| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.331 | -0.927 |
|
Retracted Output
|
-0.240 | 0.279 |
|
Institutional Self-Citation
|
-1.311 | 0.520 |
|
Discontinued Journals Output
|
0.037 | 1.099 |
|
Hyperauthored Output
|
-1.130 | -1.024 |
|
Leadership Impact Gap
|
-0.641 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.374 | 0.720 |
XIM University demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.539, indicating performance significantly superior to the global average. This robust standing is built upon a foundation of very low risk across multiple key indicators, including the Rate of Multiple Affiliations, Institutional Self-Citation, Hyper-Authored Output, and Hyperprolific Authors. The institution effectively mitigates systemic risks observed at the national level, particularly in areas like retracted output and redundant publications. The only area requiring proactive monitoring is the Rate of Output in Discontinued Journals, though even here, the university's performance is markedly better than the national trend. This strong integrity posture aligns perfectly with the institution's prominent academic strengths, as evidenced by its SCImago Institutions Rankings in Business, Management and Accounting; Economics, Econometrics and Finance; Environmental Science; and Social Sciences. By maintaining such high standards of research conduct, the university directly fulfills its mission to "Establish trust in the higher education arena" and "lead next practice research." This commitment ensures that its contributions to society are not only innovative but also credible and ethically sound. XIM University is therefore advised to leverage this outstanding integrity profile as a strategic asset to attract premier talent, foster high-value collaborations, and solidify its reputation as a leader in responsible and excellent higher education.
With an institutional Z-score of -1.331, compared to the national average of -0.927, the university shows a complete absence of risk signals in this area, performing even better than the already low national standard. This indicates total operational silence regarding the strategic inflation of institutional credit. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the university's extremely low rate confirms that its collaborative practices are transparent and not geared towards artificially enhancing institutional metrics through "affiliation shopping."
The university's Z-score of -0.240 is in the low-risk category, contrasting sharply with the medium-risk national average of 0.279. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks present in the wider environment. Retractions can be complex, but a rate significantly higher than average often points to systemic failures in pre-publication quality control. XIM University’s low score indicates that its integrity culture and methodological rigor are robust, preventing the kind of recurring malpractice or errors that might otherwise be prevalent in its context.
Displaying a Z-score of -1.311 against a national average of 0.520, the university operates in preventive isolation, successfully avoiding the risk dynamics common in its national environment. A certain level of self-citation is natural to show research continuity, but the university's exceptionally low rate demonstrates a strong commitment to external validation. This practice prevents the formation of scientific 'echo chambers' and mitigates any risk of endogamous impact inflation, ensuring that the institution's academic influence is earned through genuine recognition from the global scientific community rather than being inflated by internal dynamics.
The university's Z-score of 0.037 places it in the medium-risk category, yet it is substantially lower than the national average of 1.099. This points to a differentiated management strategy, where the institution effectively moderates a risk that is far more common across the country. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. While this indicator warrants continued attention, the university's ability to contain this risk far better than its peers suggests a more discerning approach to publication, reducing exposure to the reputational damage associated with 'predatory' or low-quality practices.
With a Z-score of -1.130, the university registers a very low risk, which is consistent with the low-risk national standard of -1.024. This absence of risk signals demonstrates a healthy alignment with national norms for authorship. In specific 'Big Science' fields, extensive author lists are legitimate; however, a high rate outside these contexts can signal author list inflation. The university's very low score indicates that its authorship practices are transparent and accountable, effectively distinguishing between necessary collaboration and questionable 'honorary' attributions.
The institution exhibits a Z-score of -0.641, which is more favorable than the national average of -0.292. This prudent profile suggests that the university manages its collaborative processes with greater rigor than the national standard. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. The university's negative score indicates a healthy balance, suggesting that its scientific prestige is structural and results from genuine internal capabilities, with its researchers exercising intellectual leadership in their collaborations.
The university's Z-score of -1.413 signifies a very low risk, aligning with the low-risk national environment (Z-score of -0.067) but showing an even stronger control. This absence of risk signals is a positive indicator of a balanced research culture. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' The university's exceptionally low score suggests a focus on quality over sheer quantity, fostering an environment where the integrity of the scientific record is prioritized over metric-driven productivity.
With a Z-score of -0.268, which is almost identical to the national average of -0.250, the university demonstrates integrity synchrony with its national environment. This reflects a total alignment with a context of maximum scientific security in this domain. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns. The university's very low score indicates that its research output overwhelmingly undergoes independent external peer review, ensuring its work is validated through standard competitive channels and enhancing its global visibility.
The university's low-risk Z-score of -0.374 stands in stark contrast to the medium-risk national average of 0.720, showcasing strong institutional resilience. This suggests that internal quality controls are successfully mitigating a risk that is more prevalent nationally. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. The university's low score indicates a commitment to publishing significant, coherent studies, thereby protecting the integrity of scientific evidence and prioritizing the generation of new knowledge over volume.