| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.209 | -0.132 |
|
Retracted Output
|
2.033 | 0.931 |
|
Institutional Self-Citation
|
0.741 | 0.834 |
|
Discontinued Journals Output
|
1.179 | 2.300 |
|
Hyperauthored Output
|
-0.871 | -0.329 |
|
Leadership Impact Gap
|
0.358 | 0.657 |
|
Hyperprolific Authors
|
0.631 | -0.639 |
|
Institutional Journal Output
|
-0.268 | 0.242 |
|
Redundant Output
|
-0.192 | -0.212 |
With an overall integrity score of 0.863, Universidad San Ignacio de Loyola demonstrates a generally solid research governance framework, yet faces critical vulnerabilities that require immediate attention. The institution's primary strengths lie in its commitment to external validation, evidenced by a very low rate of publication in institutional journals, and prudent management of multiple affiliations and hyper-authorship, which are below national averages. However, these positive aspects are overshadowed by a significant rate of retracted publications, which not only exceeds the high national average but represents a severe threat to its scientific reputation. A moderately high rate of hyperprolific authors further suggests a potential imbalance between productivity metrics and research quality. These integrity challenges contrast with the institution's outstanding thematic leadership, as confirmed by SCImago Institutions Rankings data, where it ranks among the top institutions in Peru in key areas such as Biochemistry, Genetics and Molecular Biology (#1), Pharmacology, Toxicology and Pharmaceutics (#1), Economics, Econometrics and Finance (#2), and Earth and Planetary Sciences (#3). The identified risks, particularly concerning retracted output, directly conflict with its mission to train "competent professionals with social responsibility." To fully align its operational reality with its aspirational goals, the university must urgently implement robust pre-publication quality control and authorship verification protocols, thereby safeguarding its academic excellence and ensuring its national and international development is built on a foundation of unimpeachable integrity.
The institution presents a Z-score of -0.209, which is more favorable than the national average of -0.132. This indicates a prudent and well-managed approach to researcher affiliations, showing more rigor than the national standard. While multiple affiliations can be a legitimate outcome of collaboration and researcher mobility, this controlled rate suggests the institution is effectively avoiding practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping," thus maintaining clarity and transparency in its collaborative footprint.
With a Z-score of 2.033, the institution's rate of retractions is a point of critical concern, significantly surpassing the already high national average of 0.931. This situation constitutes a global red flag, indicating that the university not only operates within a compromised national environment but is a leading contributor to this risk metric. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely a series of isolated incidents but a vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate and decisive qualitative verification by management.
The institution's Z-score for self-citation is 0.741, moderately lower than the country's average of 0.834. This reflects a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. While a certain level of self-citation is natural, the institution's relative control helps mitigate the risk of creating scientific 'echo chambers.' By keeping this rate below the national trend, it reduces the potential for endogamous impact inflation, suggesting its academic influence is less reliant on internal dynamics and more open to external scrutiny and global community recognition.
The university shows a Z-score of 1.179 in this indicator, which is notably better than the national average of 2.300. This demonstrates a more effective management of publication channels, moderating a risk that is prevalent in its environment. A high proportion of output in discontinued journals is a critical alert regarding due diligence, often exposing an institution to severe reputational risks associated with 'predatory' or low-quality practices. The university's ability to maintain a lower rate suggests a more robust process for selecting dissemination channels, thereby protecting its research and resources from being wasted on media that do not meet international ethical or quality standards.
With a Z-score of -0.871, the institution demonstrates a more conservative approach to authorship than the national standard (-0.329). This prudent profile suggests that the university manages its processes with rigor, fostering a culture where authorship lists are more likely to reflect genuine contribution. This practice is crucial for avoiding the dilution of individual accountability and transparency. By maintaining a low rate of hyper-authorship, the institution effectively discourages 'honorary' or political authorship practices, reinforcing the integrity of its research credits.
The institution's Z-score for this gap is 0.358, a healthier figure compared to the national average of 0.657. This indicates a more balanced and sustainable research profile, as the institution moderates a risk common in the country. A wide gap often signals that scientific prestige is dependent on external partners rather than being structurally ingrained. The university's smaller gap suggests that its excellence metrics are more closely tied to its real internal capacity and intellectual leadership, reducing the risk of its prestige being perceived as exogenous or merely a result of strategic positioning in collaborations.
The institution exhibits a Z-score of 0.631, a moderate deviation from the national average of -0.639, which is in the low-risk range. This discrepancy indicates that the university shows a greater sensitivity to this risk factor than its national peers, warranting a review of its causes. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from the national trend (0.242). This very low reliance on its own journals for publication signifies a strong commitment to independent, external peer review. By not replicating the risk dynamics observed in its environment, the university effectively avoids potential conflicts of interest where an institution acts as both judge and party. This practice mitigates the risk of academic endogamy, enhances the global visibility of its research, and ensures its scientific production undergoes standard competitive validation rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of -0.192 is closely aligned with the national average of -0.212, indicating a level of statistical normality. This suggests the risk of redundant publication is as expected for its context and size. This indicator monitors for 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. While the current level is not alarming, it is a practice that distorts scientific evidence and overburdens the review system. The alignment with the national norm suggests that standard academic pressures may be at play, and continued monitoring is advisable.