| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.083 | -0.927 |
|
Retracted Output
|
-0.202 | 0.279 |
|
Institutional Self-Citation
|
-0.772 | 0.520 |
|
Discontinued Journals Output
|
2.455 | 1.099 |
|
Hyperauthored Output
|
-1.321 | -1.024 |
|
Leadership Impact Gap
|
0.041 | -0.292 |
|
Hyperprolific Authors
|
-0.408 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.005 | 0.720 |
St Joseph's College of Engineering presents a balanced integrity profile with an overall risk score of 0.202, demonstrating notable strengths in mitigating several key research risks while also showing specific areas that require strategic attention. The institution exhibits an exemplary low-risk profile in areas such as Rate of Multiple Affiliations, Rate of Hyper-Authored Output, and Rate of Output in Institutional Journals, often performing better than the national average. However, vulnerabilities are apparent in three medium-risk indicators: Rate of Output in Discontinued Journals, the Gap between total and leadership impact, and Rate of Redundant Output, all of which exceed national benchmarks. According to SCImago Institutions Rankings data, the college's research is particularly prominent in Earth and Planetary Sciences, Physics and Astronomy, and Computer Science. While the institution's specific mission was not available for this analysis, the identified risks—especially those concerning publication quality and dependency on external leadership—could challenge the universal academic goals of achieving genuine scientific excellence and upholding social responsibility. By proactively addressing these vulnerabilities, St Joseph's College of Engineering can fortify its integrity framework, ensuring its thematic strengths are built upon a foundation of transparency and best practices, thereby enhancing its national and global standing.
The institution demonstrates an exemplary profile with a Z-score of -1.083, which is even lower than the already low national average of -0.927. This result signifies a total operational silence, indicating a complete absence of risk signals in this area. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution's extremely low score suggests that its collaboration and affiliation practices are managed with exceptional transparency, effectively avoiding any risk of “affiliation shopping” and reinforcing a culture of clear, unambiguous academic credit attribution.
With a Z-score of -0.202, the institution maintains a low-risk profile that contrasts favorably with the medium-risk national average of 0.279. This demonstrates institutional resilience, suggesting that its internal control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. Retractions are complex events, but a rate significantly higher than average can alert to a vulnerability in an institution's integrity culture. In this case, the low score indicates that the college's pre-publication quality controls are robust, preventing the type of recurring malpractice or lack of methodological rigor that could otherwise lead to a high volume of retractions.
The institution shows a Z-score of -0.772, a low-risk value that stands in positive contrast to the national medium-risk average of 0.520. This gap highlights a strong institutional resilience, where internal practices appear to successfully mitigate the broader national trend towards self-referential research. A certain level of self-citation is natural, but disproportionately high rates can signal scientific isolation or 'echo chambers'. The college's low score indicates that its research is validated through sufficient external scrutiny, avoiding the risk of endogamous impact inflation and demonstrating that its academic influence is earned through global community recognition rather than internal dynamics.
The institution presents a Z-score of 2.455, a medium-risk value that indicates high exposure to this issue, as it is significantly greater than the national average of 1.099. This suggests the institution is more prone than its peers to publishing in questionable venues. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of its 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 information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.321, the institution shows a near-total absence of risk signals, a very low value that aligns with the low-risk national standard of -1.024. This demonstrates a low-profile consistency, confirming that the institution's authorship practices are well-governed and transparent. While extensive author lists are legitimate in 'Big Science' contexts, high rates elsewhere can indicate author list inflation, diluting individual accountability. The institution's very low score confirms that its research output is free from practices like 'honorary' or political authorship, reflecting a strong commitment to meaningful and transparent contributions.
The institution registers a Z-score of 0.041, a medium-risk value that represents a moderate deviation from the low-risk national average of -0.292. This indicates a greater sensitivity to this risk factor compared to its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The score suggests that the institution's scientific prestige may be more dependent on external partners than on its own structural capacity. This invites reflection on whether its excellence metrics result from genuine internal capabilities or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution maintains a prudent profile with a Z-score of -0.408, a low-risk value that is notably better than the national average of -0.067. This suggests that the college manages its publication processes with more rigor than the national standard. While high productivity can be legitimate, extreme individual volumes often challenge the limits of meaningful intellectual contribution. The institution's controlled, low score indicates it is effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the sheer volume of publications.
With a Z-score of -0.268, the institution's performance is in almost perfect alignment with the national average of -0.250, both of which are in the very low-risk category. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. In-house journals can raise conflicts of interest, as the institution acts as both judge and party. The institution's very low score confirms that its scientific production is consistently subjected to independent external peer review, ensuring its research achieves global visibility and avoids the use of internal channels as 'fast tracks' for publication without standard competitive validation.
The institution's Z-score of 1.005 is a medium-risk value that indicates high exposure, as it is higher than the national average of 0.720. This suggests the institution is more prone to this practice than its environment. Massive bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing.' This elevated score alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. This dynamic not only distorts the available scientific evidence but also overburdens the review system, signaling a need to reinforce policies that prioritize significant new knowledge over publication volume.
