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Permanent URI for this collectionhttps://hdl.handle.net/11285/345284
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- Driving complex thinking and technological entrepreneurship with artificial intelligence: a mixed methods study.(Elsevier, 2025-09) Álvarez Icaza Longoria, Inés; Martínez Arboleda, Antonio; Miranda Mendoza, Jhonattan; Suárez Brito, Paloma; Ramírez Montoya, María Soledad; Tecnológico de Monterrey; Xiaoyang ZhouAI technologies offer unique capabilities that enhance collaboration and creativity among students by providing novel insights, generating diverse perspectives, and triggering the development of innovative thinking as a sub-competency of the mega-competency of complex thinking. Regarding entrepreneurial skills development, applying AI-powered tools, such as natural language processing on digital educational platforms, allows student to engage in dynamic ideation processes for entrepreneurial projects with social, technological, and scientific approaches. This article explores the application of artificial intelligence (AI) as a valuable resource for fostering creative idea generation within co-creation strategies for university students. In a mixed-method analysis, we obtained valuable information regarding engagement through co-creation approaches. This paper describes the early implementation stages of the introductory course in technological entrepreneurship, applying the educational platform OpenEdR4C in a hybrid workshop with a group of 20 students in a public higher education institution in central Mexico, this being the first group of >900 people reached during 2024. The findings show that (a) the students are prone to use and explore AI tools in a natural and immediate manner, (b) interdisciplinary collaboration was effectively promoted through co-creation strategies, and (c) training the tool is crucial to keep engagement and ideas fluency. This is a contribution to the exploration to open new opportunities for interdisciplinary collaboration, experiential learning, and knowledge co-production, ultimately empowering students to develop innovative solutions to complex societal challenges.
- MAICC model: development of complex thinking through citizen science project evaluation(Frontiers, 2024-08-30) Olivo Montaño, Pamela Geraldine; Sanabria Zepeda, Jorge Carlos; Molina Espinosa, José Martín; Quintero Gámez, Lorena; Velarde Camaqui, Davis; Sánchez Salgado, Lisset Abril; Gonzalez Mendoza, Miguel; Breda, Adriana; Morales Maure, Luisa; Álvarez Icaza Longoria, Inés; Tecnologico de Monterrey; https://ror.org/03ayjn504; https://ror.org/021018s57; https://ror.org/0070j0q91; Montoya, Miguel AAs traditional education systems struggle to keep up with technological advances, incorporating open science into Education 5.0 is critical to addressing student skills gaps. In this study, the MAICC model is introduced, a tool designed to foster complex thinking in higher education students through the evaluation of citizen science projects. It integrates research-based learning and service learning, and helps develop critical and reflective skills by applying them to real-life settings. To assess student engagement and skills development, a mixed methods approach combining qualitative and quantitative analysis was used. Findings indicate that the MAICC model promotes complex thinking, enhances critical thinking through citizen science project evaluation, and features an emphasis on citizen science and educational technology. Discussion highlights citizen science’s important role in education and suggests future research exploring its wider application across disciplines and contexts to enhance 21st century skills.
- Tecnologías abiertas e inclusivas en la complejidad del futuro de la educación: diseño de modelo basado en investigación(Facultad de Ciencias de la Educación, 2024-07-18) Ramírez Montoya, María Soledad; Álvarez Icaza Longoria, Inés; Weber, Joanne; Casillas Muñoz, Fidel Antonio Guadalupe; https://ror.org/03ayjn504Los entornos cambiantes plantean retos para la formación y, de manera muy especial, para la inclusión educativa de personas con dificultades auditivas y visuales. ¿De qué forma la educación abierta y las tecnologías digitales y flexibles pueden aportar vías para inclusión en el marco de la complejidad? El objetivo del estudio fue analizar posibilidades de educación abierta y tecnologías, por medio de identificar prácticas actuales, retos y posibilidades, con miras a proponer un modelo inclusivo y abierto en el marco de la complejidad para el futuro de la educación. El método fue diseño basado en investigación, donde se aplicaron cuestionarios a 390 participantes en el contexto de un programa de educación abierta e inclusiva. El análisis de datos dan cuenta de (a) prácticas actuales como libros electrónicos, cursos formativos y lenguaje de señas; (b) identificación de los retos de recursos educativos abiertos (REA) de calidad, políticas de apoyo a la inclusión y diversidad, y modelos de sostenibilidad de los REA, para desarrollar materiales digitales accesibles y abiertos, y (c) los componentes de un modelo educativo abierto para la inclusión que contempla elementos estratégicos para el futuro de la educación y tecnologías emergentes e innovadoras. El estudio pretende ser de valor para profesores, formadores, desarrolladores, tomadores de decisiones, interesados en nuevas posibilidades para la educación abierta e inclusiva.
- Adaptive learning for complex thinking: A systematic review of users' profiling strategies(JSSER, 2024-06-17) Álvarez Icaza Longoria, Inés; Molina Espinosa, José Martín; Suarez Brito, Paloma; https://ror.org/03ayjn504Adaptive learning strategies applied to e-learning have become a relevant approach towards diversity and inclusion. They bring several benefits to learners in the role of digital platform users, related to the user experience, but primarily in the learning process optimization. It aims to provide mediation, tailored content, and adequate channels for users' capabilities and learning styles. The OpenEdR4C is a digital open educational platform designed to expand complex reasoning skills in students and lifelong learners of higher education. The platform addresses five types of learning obstacles: sensory limitations, learning styles, sociodemographic and socioeconomic contexts, and certain kinds of neurodiversity. All these considerations require a dynamic and assertive user profiling strategy to provide compelling adaptive learning experiences. This paper presents a Systematic Literature Review of user profiling strategies published in the last five years in SCOPUS and Web of Science databases. The findings allowed for the identification of successful and applicable strategies that the OpenEdR4C research and development teams used to select and shape the suitable strategy for the platform in three levels: a) procedures that allow the user to self-declare their profile and preferences; b) profiling based on the system's detection of patterns and behaviors shown by the users; and c) evaluation techniques to validate the effectiveness of the profiling instruments. The results and discussion presented are valuable insights for educators, developers in the context of open educational resources design, and decision-makers of HiEd institutions or training centers. There is a suitable strategy for every type of profiling necessity; here is a combination of many to be used and developed collectively.
- Entrepreneurial thinking and education 4.0 in communities with development gaps: an approach through the sustainable development goals(Frontiers, 2024-05-10) Leiva Lugo, Lorena; Álvarez Icaza Longoria, Inés; López Hernández, Francisco Javier; Miranda Mendoza, Jhonattan; Tecnologico Nacional de Mexico, Instituto Tecnologico de Zitacuaro, Zitácuaro, Mexico; https://ror.org/00davry38; https://ror.org/03ayjn504; Hernández Montoya, DianaEntrepreneurial thinking is considered a desirable competency in the profile of today’s professionals because it includes sub-competencies that strengthen individuals’ leadership capacity and stimulate the development of creative solutions that present a high impact on society. However, it has been detected that disadvantaged communities located in areas with underdeveloped conditions and rural areas present a significant disparity in access to training models, current infrastructure, and activities that promote entrepreneurship compared to developed communities frequently found in large cities. Through a comparative analysis with quantitative methods, we seek to argue the need that these types of communities have. In addition, the design of a training model based on the design framework for Education 4.0 is presented; this training model seeks to train in the sub-competences of entrepreneurial thinking using the “push and pull” technique with the Sustainable Development Goals (SDGs) as its central axis. This seeks to close the existing gap, provide affordable resources to these types of disadvantaged communities, and, at the same time, promote local solutions through the SDGs. The study is conducted in the eastern region of Michoacán, Mexico, and will present the preliminary results.
- Adaptive evaluation for barriers elimination: The OpenEDR4C platform(IEEEXplore, 2024) Álvarez Icaza Longoria, Inés; Molina Espinosa, José Martín; Suárez Brito, Paloma; Alvarado Reyes, Ignacio; Tecnologico de Monterrey, Institute for the Future odf Education, Monterrey, Nuevo Leon; https://ror.org/03ayjn504The demands of contemporary work and education environments, embodied in Industry and Education 4.0 paradigms, have caused special attention to reducing the digital and educational gap among marginalized students and lifelong learners. Adaptive learning has become a relevant strategy to increase student engagement as it fosters better inclusion, equity, and learning outcome results. Sustainable Development Goal No. 4, Quality of Education, will be reached when every resource, platform, and program can be accessed by individuals regardless of their background, abilities, or capacities in every moment of their lives. The OpenEDR4C is a digital platform created to offer open educational resources (OERs) to scale up the Complex Thinking mega-competence through social, scientific, and technological entrepreneurship training. The platform is also designed to eliminate barriers in five dimensions across the learning path offered by each student according to a self-declared profile. The framework sets a differentiated pathway for the learning experience built with a decision tree and diverse multichannel educational resources. The pilot implementation of the platform allowed the final development stage to validate the functional platform launch. The findings of this study are a helpful contribution to digital education environment design and conceptualization, as they offer (1) a tool for inclusive and accessible platform conceptualization, (2) a profiling strategy framework for adaptive learning paths, and (3) the identification of classes or groups of users based on their needs and characteristics to offer the corresponding content.
- A challenge-based learning experience in industrial engineering in the framework of education 4.0(2021-09-02) Gutiérrez Martínez, Yadira; Bustamante Bello, Rogelio; Navarro Tuch, Sergio Alberto; López Aguilar, Ariel Alejandro; Molina Espinosa, Arturo; Álvarez Icaza Longoria, Inés; Tecnologico de Monterrey, School of Engineering and SciencesCurrent tendencies of product, project and services development focus on a higher consideration of the User Experience (UX). Therefore, traditional training and teaching methodologies need to adapt to prepare the students to develop strategies for problem solving for their professional education. Such needs have risen and interest in tendencies such as education and Industry 4.0 has grown. This paper presents and analyzes the process and results of a teaching implementation methodology based on Challenge-Based Learning (CBL). The paper describes the process followed, explaining the methodology precedents that led to the final implementation case. It also mentions previous experiments on product analysis and home automation developments that are linked to implementation of the technology. This case’s implementation, analysis and experimentation integrated the use of Emotional Domotics (ED) Tools for the UX analysis, to grant feedback and compare the students’ results with the bio-metrical and emotional computational analysis. The methodology, described through this document, allowed the students to better understand and experience some of the implications of an interconnected system with instant information feedback. This allowed them to better grasp part of the impact that the tendency towards the Internet of Things (IoT) is currently having, and the impact of the improvement proposals from the students.