countervailing duties. The interested party (importer or exporter) in a merchandise withdrawal from the bonded warehouse must present the following information along with the documentation indicated:
Description and quantity of the merchandise as stated in the shipping document and submission of a copy.
Customs documents of the fiscal or bonded warehouse.
Date on which the merchandise was abandoned, presenting, if pertinent, a copy of the official notice issued by customs office.
Tariff classification of the merchandise.
Those interested shall have a period of 1 month to remove the goods from the tax precinct or bonded warehouse. In this case, the customs shall partially or cancel the transfer documents, and the goods shall be placed in the fiscal premises. Provided that the interested party submits an affidavit stating that the goods are high-risk in terms of animal, phytosanitary, or public health instead of definitive importation, the goods may be returned.
Theoretical framework
Zhuangzhuang (2020) considered traceability a process of product circulation, maintaining brand image and improving stakeholder confidence. Hui and Kexin (2023) remarked that the traceability system can identify the key indicators of each process and thus track and manage specific information. In addition, the stakeholder knows that their products are traceable and effectively protect their rights and interests. Tagarakis et al. (2021) stated that traceability enables access to information about a product and its movements, becoming a commodity quality and safety key.
The implementation of technologies for the timely tracking of goods is supported by traceability definitions. According to Burganova et al. (2021), current warehouse technology has been able to grow impressively, with an evolution not seen until today. The most impactful proposal is that of Gestión Calidad Consulting (2016), which mentions that traceability is the ability to track historical data, application, or location of everything available to operate.
It is of utmost importance to provide timely tracking of goods in detail, where they come from and their final destination for stakeholders. Calvo (2015) indicates that traceability makes it possible to track a product throughout the production, transformation, distribution, and marketing process. Likewise, he refers to the operational part of the value chain and the importance of internal and external logistics, what matters is to trace the customs operational part. Finally, Herrera and Orjuela (2014) mentioned that the lack of traceability generates losses, so monitoring and controlling entry, storage, and distribution is necessary. Technology allows control and monitoring to obtain assurance in processes with high variability. According to Charlotte et al. (2022), a proper warehouse can reduce losses, if it implements a tracking and control system.
Applying traceability processes is a powerful tool to combat crime. It strengthens customs operations, preventing the introduction of illicit goods into the country and thus timely tracking goods from their introduction to fiscal precincts or warehouses. It is necessary to arrange the system properly and know the existing tracking types. According to Purwandoko et al. (2023), a traceability system is necessary to record activities in a warehouse to verify inputs and outputs, obtaining the collection and analysis of traceability-related information in a database system.
VINSSA (2018) established that traceability is composed of three processes: the first is bottom-up (backward) to identify incoming raw material, type of supplier, etc.; the second is internal or process (within the company), and the third is top-down (forward) where distribution is defined in detail, including its destinations.
Singh and Kumar (2021) mentioned that the quality of a warehouse is based on the data information obtained within the warehouse.
The customs authority must consider what is applicable to track goods, within the regime of abandonment of goods, by the provisions of the Second Unit, section C, of the Customs Operation Manual (MOA). For its part, the Ley Aduanera de Mercancía (Customs Law of Merchandise) (LA, 2018), also states in Article 29, Eighth Unit, subsection B of the MOA, that "el procedimiento para el tratamiento de bienes de comercio exterior, Faltantes, y sobrantes en recintos fiscalizados" (The procedure for the treatment of foreign trade goods, missing, and surplus in bonded warehouses).
Studies applying traceability
Zhang and Shao (2022) mentioned that technology enables real-time monitoring of things in warehouses to ensure traceability. Through encouragement, technology has proposed several solutions for traceability challenges and improved the existing ones. According to studies conducted for traceability, it has been applied in warehouses, customs, distribution centers (CEDIS), food companies and exporters. Mbakop et al. (2023) also considered that traceability can trace all aspects, as ISO 8402 established in 1987, defining traceability as “the ability to retrieve the history, use, or location of an entity through recorded identifications". In addition, it has an economic value by increasing the traceability of the product's origin, as well as allowing consumers to better judging the quality of the product they buy. Table 4 shows studies where traceability has been implemented, including the different methodologies and technological systems employed.

Technology for traceability
Technology is adaptable to traceability and plays a decisive role in meeting the need to respond effectively to stakeholders regarding seized or abandoned goods. Gandara-González et al. (2021) established that traceability is significant by identifying strengths and weaknesses in this relationship and knowing the weaknesses of the consumer-customer.

Figure 1 shows RFID as the most frequently applied technology in traceability studies, with 32% of the total. León-Duarte et al. (2020) conveyed traceability refers to tracking and tracing products until they reach the interested party at the end, to know the location and trajectory, to find the product quickly, and to reduce labor costs; they proposed six types of traceability: product, process, inputs, conditions, genetics, and measurements. In the study by Bargui and Ben-Abdallah (2021), traceability resulted in storage rules for data from specific requirements to obtain an up-to-the-minute improvement.
Barcoding follows at second place of use, with 25%, and Warehouse Management System, WMS, places third obtaining 13%. According to Tufano et al. (2022), WMS track storage and select operations through data analysis. Besides the purpose of traceability and according to Tong et al. (2023), WMS becomes fundamental in warehouse management as it uses software to perform warehouse check-in/check-out for allocation, inventory, and disassembly/assembly review to ensure safety, integrity, and entry.
The three most popular technologies are detailed to show their basic operation and influencing features. Likewise, a brief description of their components, advantages, and disadvantages is made, collecting information for traceability rapidly, accurately, and efficiently. As tools of supreme help, they control and facilitate the location, optimize inventories to measure the performance of operations, and decrease errors, counterfeit goods, and loss, protecting with increased security.
Affia and Aamer (2023) suggest that technologies have simplified the process within the warehouse. By applying the best and most innovative ones, it is possible to reach traceability, such as RFID, which is the integrated connection between physical elements (sensors or devices), to gain real-time visibility, exchange information, and access to data.
Banerjee et al. (2020) considered the development of a traceability system within the warehouse, to allow and monitor the data of their products updated and at a low cost.
Similarly, Singh and Jenamani (2021) argue traceability is based on RFID technology, indicating in real-time and generating data. Moreover, its features include adaptation to different environments through a powerful tool for the processes of industries or warehouses, improved and accurate traceability, and rapidity to protect goods.
Finally, Walaszczyk and Szymonik (2021) recognized that proper traceability management is the primal stage of a warehouse.
According to Herrera and Orjuela (2014), ten important features of RFID tags are in Table 5.
Zhang and Shao (2022) affirmed that accurate information is now required for traceability and visibility of goods. Today, it is vital for any stakeholder to provide complete and truthful information about each commodity’s history to understand what, when, where, and why of any goods in the fiscal or bonded context warehouse.
Mabeya (2022) established that RFID technology is effective in locating and managing the flow of goods, providing the current location, status, and history of objects to store. It generates better traceability in real time, so it is recommended that human intervention be kept to a minimum to avoid errors.
According to Nosenko et al. (2021), controlled technological operations are the pivotal element for improving the efficiency of production organization and scheduling; they consider QR coding and RFID technology, with which merchandise identification can be tracked.
RFID to traceability (Herrera & Orjuela, 2014) leads to safety and quality. Few studies have focused on exploring the optimization of traceability procedures, such as transfer times and the steps followed until reaching the interested party, or in this case, the SAE.
Garde (2016) identified that barcodes have certain disadvantages, such as the limited amount of data information to store, since they cannot be reprogrammed. According to León and de la Re-Iñiguez (2020), barcode technology is a control system that allows obtaining traceability of products due to the identification and recording of information. Therefore, it facilitates control, and the origin can be identified so that reliable results are obtained with minimal errors, making it mandatory to have a direct line of sight between the reader and the code. Even when its application is limited depending on distances, but it reads in 1 second.
Quisberth (2021) pointed out the possibilities offered by RFID technology, such as multiple simultaneous readings (in some cases, writing) and the remote reading of the information through a tag without physical contact. According to Couoh et al. (2015), RFID technology is the gateway to various applications in various areas: provide traceability solutions, offer enhanced inventory control in a warehouse for traceability, track and identify objects and people, and gain security in access.
Shahbazi and Byun (2020) considered that the development of technology in areas related to traceability system is based on low-cost implementation. Georgise and Mindaye (2020) identified that warehouse management relies heavily on human labor, so they recommended improving traceability for distribution with the support of technologies such as RFID cards.
Methodology
Type of study
This research’s approach is qualitative-descriptive applied to a case study, since the information obtained is analyzed to describe the phenomena in detail (Cauas, 2015). Thus, the paper is labeled as non-experimental (Hernández et al., 2014), with a cross-sectional design, whose purpose describe the variables and analyzes their changes, such as merchandise procedures, evaluating the bonded warehouse. In that way, data can be collected, having the corresponding advantages and consequences of the technology for a traceability system. Three phases encompass the study: interview, information analysis, and conclusions proposal.
Participants
The PGR (2018) established that the information recorded in the systems used by the General Directorate of Control and Registration of Ministerial Securitization is not provided on time or trustingly; the same occurs with the data shared with institutional areas; therefore, part of the data collection process involved interviews, and given that the information handled in customs is confidential, the number of people interviewed was, so the type of information requested.
Since non-probabilistic samples correspond to qualitative studies, the present one is demarcated following this principle (Hernández et al., 2014 citing Creswell, 2013). The sample was applied under convenience because the available information is limited and comes from two sources: Foreign Trade Officers (FTOs), who represent operational profiles, and a department head, who constitutes a managerial profile. All participants belong to the Nuevo Laredo, Tamaulipas customs office, making the sample adaptable and acceptable.
Materials and instruments
The interviews were conducted under the methodologies outlined by Ruales (2017) and Sales (2016), as shown in Table 6. Significant similarities exist between the interviews developed by these authors, with a closer match to the study variables.

Procedure
The second phase of the process employs a data matrix from the interviews conducted by Sáenz and Tamez (2014) to analyze the information. This matrix identifies the dimensions evaluated and their meaning about the objects of study. Following Monje (2011), a table was elaborated with the responses recorded in the columns, whereas the emerging themes or categories from the interviews were placed in the rows. The last column contains a “conclusive summary,” which highlights the different opinions of each interviewee.
Based on the matrix analysis, the third phase proposes an opinion or conclusion for each subcategory, aiming to identify areas of opportunity to recommend the most effective tracking system for the fiscal precinct.
Results
The interviews were conducted with individuals in a complex, sensitive, and confidential environment, making it challenging to obtain information and personnel for the interviews. Interviewees were offered the option of having their responses treated anonymously to encourage openness, which they accepted. After the interviews were collected, a tabulation was designed to relate and analyze the answers.
Various scenarios related to Nuevo Laredo Customs operations were analyzed based on the information gathered. It became evident that the results were quite contradictory, particularly among responses from the head of the Customs Department and those of the foreign trade officers (operational staff).
This contradictory information reveals a divergence in perspectives: the head of the department believes that there is an optimal warehouse management system for operations within the bonded warehouse. In contrast, the operational staff thinks there is inadequate control of merchandise and a lack of designated areas for proper storage due to disorganization.
To address this, a discussion is conducted that juxtaposes these conflicting views with the relevant literature. This analysis begins with the contradictory information, followed by a discussion of the issues agreed by both parties.
Discussion
In the theoretical framework, Flamerique (2018) and Ganivet (2017) emphasize the importance of warehouse management, which facilitates the control and proper placement of products, indicating how and where goods should be stored. It reduces handling operations and minimizes errors. An effective management system accelerates the processing of goods, reduces turnarounds, and increases stakeholder satisfaction with seized or abandoned goods, thereby improving quality and shortening costs. Developing an optimal warehouse management system is essential to ensure all goods are stored according to nature.
Karimi and Namusonge (2014) point out warehouse management systems (WMS) offer basic storage location functionality. Similarly, Francisco (2014) highlights the principal advantages of WMS, including data efficiency and reliable readability. These systems can be stand-alone or integrated into an Enterprise Resource Planning (ERP) system and use advanced technologies such as RFID.
Regarding performance measurement, the department head mentioned that management applies indicators to assess the effectiveness of the bonded warehouse processes. However, operational staff indicated that they are unaware of these indicators, underlining the need for improved training and communication to ensure that workers are informed and engaged. Ballesteros et al. (2015) stress the importance of training, as operational weaknesses can lead to poor performance in internal processes and potential legal issues.
Operators also reported a lack of understanding of the processes related to goods within the bonded warehouse, as their role is limited to handing over seized or abandoned goods to the warehouse manager. In contrast, the department head stated that only a record of goods leaving the premises exists, with no detailed procedures for goods management within the bonded warehouse. Therefore, there is a pressing need to improve the Manual of Operations (MOA) for managing abandoned goods and seizures and overall control. Burgos and Quinapallo (2016) suggest that developing a procedures manual involves establishing control points and management indicators, creating process flow diagrams, and identifying policies, roles, and activities. This approach ensures clarity on what, how, when, and where tasks are to be completed, as well as the necessary resources and requirements.
Both management and operational areas acknowledged the scarcity of a technological system for tracking goods until they become part of the SAE. The department head revealed that the facility’s function is limited to receiving, storing, and delivering goods, stating that tracking is neither cost-effective nor within their mandate. However, to reliably deliver requested goods and be accountable for them to the SAE, a technological traceability system is essential. Núñez (2014) identifies RFID as a promising technological innovation that, when implemented in warehousing, can reduce inventory losses, enhance process efficiency, and nurture information accuracy. Although the initial investment for RFID may be higher than that for other technologies, such as barcodes, its coverage range is more remarkable. Yarín (2017) reports that RFID can reduce product location time by 46.2%.
Although operatives note that inventory information is recorded manually in control books and filing cabinets, the department head denies the existence of such manual records without clarifying how inventory management is conducted. According to Fan et al. (2014), detailed inventory management can minimize effort, prevent fraud, and resolve discrepancies: outcomes that RFID can help achieve.
The department head claims that there is an updated record of the location of assets, while the operational staff asserts that there is not. This contradiction is striking, as the department head previously denied having a manual inventory record and did not specify how inventory management is executed, suggesting a lack of knowledge about operational processes. It is critical to mention that while there may be an updated system for tracking goods, its details are not disclosed, and the staff is unaware of its existence, indicating a gap in traceability technology.
In the second part of this article, we discuss the matters of agreement among the interviewees. Management and operational staff concur that there are policies in the warehouses to guide activities. Castro (2014) highlights the need to coordinate all warehouse operations to confirm that the merchandise is stored according to its nature and that there are adequate facilities for its correct handling and information systems.
Regarding the usual time that the merchandise remains in a bonded warehouse, the department head informed that this depends on pending procedures. Operational staff corroborated this, stating that items can be for months or years, depending on the legal processing. Castro (2014) asserts that bonded warehouses can store goods indefinitely.
The department head indicated that the tools and equipment used are conditioned to the type of facility, an aspect that operational staff confirmed due to the variety of equipment available. Castro (2014) recommends coordinating four factors: merchandise, facilities, storage systems, and personnel.
The department head specified that the physical space responds to the needs of the goods, including allocating specific areas, and information shared by the operatives. Ganivet (2017) notes that the physical space of the warehouse should be divided into zones to optimize operations, such as reception areas, storage, picking, verification, and offices.
Both management and operational staff agreed that barcodes identify the merchandise, following Rodríguez's (2016) proposal to use them as part of an internal traceability system. Table 7 summarizes the issues identified at the inspected sites.

Conclusions
After discussing the results of this research for developing a traceability system in bonded warehouses in México, the analysis of various authors highlights the relevance of technologies such as RFID, barcodes, and WMS. Each of these technologies offers advantages in inventory management, mainly by improving the procedures for entry, registration, identification, control, and withdrawal of goods. Therefore, adopting these technologies is crucial in the case of bonded warehouses in México, where there is no technology for the traceability of insured goods. Poor management generates losses for the SAT and frustration for the owners who cannot recover their merchandise.
The analysis and discussion of the interviews reveal a clear need for asset control, leading to the following recommendations.
Recommendations and future work
A quality department is recommended, which can monitor the actual and correct information, with the help of traceability technology provided by the operators.
With the implementation of the technology, a significant amount of paper records will be eliminated.
It is recommended that bonded warehouses implement an internal exit order for goods that are withdrawn to the SAE or returned to the interested party. A document indicating the detailed information of each merchandise is required to have internal control.
It is recommended that staff be trained to use the goods traceability control system optimally.
Finally, as future work, it is suggested that the procedures established in the MOA be reviewed for better management of confiscated goods and a portal where users can track them within the bonded warehouses and recover them. Or, if necessary, the SAT can dispose of them immediately to clear the space occupied within the premises.
Acknowledgments
We appreciate the support of the participants in providing information.
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Notes
Notas de autor
Master in International Trade and Logistics, Universidad Politécnica Metropolitana de Hidalgo. Universidad del País Innova (Tuxtla Gutiérrez, México) Address: 22 Poniente Sur #332, colonia Samuel León Brindis, PBX: +52 96112.9011. ORCID ID: https://orcid.org/0000-0002-4025-7789. Institutional e-mail: eduardoesparza@uninnova.mx. Author's role credit: research and writing - original draft.
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redalyc-journal-id: 5337