| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.957 | -0.565 |
|
Retracted Output
|
-0.127 | -0.149 |
|
Institutional Self-Citation
|
0.006 | 0.169 |
|
Discontinued Journals Output
|
-0.322 | -0.070 |
|
Hyperauthored Output
|
-1.263 | -0.127 |
|
Leadership Impact Gap
|
-1.562 | 0.479 |
|
Hyperprolific Authors
|
-1.413 | -0.701 |
|
Institutional Journal Output
|
3.252 | 1.054 |
|
Redundant Output
|
-0.476 | -0.016 |
Universidad Autónoma Chapingo presents a robust and commendable scientific integrity profile, reflected in an overall score of -0.179. The institution demonstrates exceptional strengths and very low risk across a majority of indicators, particularly in areas concerning authorship practices, impact independence, and the avoidance of questionable publication channels. These results significantly outperform national averages, showcasing a strong internal governance framework. Key thematic strengths, according to SCImago Institutions Rankings data, are concentrated in Veterinary, Environmental Science, and Agricultural and Biological Sciences, where the university holds a prominent national position. However, this solid foundation is contrasted by a high-exposure vulnerability in the Rate of Output in Institutional Journals. This practice, while potentially serving local dissemination, poses a direct challenge to the institutional mission of achieving "harmonious and effective development with the levels of quality," as it may foster academic endogamy and limit external validation. To fully align its practices with its stated principles of quality and relevance, the university is advised to leverage its considerable strengths in research integrity to strategically review and diversify its publication channels, thereby enhancing the global impact and recognition of its excellent scientific work.
The institution exhibits a Z-score of -0.957, which is significantly lower than the national average of -0.565. This result indicates an exemplary and conservative approach to author affiliations. The complete absence of risk signals in this area demonstrates a clear operational standard that aligns with, and even surpasses, the low-risk profile of the country. This suggests that the institution's policies effectively prevent practices like "affiliation shopping," ensuring that institutional credit is claimed with clarity and legitimacy, which reinforces the transparency of its collaborative network.
With a Z-score of -0.127, the institution's rate of retracted publications is statistically normal and almost identical to the national average of -0.149. This alignment suggests that the institution's post-publication quality control and error correction mechanisms are functioning as expected for its context. The low value indicates that systemic failures in pre-publication review are not a concern, and any retractions that occur are likely isolated events handled with appropriate scientific responsibility, reflecting a healthy and functional academic environment.
The institution's Z-score for self-citation is 0.006, a figure that, while placing it in a medium-risk category, is substantially lower than the national average of 0.169. This demonstrates a differentiated and effective management of a risk that appears to be more common at the national level. By maintaining a lower rate, the institution successfully moderates the tendency toward scientific isolation, ensuring its work is validated by the broader academic community and avoiding the creation of 'echo chambers' more effectively than many of its national peers. This reflects a healthy balance between building on established research lines and seeking external scrutiny.
The institution shows a Z-score of -0.322, which is notably lower than the national average of -0.070. This prudent profile indicates that the university manages its publication processes with greater rigor than the national standard. The low rate of output in journals that fail to meet international quality standards suggests that its researchers exercise strong due diligence in selecting dissemination channels. This protects the institution from reputational damage and demonstrates a commitment to channeling its scientific production toward credible and enduring platforms, avoiding 'predatory' practices.
With a Z-score of -1.263, the institution displays a near-total absence of hyper-authored publications, a figure well below the national average of -0.127. This low-profile consistency confirms that the institution's authorship practices are transparent and adhere to norms of accountability. The data strongly suggests that, outside of legitimate 'Big Science' contexts, the university effectively prevents author list inflation, ensuring that credit is assigned appropriately and that individual contributions remain clear, which is a hallmark of a sound research culture.
The institution's Z-score of -1.562 represents a significant point of preventive isolation from a national trend, where the country average is 0.479. This outstanding result indicates that the institution does not replicate the risk dynamics observed in its environment. A low, negative score signifies that the university's scientific prestige is not dependent on external partners but is driven by strong internal capacity and intellectual leadership. This structural self-sufficiency is a key asset for long-term sustainability and demonstrates that its high-impact research is a direct result of its own scholarly excellence.
The institution's Z-score of -1.413 is exceptionally low, contrasting with a national average of -0.701. This absence of risk signals aligns with the national standard of low risk but demonstrates an even more conservative and robust position. The data indicates a healthy institutional culture that prioritizes the quality and integrity of the scientific record over sheer volume. This effectively mitigates risks such as coercive authorship or the dilution of meaningful intellectual contribution, pointing to a well-balanced relationship between productivity and scientific rigor.
The institution's Z-score of 3.252 is a significant alert, indicating high exposure to this risk factor, especially when compared to the national average of 1.054. While publishing in in-house journals is a medium-risk practice nationally, the institution's score shows it is far more prone to this behavior than its peers. This excessive dependence raises serious conflict-of-interest concerns, as the institution acts as both judge and party in the publication process. This high rate warns of potential academic endogamy, where research might bypass rigorous, independent peer review, thereby limiting its global visibility and potentially serving as a 'fast track' to inflate academic output without standard competitive validation. This area requires immediate strategic review.
With a Z-score of -0.476, the institution demonstrates an almost complete absence of redundant publications, a result that is significantly better than the national average of -0.016. This low-profile consistency shows a strong institutional commitment to publishing complete and meaningful research. The data suggests that the practice of 'salami slicing'—fragmenting a single study into multiple minimal units to inflate productivity—is not prevalent. This reinforces the integrity of the institution's scientific contributions and its respect for the scientific record and the peer-review system.