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Identification of complex thinking related competencies: The building blocks of reasoning for complexity
(SOLAR Society for Learning Analytics Research, 2024-03-06) Talamás Carvajal, Juan Andrés; Ceballos Cancino, Héctor Gibrán; Ramírez Montoya, María Soledad; https://ror.org/03ayjn504
Complex thinking competency enhances the high cognitive capacities necessary for the future of education. This study aimed to analyze these capacities through its sub-competencies (critical, systemic, and scientific thinking). We worked with the Cross Industry Standard Process for Data Mining methodology, with an original database of class data of 33,319 unique students, 46 different variables, and a random identification number. The variables were sociodemographic information, academic information, subject admission, competencies, and activities. Statistical analyses identified correlations between competency and sub-competencies. The findings show that 1) critical thinking is strategic in the development of complex thinking and its sub-competencies; 2) Development of Critical Thinking skills early in the curriculum can lead to a cascade effect, enhancing competence and sub-competence development; and 3) an overall performance encompasses the semester results. The study is of value to the academic, technological, and social communities to provide opportunities for the design and implementation of challenging scenarios for the future of education
Impact of teaching workload on scientific productivity: multidimensional analysis in the complexity of a mexican private university
(MDPI, 2023-05-04) Ramírez Montoya, María Soledad; Ceballos Cancino, Héctor Gibrán; Martínez Pérez, Sandra; Romero Rodríguez, Luis Miguel; Instituto Tecnológico y de Estudios Superiores de Monterrey; https://ror.org/03ayjn504
Researchers primarily dedicate their time to teaching in Latin American universities. For this reason, it is essential to determine how teaching time affects (or contributes to) the scientific productivity of researchers working under these conditions. We analyzed the incidence of gender, groups taught at undergraduate and graduate levels, the researcher proficiency level, and the number of thesis students advised, among others, for the impact on the scientific productivity (annual publications) of a group of professors. We analyzed the data using both statistical and regression methods. Contrary to our initial hypothesis, the number of groups taught does not significantly influence research productivity; it is affected by other factors such as belonging to the Mexican Researcher System (SNI) or having a researcher or administrative position at the institution. Our results can help guide the formulation of academic and research policies that contribute to the scientific productivity of Latin American universities

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