| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.086 | -0.565 |
|
Retracted Output
|
0.089 | -0.149 |
|
Institutional Self-Citation
|
-0.016 | 0.169 |
|
Discontinued Journals Output
|
-0.483 | -0.070 |
|
Hyperauthored Output
|
-1.285 | -0.127 |
|
Leadership Impact Gap
|
0.312 | 0.479 |
|
Hyperprolific Authors
|
-1.413 | -0.701 |
|
Institutional Journal Output
|
14.948 | 1.054 |
|
Redundant Output
|
2.030 | -0.016 |
El Colegio de Mexico presents a dual profile in scientific integrity, with an overall risk score of 1.227 reflecting both significant strengths and critical areas for improvement. The institution demonstrates exemplary control in several key areas, maintaining very low-risk levels in the Rate of Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Output in Discontinued Journals, indicating robust internal governance. However, this is contrasted by a critical alert in the Rate of Output in Institutional Journals, which is an absolute outlier both nationally and internationally. Additionally, medium-level risks are observed in Retracted Output, Redundant Output, and the gap in research leadership impact, suggesting specific vulnerabilities that require strategic attention. These integrity metrics coexist with the institution's recognized academic excellence, evidenced by its strong national positioning in the SCImago Institutions Rankings, particularly in Arts and Humanities (3rd), Economics, Econometrics and Finance (6th), and Social Sciences (9th). While the institution's specific mission statement was not available for this analysis, the identified risks—especially the potential for academic endogamy—directly challenge the universal academic values of excellence, transparency, and social responsibility. To safeguard its prestigious reputation, it is recommended that El Colegio de Mexico leverage its demonstrated governance strengths to implement targeted policies that mitigate these vulnerabilities, ensuring its distinguished research is built upon a foundation of unimpeachable scientific integrity.
The institution exhibits a Z-score of -1.086, which is well below the national average of -0.565. This result indicates a very low-risk profile that is consistent with, and even improves upon, the low-risk standard observed across the country. The complete absence of risk signals in this area suggests that the institution's affiliation practices are transparent and well-managed. While multiple affiliations can be a legitimate outcome of collaboration, the institution's data shows no evidence of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a culture of clear and honest attribution.
With a Z-score of 0.089, the institution presents a medium-level risk, which represents a moderate deviation from the low-risk national context (Z-score of -0.149). This suggests the institution is more sensitive to factors leading to retractions than its national peers. While some retractions can signify responsible error correction, a rate notably higher than the environmental average serves as an alert. It points to a potential vulnerability in pre-publication quality control mechanisms or the institution's broader integrity culture, indicating that a qualitative review of the underlying causes is necessary to prevent systemic issues.
The institution's Z-score of -0.016 places it in the low-risk category, demonstrating notable resilience when compared to the country's medium-risk average of 0.169. This suggests that the institution has effective control mechanisms in place that successfully mitigate the systemic risks of self-citation prevalent in its environment. While a certain level of self-citation is natural, the institution avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent approach prevents endogamous impact inflation, ensuring its academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution shows a Z-score of -0.483, a very low-risk value that reinforces the low-risk national standard (Z-score of -0.070). This alignment demonstrates a consistent and effective policy regarding the selection of publication venues. The data confirms that the institution exercises strong due diligence, successfully avoiding the channeling of its scientific production into journals that fail to meet international ethical or quality standards. This proactive stance protects the institution from severe reputational risks and prevents the misallocation of resources to 'predatory' or low-quality publishing practices.
With a Z-score of -1.285, the institution maintains a very low-risk profile, comfortably below the country's low-risk average of -0.127. This consistency with the national context points to healthy and transparent authorship practices. The absence of signals for this indicator is particularly positive, as it suggests that author lists are not being artificially inflated. This serves as evidence against the presence of 'honorary' or political authorship, reinforcing that individual accountability and the integrity of contributions are well-preserved within the institution's research culture.
The institution's Z-score of 0.312 and the national average of 0.479 both fall within the medium-risk category, indicating a shared national trend. However, the institution's lower score suggests a differentiated management approach that successfully moderates this common risk. A significant gap can signal that scientific prestige is overly dependent on external partners rather than internal capacity. While the institution shows some reliance on collaborations for impact, it manages this dependency more effectively than the national average, indicating a healthier balance and a more sustainable strategy for building structural, long-term research excellence.
The institution's Z-score of -1.413 is in the very low-risk range, significantly better than the already low-risk national average of -0.701. This result reflects a strong institutional culture that aligns with national standards of responsible productivity. The data shows no evidence of authors with extreme publication volumes that would challenge the limits of meaningful intellectual contribution. This absence of risk signals suggests the institution effectively prioritizes quality over quantity, thereby avoiding potential issues such as coercive authorship or the assignment of credit without real participation.
The institution's Z-score of 14.948 is a critical outlier, placing it in the significant risk category and drastically amplifying the vulnerability present in the national system, which has a medium-risk score of 1.054. This extreme value indicates an excessive dependence on its own journals, raising serious concerns about conflicts of interest and academic endogamy, as the institution acts as both judge and party for its research. Such a high concentration of in-house publications suggests a substantial portion of its output may be bypassing independent external peer review, limiting its global visibility and potentially being used as a 'fast track' to inflate publication records without standard competitive validation. This practice poses a severe and urgent risk to the institution's scientific credibility.
With a Z-score of 2.030, the institution shows a medium-level risk, which is a moderate deviation from the low-risk national environment (Z-score of -0.016). This indicates a greater sensitivity to this practice compared to its peers. A high value in this indicator is an alert for 'salami slicing,' where a single study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the scientific evidence available to the community. The presence of this signal warrants a review of institutional incentives to ensure they promote the publication of significant new knowledge over sheer volume.
