| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.062 | 0.431 |
|
Retracted Output
|
3.310 | -0.156 |
|
Institutional Self-Citation
|
-0.135 | -0.509 |
|
Discontinued Journals Output
|
-0.101 | -0.380 |
|
Hyperauthored Output
|
-0.782 | 0.181 |
|
Leadership Impact Gap
|
-1.333 | -0.016 |
|
Hyperprolific Authors
|
-1.413 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.242 | -0.114 |
The Technological University of the Shannon demonstrates a complex integrity profile, marked by areas of exceptional governance alongside specific, high-priority vulnerabilities. With an overall score of 0.811, the institution exhibits robust control over authorship practices, intellectual leadership, and the use of institutional journals, indicating a strong foundation in core research ethics. However, this positive performance is critically undermined by a significant alert in the Rate of Retracted Output and medium-level risks in Multiple Affiliations and Redundant Output. These weaknesses require immediate attention as they can compromise the credibility of the institution's notable strengths in key thematic areas and its broader academic mission.
The institution's overall integrity profile reveals a duality that warrants strategic intervention. Key strengths are evident in the management of intellectual leadership (Gap between Impact of total output and the impact of output with leadership), the absence of hyperprolific authors, and the prudent use of institutional journals. These indicators suggest a healthy research culture focused on quality and sustainable impact. However, the most significant weakness is a critical alert in the Rate of Retracted Output, which stands in stark contrast to the national trend and requires urgent investigation. Areas of medium concern, such as the Rate of Multiple Affiliations and Redundant Output, also call for enhanced monitoring. According to SCImago Institutions Rankings data, the university holds strong national positions in several strategic fields, including Computer Science (ranked 4th in Ireland), Environmental Science (8th), Pharmacology, Toxicology and Pharmaceutics (8th), and Energy (9th). While the institution's specific mission was not available for this analysis, the identified risks directly challenge any mission centered on academic excellence and social responsibility. A high retraction rate, in particular, can erode public trust and undermine the perceived value of its research contributions. To safeguard its reputation and build upon its thematic strengths, it is recommended that the Technological University of the Shannon implements a targeted action plan focused on reinforcing pre-publication quality controls and authorship transparency, thereby ensuring its operational practices fully align with its commitment to research integrity.
The institution presents a Z-score of 1.062, which is notably higher than the national average of 0.431. This suggests that the university is more exposed to the risks associated with multiple affiliations than its peers within the country. While many instances are legitimate results of collaboration, the elevated rate indicates a need for closer examination. A disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping," where researchers leverage multiple affiliations to maximize perceived impact. This pattern warrants a review of institutional policies on affiliation to ensure they promote genuine collaboration and transparency.
With a Z-score of 3.310, the institution shows a critical and severe discrepancy compared to the national average of -0.156. This result is highly atypical for the national context and signals an urgent need for a deep integrity assessment. Retractions are complex, but a rate this far above the global average points to a potential systemic vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing, potentially indicating recurring malpractice or a lack of methodological rigor. This finding requires immediate qualitative verification by management to identify the root causes and protect the institution's reputation.
The institution's Z-score of -0.135, while low, is higher than the national average of -0.509, indicating an incipient vulnerability. Although the current level does not represent a significant risk, this subtle deviation from the national norm warrants monitoring. A certain level of self-citation is natural, reflecting the continuity of research lines. However, an upward trend could signal the early formation of scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. Continued observation is recommended to ensure this indicator does not escalate toward a level that might suggest endogamous impact inflation.
The institution's Z-score of -0.101 reveals a slight divergence from the national context, where the average is -0.380. This indicates that while the risk is low, the university shows faint signals of activity in this area that are largely absent across the rest of the country. Publishing in journals that are later discontinued can expose the institution to severe reputational risks, as these venues often fail to meet international ethical or quality standards. This finding suggests a need to reinforce information literacy and due diligence among researchers in selecting dissemination channels to avoid channeling resources toward 'predatory' or low-quality practices.
The institution demonstrates a Z-score of -0.782, which is significantly lower than the national average of 0.181. This result highlights a notable institutional resilience, as control mechanisms appear to effectively mitigate systemic risks related to authorship inflation that are more prevalent in the national environment. This low rate indicates that the university successfully distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby upholding standards of individual accountability and transparency in its scientific output.
With a Z-score of -1.333, the institution shows an excellent profile that is even stronger than the national average of -0.016. This low-profile consistency demonstrates that the university's scientific prestige is not dependent on external partners but is driven by its own structural capacity. The absence of a significant gap confirms that its excellence metrics result from genuine internal capabilities where the institution exercises intellectual leadership, signaling a high degree of scientific autonomy and sustainable impact that aligns perfectly with the national standard.
The institution's Z-score of -1.413 is substantially lower than the national average of -0.414, indicating a robust and consistent absence of risk signals in this area. This demonstrates a healthy institutional culture that prioritizes quality over sheer volume of publications. The lack of hyperprolific authors suggests that the university effectively avoids potential imbalances, such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record and ensuring that contributions are meaningful.
The institution's Z-score of -0.268 is identical to the national average, reflecting perfect integrity synchrony with its environment. This total alignment indicates that the university operates with maximum scientific security regarding potential conflicts of interest. By not depending on its own journals for dissemination, the institution ensures its scientific production consistently undergoes independent external peer review. This practice avoids the risk of academic endogamy and reinforces the credibility and global visibility of its research, confirming that internal channels are not used as 'fast tracks' to inflate productivity without standard competitive validation.
The institution's Z-score of 0.242 marks a moderate deviation from the national average of -0.114, suggesting the center has a greater sensitivity to this risk factor than its peers. This value serves as an alert for monitoring, as it may indicate a tendency toward data fragmentation or 'salami slicing.' This practice, where a coherent study is divided into minimal publishable units to artificially inflate productivity, can distort the scientific evidence and overburden the peer review system. A review of publication practices is advisable to ensure that research output prioritizes significant new knowledge over volume.
