Universidad Autonoma de Queretaro

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Universidad Autónoma de Querétaro demonstrates an exemplary scientific integrity profile, with an overall risk score of -0.530 that indicates robust and responsible research practices. The institution consistently outperforms national averages, showing particular strength in its scientific autonomy, with a minimal gap between its overall impact and the impact of research under its direct leadership. Further strengths are evident in the complete absence of hyperprolific authorship and a negligible reliance on institutional journals, showcasing a commitment to external validation and quality over quantity. This strong ethical foundation directly supports the institution's leading national positions in key thematic areas identified by SCImago Institutions Rankings, including Chemistry, Pharmacology, Toxicology and Pharmaceutics, and Physics and Astronomy. This low-risk profile is in perfect alignment with its mission to foster the "integral formation of professionals" and ensure the responsible transmission of knowledge to society. By maintaining such high standards of integrity, the University not only avoids practices that could undermine its credibility but actively reinforces its role as a trustworthy source of academic excellence and social value. It is recommended that the institution strategically communicate this outstanding integrity profile as a core component of its brand, differentiating itself as a leader in both scientific contribution and ethical conduct.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution exhibits a Z-score of -0.930, significantly lower than the national average of -0.565. This result indicates an exceptionally low and well-managed rate of multiple affiliations, surpassing the already low-risk standard observed across the country. This demonstrates a clear and transparent approach to declaring institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The University's very low score confirms its commitment to unambiguous collaboration and accountability, ensuring that its contributions are clearly and honestly represented.

Rate of Retracted Output

With a Z-score of -0.475, the institution shows a near-total absence of retracted publications, a figure that is considerably more favorable than the national average of -0.149. This low-profile consistency suggests that the institution's quality control mechanisms are not only aligned with the national standard but are exceptionally effective. A high rate of retractions can suggest systemic failures in pre-publication review or even recurring malpractice. In contrast, the University's excellent result points to a strong culture of integrity and methodological rigor, where potential errors are identified and corrected long before they could escalate to a formal retraction, safeguarding the reliability of its scientific record.

Rate of Institutional Self-Citation

The institution maintains a low-risk Z-score of -0.115, demonstrating notable resilience against the moderate risk trend observed at the national level, where the average Z-score is 0.169. This indicates that the University's control mechanisms effectively mitigate the systemic risks present in its environment, fostering a research culture that prioritizes external validation. Disproportionately high rates of self-citation can signal scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. The University's performance suggests its academic influence is built on global community recognition rather than being oversized by internal dynamics, thus avoiding the risk of endogamous impact inflation.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.223 is lower than the national average of -0.070, reflecting a prudent profile in its selection of publication venues. Although both the institution and the country operate within a low-risk range, the University demonstrates a more rigorous management of its processes. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence, exposing an institution to severe reputational risks. The University's cautious approach indicates a strong commitment to channeling its scientific production through media that meet international ethical and quality standards, suggesting effective information literacy that protects its resources from 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -0.847, the institution displays a significantly more prudent profile regarding hyper-authorship than the national standard, which has a Z-score of -0.127. This indicates that the University manages its collaborative processes with greater rigor, fostering a culture of clear and accountable authorship. Outside of 'Big Science' contexts, a high rate of hyper-authored output can indicate author list inflation, diluting individual accountability. The institution's low score suggests its collaborative practices are well-defined, effectively distinguishing between necessary massive collaboration and questionable 'honorary' or political authorship, thereby preserving the transparency of its research contributions.

Gap between Impact of total output and the impact of output with leadership

The institution presents a Z-score of -1.141, a result that signifies exceptional scientific autonomy and starkly contrasts with the national average of 0.479, which indicates a moderate dependency risk. This preventive isolation shows that the University does not replicate the risk dynamics observed in its environment. A wide positive gap suggests that scientific prestige is dependent and exogenous, not structural. The University's strong negative score is a clear indicator of sustainability, demonstrating that its excellence metrics result from real internal capacity and intellectual leadership, rather than from strategic positioning in collaborations where it does not lead.

Rate of Hyperprolific Authors

The institution's Z-score of -1.073 signals a complete absence of hyperprolific authors, placing it in a more secure position than the already low-risk national context (Z-score of -0.701). This low-profile consistency points to a well-balanced and sustainable approach to academic productivity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and alert to risks such as coercive authorship or the assignment of authorship without real participation. The University's result reinforces a culture that prioritizes the quality and integrity of the scientific record over sheer volume, ensuring authorship is a reflection of genuine intellectual work.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a negligible reliance on its own journals, a practice that insulates it from the moderate-risk trend seen at the national level (Z-score of 1.054). This demonstrates a clear commitment to external, independent validation for its research output. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy, where production bypasses rigorous external peer review. The University's very low rate confirms that its scientific work is consistently subjected to competitive international standards, enhancing its global visibility and affirming its rejection of using internal channels as 'fast tracks' to inflate productivity.

Rate of Redundant Output

The institution's Z-score of -0.207 indicates a more prudent profile in managing redundant output compared to the national average of -0.016. While both operate in a low-risk environment, the University's processes appear more rigorous in preventing this practice. A high rate of bibliographic overlap can indicate 'salami slicing,' where a study is fragmented into minimal publishable units to artificially inflate productivity. The institution's lower score suggests a focus on publishing coherent, significant studies, thereby contributing more substantial knowledge to the scientific record and upholding the principles of research integrity.