| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.323 | -0.323 |
|
Retracted Output
|
-0.174 | -0.174 |
|
Institutional Self-Citation
|
6.846 | 6.846 |
|
Discontinued Journals Output
|
1.504 | 1.504 |
|
Hyperauthored Output
|
-1.265 | -1.265 |
|
Leadership Impact Gap
|
-1.224 | -1.224 |
|
Hyperprolific Authors
|
-1.413 | -1.413 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | -1.186 |
Simad University demonstrates a commendable overall integrity profile, marked by a low global risk score of 0.206. This performance is anchored in exceptional control over multiple key indicators, particularly those related to authorship practices and research autonomy, where risks are virtually non-existent. This solid foundation is a testament to the institution's robust internal governance. However, this strong profile is critically undermined by two significant vulnerabilities: a medium-risk level in publications within discontinued journals and, most alarmingly, a significant-risk level in institutional self-citation. These issues, which mirror national trends, directly challenge the university's mission "to provide high quality education, research and community services with the commitment of excellence, integrity, and professionalism." The institution's leadership, evidenced by its top national rankings in the SCImago Institutions Rankings for areas such as Economics, Econometrics and Finance; Business, Management and Accounting; and Computer Science, is not fully reflected in its integrity practices. Addressing these specific vulnerabilities is paramount; by doing so, Simad University can ensure its operational practices fully align with its stated mission, solidifying its position as a beacon of academic excellence and ethical research in the region.
The institution's Z-score of -0.323, identical to the national average, indicates a low-risk profile in this area. This alignment suggests that the university's affiliation practices are statistically normal for its context and size. The current rate does not raise concerns about strategic attempts to inflate institutional credit or "affiliation shopping." Instead, it reflects a standard and appropriate level of collaboration and researcher mobility, consistent with legitimate academic partnerships and appointments.
With a Z-score of -0.174, which matches the national figure, the university's rate of retractions falls within a low-risk, expected range. This level of activity is consistent with the normal scientific process of error correction and does not suggest systemic failures in pre-publication quality control. The data indicates that the institution's integrity culture and methodological rigor are effectively preventing the kind of recurring malpractice that would lead to a higher, more concerning rate of retractions.
The university exhibits a Z-score of 6.846, a significant-risk value that mirrors a critical national dynamic. This score indicates that the institution is immersed in a generalized and concerning practice of excessive self-reference. A certain level of self-citation is natural, reflecting the continuity of research lines. However, these disproportionately high rates signal a profound scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice creates a severe risk of endogamous impact inflation, suggesting that the institution's academic influence may be artificially oversized by internal dynamics rather than by genuine recognition from the global scientific community, a situation that requires urgent strategic intervention.
The institution's Z-score of 1.504, identical to the country's average, places it at a medium-risk level. This result points to a systemic pattern, suggesting that the practice of publishing in journals that fail to meet international standards is a shared vulnerability at the national level. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.265, perfectly aligned with the national average, the university demonstrates a very low-risk profile, indicating total integrity synchrony with its environment. This absence of risk signals confirms that the institution's authorship practices are transparent and accountable. The data shows no evidence of author list inflation or the inclusion of 'honorary' authors, reflecting a culture where authorship is correctly assigned based on meaningful intellectual contribution, distinguishing it from problematic practices seen elsewhere.
The institution's Z-score of -1.224, matching the national value, corresponds to a very low-risk level and signifies complete alignment with a secure national environment. This excellent result indicates that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. This demonstrates that the institution exercises genuine intellectual leadership in its research, a key marker of academic sustainability and maturity, ensuring that its excellence metrics are a true reflection of its own scholarly contributions.
The university's Z-score of -1.413, identical to the national figure, places it in the very low-risk category, reflecting an environment of maximum scientific security. This score indicates a complete absence of hyperprolific publication patterns that often challenge the limits of meaningful intellectual contribution. It suggests a healthy institutional balance between quantity and quality, with no signs of coercive authorship, data fragmentation, or other dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, which aligns with the national standard, the institution maintains a very low-risk profile in this indicator. This demonstrates a strong commitment to external validation and global visibility. By avoiding excessive dependence on its own journals, the university effectively mitigates the risks of academic endogamy and conflicts of interest. This practice ensures that its scientific production undergoes independent external peer review, reinforcing the credibility and competitiveness of its research output on an international scale.
The institution's Z-score of -1.186, mirroring the national average, is in the very low-risk category, indicating total alignment with a high-integrity environment. This result shows no evidence of 'salami slicing' or the artificial fragmentation of studies to inflate publication metrics. The university's output appears to be composed of coherent, significant contributions to knowledge, reflecting a culture that prioritizes substantive scientific advancement over the mere accumulation of publications, thereby strengthening the quality and reliability of the available scientific evidence.
