| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.105 | 0.431 |
|
Retracted Output
|
0.042 | -0.156 |
|
Institutional Self-Citation
|
0.425 | -0.509 |
|
Discontinued Journals Output
|
-0.545 | -0.380 |
|
Hyperauthored Output
|
-1.192 | 0.181 |
|
Leadership Impact Gap
|
-1.445 | -0.016 |
|
Hyperprolific Authors
|
-1.413 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.272 | -0.114 |
Mary Immaculate College presents a balanced scientific integrity profile, with an overall risk score of -0.078 indicating a near-neutral position. The institution demonstrates exceptional strengths in operational integrity, showing very low to non-existent risk in areas such as publication in discontinued journals, hyper-authorship, hyperprolific authors, and reliance on institutional journals. These results point to robust internal governance and a culture that prioritizes quality and accountability. However, this strong foundation is contrasted by significant and medium-level risks in the Rate of Multiple Affiliations, Rate of Retracted Output, and Institutional Self-Citation, which require strategic attention. According to SCImago Institutions Rankings data, the College holds a notable national position in key thematic areas, including Arts and Humanities (ranked 10th in Ireland), Psychology, and Social Sciences. The identified vulnerabilities, particularly concerning affiliation strategies and post-publication corrections, could potentially undermine the principles of excellence and social responsibility inherent to a higher education mission. To secure its reputation and the credibility of its strong academic programs, it is recommended that the College leverage its clear operational strengths to conduct a targeted review of its policies on author affiliation and pre-publication quality assurance, ensuring its practices fully align with its demonstrated capacity for scientific integrity.
The institution exhibits a Z-score of 3.105, a value that represents a critical elevation above the national average of 0.431. This disparity suggests that the College not only participates in but significantly amplifies a risk pattern that is already present at a medium level within the national system. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the disproportionately high rate observed here constitutes a significant alert. It signals a potential systemic reliance on strategic affiliations to inflate institutional credit or engage in “affiliation shopping,” a practice that can distort the perception of the institution's research footprint and requires immediate internal review to ensure all affiliations are substantively justified.
With a Z-score of 0.042, the institution shows a medium level of risk that moderately deviates from the low-risk national benchmark of -0.156. This indicates a greater institutional sensitivity to factors leading to post-publication corrections compared to its national peers. Retractions can be complex events, but a rate that stands out from the national context suggests that internal quality control mechanisms prior to publication may be failing more frequently. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to prevent reputational damage.
The institution's Z-score of 0.425 places it in the medium risk category, showing a moderate deviation from the low-risk national average of -0.509. This suggests the College is more susceptible to practices of internal citation than its peers. While a certain level of self-citation is natural, this disproportionately high rate can signal concerning scientific isolation or the formation of 'echo chambers' where work is validated without sufficient external scrutiny. 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 by recognition from the global scientific community.
The institution demonstrates an exemplary Z-score of -0.545, which is even lower than the country's already very low average of -0.380. This signifies a total operational silence in this risk area, indicating an absence of publications in problematic journals that is superior to the national standard. This result reflects an outstanding level of due diligence in selecting dissemination channels, effectively protecting the institution from the severe reputational risks associated with 'predatory' or low-quality publishing practices and ensuring research resources are channeled toward credible and impactful outlets.
With a Z-score of -1.192, the institution shows a very low risk, a figure that contrasts sharply with the medium-risk national average of 0.181. This demonstrates a form of preventive isolation, where the College does not replicate the risk dynamics of authorship inflation observed in its environment. This strong performance indicates that, outside of legitimate 'Big Science' contexts, the institution successfully maintains transparency and individual accountability in its authorship practices, effectively avoiding the dilution of responsibility that can arise from honorary or political attributions.
The institution's Z-score of -1.445 is in the very low risk category, showing strong alignment with the low-risk national environment (Z-score of -0.016). This low-profile consistency and the absence of a significant positive gap indicate that the institution's scientific prestige is structurally sound and sustainable. The impact of its research is a result of its own internal capacity and intellectual leadership, rather than being dependent on strategic positioning in external collaborations. This reflects a healthy, autonomous research ecosystem where excellence is generated from within.
The institution's Z-score of -1.413 signifies a very low risk, consistent with the low-risk national standard of -0.414. The absence of this risk signal suggests a healthy institutional culture that prioritizes a balance between the quantity and quality of scientific output. This indicates that the College successfully avoids dynamics where extreme publication volumes might challenge the capacity for meaningful intellectual contribution, thereby mitigating risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution is in perfect alignment with the national average, which shares the same score. This integrity synchrony at a very low risk level demonstrates a shared commitment, both at the institutional and national levels, to avoiding academic endogamy. By not depending on in-house journals, the institution ensures its scientific production bypasses potential conflicts of interest and is validated through independent, external peer review, thereby maximizing its global visibility and competitive standing.
The institution's Z-score of -0.272 is situated in the low-risk category and is more favorable than the national average of -0.114. This prudent profile suggests that the College manages its research processes with more rigor than the national standard. The data indicates a commendable aversion to 'salami slicing,' the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. This approach prioritizes the generation of significant new knowledge over the distortion of scientific evidence for metric-based gains.
