| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.099 | -0.927 |
|
Retracted Output
|
-0.418 | 0.279 |
|
Institutional Self-Citation
|
0.864 | 0.520 |
|
Discontinued Journals Output
|
1.257 | 1.099 |
|
Hyperauthored Output
|
-1.229 | -1.024 |
|
Leadership Impact Gap
|
-1.127 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.253 | 0.720 |
JSS Science and Technology University demonstrates a robust and commendable overall integrity profile, reflected in its global performance score of -0.164. The institution exhibits exceptional strengths in maintaining very low-risk levels across a majority of indicators, including the rates of multiple affiliations, retracted output, hyper-authored output, and hyperprolific authors. This indicates a strong internal governance framework and a culture of scientific responsibility. However, areas requiring strategic attention have been identified in three medium-risk indicators: Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, where the university's exposure is higher than the national average. These vulnerabilities, while moderate, contrast with the institution's strong positioning in key thematic areas, as evidenced by its SCImago Institutions Rankings, particularly in Mathematics, Chemistry, and Computer Science. The identified risks, such as potential academic endogamy or use of suboptimal publication channels, could challenge the university's mission to be a "global destination" for learning and to uphold the "ethics for better living" that are central to its vision. To fully align its practices with its mission, it is recommended that the university leverage its solid integrity foundation to develop targeted strategies that address these specific areas, thereby reinforcing its commitment to world-class research and innovation.
The institution exhibits an exemplary profile in this area, with a Z-score of -1.099, which is even more favorable than the national average of -0.927. This result signifies a complete absence of risk signals related to affiliation management, placing the university ahead of the national standard. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal attempts to inflate institutional credit. The university's data suggests a clear and transparent policy regarding author affiliations, ensuring that credit is assigned appropriately and avoiding any practices that could be perceived as "affiliation shopping," thereby reinforcing its institutional credibility.
With a Z-score of -0.418, the institution demonstrates a very low rate of retracted publications, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.279). This is a significant achievement, suggesting that the university's quality control and supervision mechanisms are robust and effective prior to publication. Retractions can sometimes result from honest error correction, but a rate significantly lower than the national trend points to a strong institutional integrity culture. This preventive stance minimizes the risk of recurring malpractice or a lack of methodological rigor, protecting the university's reputation and affirming its commitment to high-quality scientific output.
The university shows a medium-risk signal in this indicator with a Z-score of 0.864, a value that indicates higher exposure compared to the national average of 0.520. This suggests that the institution is more prone than its peers to citation patterns that could indicate scientific isolation. While a certain level of self-citation is natural, disproportionately high rates can create 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a potential risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by recognition from the global scientific community, warranting a review of its citation practices.
A medium-risk alert is noted for this indicator, with the institution's Z-score of 1.257 being higher than the national average of 1.099. This indicates a greater tendency within the institution to publish in journals that have ceased operations, often due to a failure to meet international ethical or quality standards. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It suggests that a portion of the university's scientific output is channeled through questionable media, exposing the institution to severe reputational risks and signaling an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a very low-risk profile with a Z-score of -1.229, which is consistent with the low-risk national standard (Z-score: -1.024). This absence of risk signals indicates a healthy and transparent approach to authorship. In fields outside of 'Big Science,' high rates of hyper-authorship can suggest author list inflation, which dilutes individual accountability. The university's excellent result in this area demonstrates that its collaborative practices are well-managed, effectively distinguishing between necessary large-scale collaboration and questionable 'honorary' authorship, thereby upholding the principles of transparency and responsibility in research.
The university demonstrates a very low-risk Z-score of -1.127, aligning well with the low-risk national context (Z-score: -0.292) and indicating a strong foundation of scientific autonomy. A wide positive gap in this indicator can signal that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. The university's score, however, suggests the opposite: its scientific impact is structural and stems from its own internal capacity. This is a sign of sustainable excellence, showing that the institution is not just a participant but a leader in its collaborative research endeavors.
With a Z-score of -1.413, the institution shows a near-total absence of hyperprolific authors, a result that aligns favorably with the low-risk national environment (Z-score: -0.067). This indicates a healthy balance between productivity and scientific quality. Extreme individual publication volumes can challenge the feasibility of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of credit without real participation. The university's very low score suggests its research culture prioritizes the integrity of the scientific record over the inflation of publication metrics, fostering an environment of substantive and responsible scholarship.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250, reflecting a shared environment of maximum security for this indicator. This synchrony demonstrates that the university avoids excessive dependence on its own journals for dissemination. Over-reliance on in-house journals can create conflicts of interest and academic endogamy, as production may bypass independent external peer review. The university's very low rate indicates that its research is consistently submitted to the global scientific community for validation, ensuring broader visibility and competitive assessment, which is a hallmark of a confident and outward-looking institution.
The university's Z-score of 1.253 represents a medium-risk signal that is notably more pronounced than the national average of 0.720. This suggests the institution is more exposed to the practice of fragmenting research to increase publication counts. Massive bibliographic overlap between simultaneous publications often indicates 'salami slicing,' where a single coherent study is divided into minimal publishable units. This practice not only overburdens the peer-review system but also distorts the scientific evidence base. This alert suggests a need to review publication strategies to ensure that the focus remains on generating significant new knowledge rather than artificially inflating productivity metrics.