| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.864 | -0.526 |
|
Retracted Output
|
-0.512 | -0.173 |
|
Institutional Self-Citation
|
0.202 | -0.119 |
|
Discontinued Journals Output
|
0.691 | 0.179 |
|
Hyperauthored Output
|
-1.257 | 0.074 |
|
Leadership Impact Gap
|
0.626 | -0.064 |
|
Hyperprolific Authors
|
3.141 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
-1.186 | -0.245 |
OSTIM Technical University presents a dual profile in its scientific integrity assessment, with an overall score of 0.577 reflecting both areas of exceptional governance and specific, significant vulnerabilities. The institution demonstrates remarkable strengths in fundamental research practices, showing very low risk in Retracted Output, Hyper-Authored Output, Redundant Output, and Output in Institutional Journals. This foundation suggests robust internal quality controls and a commitment to transparent authorship. However, this positive core is contrasted by critical alerts in the Rate of Multiple Affiliations and the Rate of Hyperprolific Authors, which are severe outliers compared to the national context and demand immediate strategic attention. Thematically, the university shows notable strength in Economics, Econometrics and Finance, and Business, Management and Accounting, according to SCImago Institutions Rankings data. While the institution's specific mission was not localized for this report, the identified risks related to authorship and affiliation practices pose a direct threat to any mission centered on academic excellence and social responsibility, as they can prioritize metric inflation over genuine scientific contribution. The university is encouraged to leverage its clear strengths in research integrity as a foundation for developing targeted policies to mitigate its high-risk outliers, thereby ensuring its operational practices fully align with its academic ambitions.
The institution exhibits a Z-score of 3.864, a value that signals a severe discrepancy when compared to the national average of -0.526. This stark contrast indicates that the university's affiliation patterns are highly atypical for its environment, moving far beyond national norms and into a high-risk zone. Such a disproportionately high rate requires a deep integrity assessment, as it can signal strategic attempts to inflate institutional credit or "affiliation shopping" by researchers. This practice, when systemic, can distort the institution's perceived collaborative footprint and raises questions about the transparency and equity of academic credit attribution.
With a Z-score of -0.512, the institution demonstrates an excellent record in this area, aligning with and even surpassing the low-risk national standard (Z-score of -0.173). This low-profile consistency suggests that the university's quality control and supervision mechanisms are effective, preventing the types of errors or misconduct that lead to retractions. The absence of risk signals in this indicator is a positive sign of a healthy integrity culture, where research is conducted with sufficient methodological rigor to ensure its reliability and validity upon publication.
The institution's Z-score of 0.202 places it in a medium-risk category, showing a moderate deviation from the national average of -0.119, which is in a low-risk band. This suggests the university has a greater sensitivity to this risk factor than its national peers. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this elevated rate warns of a potential drift towards scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, where academic influence is oversized by internal citations rather than recognition from the global community.
The university's Z-score of 0.691 indicates a high exposure to this risk, especially when compared to the national average of 0.179, even though both fall within the medium-risk category. The institution is significantly more prone to publishing in these channels than its peers. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination venues. A high score indicates that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for improved information literacy to avoid "predatory" practices.
The institution's Z-score of -1.257 is in the very low-risk range, demonstrating a preventive isolation from the risk dynamics observed at the national level, where the average score is 0.074 (medium risk). This result is a significant strength, indicating that the university does not replicate the national trend towards inflated author lists. It suggests the institution fosters a culture of meaningful contribution and accountability in authorship, effectively distinguishing between necessary large-scale collaboration and questionable "honorary" authorship practices that can dilute individual responsibility.
With a Z-score of 0.626, the institution shows a moderate deviation from the national average of -0.064, indicating a greater sensitivity to this risk factor. This wide positive gap suggests that while the university's overall impact is notable, the impact of research where it holds intellectual leadership is comparatively low. This pattern signals a potential sustainability risk, suggesting that its scientific prestige may be dependent and exogenous, rather than structural. It invites a strategic reflection on whether the institution's excellence metrics are a result of its own core scientific capacity or its positioning in collaborations led by external partners.
The institution's Z-score of 3.141 is a critical finding, representing a severe discrepancy from the national average of -0.430. This atypical level of risk activity requires a deep integrity assessment. Such an extreme concentration of publications among a few individuals challenges the limits of human capacity for meaningful intellectual contribution. This indicator alerts to potential systemic 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 metric accumulation over the integrity of the scientific record.
The university's Z-score of -0.268 places it in the very low-risk category, a clear instance of preventive isolation from the medium-risk trend observed nationally (Z-score of 0.119). This demonstrates a strong commitment to external validation and global visibility. By avoiding over-reliance on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, reinforcing the credibility and competitiveness of its research output on an international stage.
With a Z-score of -1.186, the institution shows a very low risk of redundant publication, a profile that is consistent with and even stronger than the low-risk national average (-0.245). This operational silence in a key integrity indicator suggests that the university's researchers prioritize substance over volume. The absence of signals related to "salami slicing" indicates a culture that values the publication of coherent, significant studies rather than artificially inflating productivity by fragmenting research into minimal publishable units, thereby strengthening the quality and reliability of its contribution to the scientific record.
