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This article endeavors to detail the outcomes of an exploratory investigation into the perceived attainment levels of complex thinking competencies among business students at a technological university in western Mexico. It seeks to examine and contrast the students' self-assessed development of this critical competency, along with its associated sub-competencies, throughout their academic tenure.

Our analysis focused on two distinct groups of students, one at the beginning of their academic journey and the other nearing its completion, to explore whether perceptions of competency development were equitable across genders. Utilizing multivariate descriptive statistical analysis, we were able to substantiate the existence of a gender gap in the perceived development of competencies.

While both male and female students showed improvement in their self-perceived competencies, the results indicate that women outperformed their male counterparts in the area of complex thinking and its associated sub-competencies by the conclusion of their degree programs.

The evidence suggests that there is a gender gap in the educational process for this group of students, highlighting the urgent need to minimise disparities in the perception between male and female business students about their competencies.

This article presents findings that pave the way for future research aimed at exploring strategies to narrow the gap in perceived competency achievement throughout the educational journey in business studies, considering how the environment and cultural elements can be determining factors in how students perceive their abilities and skills.

In recent years, counterproductive knowledge behavior (CKB) and its types have received increasing interest in knowledge management as the degree of knowledge sharing and innovation in enterprises continues to increase. A rapidly growing number of studies have shed light on the important antecedents and consequences of employees’ CKB. However, the various labels, conceptualizations and operationalizations of CKB have fragmented this body of research. This study aims to systematically integrate the effects of the six types of organizational characteristics on CKB and further draws more general conclusions based on the results of previous studies.

Based on a survey of 103 effect values responsible for 52 CKB samples, the authors use the ABC theory to explore the effects of the six types of organizational characteristics on CKB. Moderator analysis were performed to resolve inconsistencies in empirical studies and understand the contexts under which CKB has the strongest or weakest effect.

The results showed that task interdependence and a positive organizational atmosphere, in general, negatively affect employees’ CKB in the moderation analysis. In contrast, workplace discomfort, negative organizational atmosphere, internal competition and time pressure positively and partly affect employees’ CKB. The direction and magnitude of these effects were affected by emotional factors, knowledge personnel types and sample sources. Discussing the theoretical, methodological and practical implications of these findings can offer a guiding framework for future research.

Better control of employees’ CKB is not achieved by adjusting organizational characteristics alone but by combining personal characteristics and mood changes with it to balance organizational characteristics and CKB. Furthermore, the large-sample joint study integrated the conceptual definition of CKB. The multivariate data study provided more reliable conclusions and a solid theoretical foundation for CKB research areas.