| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.782 | -0.927 |
|
Retracted Output
|
2.136 | 0.279 |
|
Institutional Self-Citation
|
1.062 | 0.520 |
|
Discontinued Journals Output
|
1.306 | 1.099 |
|
Hyperauthored Output
|
-1.323 | -1.024 |
|
Leadership Impact Gap
|
-2.308 | -0.292 |
|
Hyperprolific Authors
|
-0.758 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
4.450 | 0.720 |
JIS College of Engineering presents a complex profile, balancing notable thematic strengths with significant scientific integrity vulnerabilities. With an overall performance score of 0.815, the institution demonstrates robust control in key areas such as authorship practices, intellectual leadership, and the use of institutional journals, reflecting a solid governance foundation. This is complemented by strong academic positioning, particularly in the fields of Mathematics, Computer Science, and Engineering, as evidenced by its SCImago Institutions Rankings. However, this profile is critically undermined by significant risks in the Rate of Retracted Output and the Rate of Redundant Output, alongside medium-level alerts in institutional self-citation and publication in discontinued journals. These integrity challenges directly conflict with the institution's mission to foster a "culture of excellence" and "commitment to professional ethics." To secure its reputation and fully leverage its academic potential, it is imperative for the institution to implement targeted interventions that address these publication quality and ethics issues, thereby ensuring its research practices are as world-class as its educational aspirations.
The institution presents a Z-score of -0.782, which, while low, marks a slight divergence from the national average of -0.927. This indicates the emergence of risk signals that are not prevalent in the broader national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor uptick suggests a need for monitoring. It is important to ensure that this trend reflects genuine collaboration rather than early signs of strategic attempts to inflate institutional credit or “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.
With a Z-score of 2.136, the institution shows a significant risk level that sharply accentuates the vulnerabilities already present in the national system, which has a score of 0.279. This severe discrepancy suggests that the institution’s quality control mechanisms may be failing more systemically than its national peers. Retractions are complex events, but a rate this far above the average is a critical alert to a potential vulnerability in the institution's integrity culture. This indicates that recurring malpractice or a lack of methodological rigor may be present, requiring immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of 1.062 is notably higher than the national average of 0.520, indicating a high exposure to this risk factor. Although operating within a context where this is a recognized issue, the institution appears more prone to these dynamics than its peers. While a certain level of self-citation is natural, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers.' This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global community.
With a Z-score of 1.306 compared to the national score of 1.099, the institution demonstrates a greater sensitivity to publishing in high-risk channels. This higher exposure suggests that its researchers may be more vulnerable to selecting inappropriate venues than the national average. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This 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 information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution demonstrates exemplary control in this area, with a Z-score of -1.323, which is well below the already low national average of -1.024. This very low risk profile indicates a strong alignment with responsible authorship practices, surpassing the national standard. The absence of signals related to author list inflation suggests that the institution effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship, thereby upholding individual accountability and transparency in its research outputs.
The institution exhibits a significant strength with an exceptionally low Z-score of -2.308, far surpassing the national average of -0.292. This result indicates a negligible gap between its overall impact and the impact of research where it holds intellectual leadership. This demonstrates that the institution's scientific prestige is not dependent on external partners but is driven by strong, structural internal capacity. This alignment confirms that its excellence metrics are a direct result of its own research capabilities, mitigating any risk of relying on strategic positioning in collaborations for impact.
The institution maintains a prudent profile with a Z-score of -0.758, which is considerably lower than the national average of -0.067. This suggests that the institution manages its publication processes with more rigor than the national standard, effectively controlling for extreme individual publication volumes. By keeping this indicator low, the institution mitigates risks such as coercive authorship or the assignment of authorship without real participation, demonstrating a healthy balance between productivity and the integrity of the scientific record.
With a Z-score of -0.268, the institution is in complete synchrony with the national average of -0.250, reflecting a shared environment of maximum scientific security in this regard. This total alignment demonstrates that the institution avoids excessive dependence on its own journals for dissemination. This practice mitigates potential conflicts of interest and the risk of academic endogamy, ensuring that its scientific production is validated through independent external peer review and maintains global visibility rather than relying on internal 'fast tracks'.
The institution exhibits a critical red flag with a Z-score of 4.450, a figure that dramatically amplifies the medium-level risk observed nationally (0.720). This extreme value points to a systemic issue with publication strategy. While citing previous work is normal, such massive bibliographic overlap suggests a prevalent practice of data fragmentation or 'salami slicing' to artificially inflate productivity. This practice not only distorts the available scientific evidence and overburdens the review system but also prioritizes publication volume over the generation of significant new knowledge, requiring urgent intervention.