| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.351 | 0.431 |
|
Retracted Output
|
-0.202 | -0.156 |
|
Institutional Self-Citation
|
-0.309 | -0.509 |
|
Discontinued Journals Output
|
-0.455 | -0.380 |
|
Hyperauthored Output
|
-0.407 | 0.181 |
|
Leadership Impact Gap
|
-0.494 | -0.016 |
|
Hyperprolific Authors
|
-0.512 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.163 | -0.114 |
Maynooth University presents a robust scientific integrity profile, with an overall risk score of -0.333 that indicates a performance significantly stronger than the global average. The institution demonstrates exceptional governance, particularly in its prudent management of affiliations, avoidance of predatory publishing channels, and cultivation of genuine intellectual leadership. This low-risk operational environment provides a solid foundation for its academic strengths, which, according to SCImago Institutions Rankings data, are particularly prominent in areas such as Earth and Planetary Sciences, Psychology, Arts and Humanities, and Business, Management and Accounting, where it ranks among the top five nationally. This commitment to ethical research practices directly underpins the university's mission to be "central to innovation, economic growth, social development and cultural vibrancy." By ensuring the reliability and integrity of its knowledge creation, Maynooth University reinforces its role as an essential contributor to a "free, open, equal, democratic and sustainable society," where trust in science is paramount. The university is advised to maintain its current high standards of governance, which serve as a model of institutional resilience and responsible research management.
With a Z-score of -0.351, Maynooth University displays a significantly lower rate of multiple affiliations compared to the national average of 0.431. This demonstrates strong institutional resilience, as the university’s control mechanisms appear to successfully mitigate a systemic risk observed across the country. While multiple affiliations are often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. Maynooth's prudent approach suggests that its affiliations are driven by genuine partnership rather than "affiliation shopping," thereby safeguarding the transparency and integrity of its collaborative footprint.
The university's rate of retracted output (Z-score: -0.202) is slightly more favorable than the national average (Z-score: -0.156), indicating a prudent profile in research quality assurance. This suggests that the institution manages its pre-publication validation processes with a rigor that exceeds the national standard. Although some retractions reflect responsible error correction, a high rate can signal systemic failures in quality control. Maynooth's performance points to a robust integrity culture where methodological rigor is effectively maintained, minimizing the occurrence of errors that could lead to retractions.
The university's Z-score for institutional self-citation is -0.309, which, while low, is slightly above the national average of -0.509. This subtle difference suggests an incipient vulnerability that warrants monitoring to prevent any potential escalation. A certain level of self-citation is natural, reflecting the continuity of research lines; however, disproportionately high rates can signal scientific isolation or "echo chambers." This minor signal encourages a continued focus on ensuring the institution's academic influence is validated by the global community, mitigating any risk of endogamous impact inflation driven by internal dynamics.
Maynooth University exhibits an exceptional record in avoiding discontinued journals, with a Z-score of -0.455 that is even stronger than the already low national average of -0.380. This reflects a state of total operational silence in this risk area, with an absence of signals that surpasses the national benchmark. A high proportion of output in such journals is a critical alert for reputational damage and poor due diligence. The university's outstanding performance demonstrates a clear commitment to selecting high-quality, ethical dissemination channels, effectively protecting its research from predatory practices and ensuring the responsible use of its resources.
The institution's rate of hyper-authored output (Z-score: -0.407) is markedly lower than the national average (Z-score: 0.181), showcasing a notable degree of institutional resilience. This indicates that the university's internal governance acts as an effective filter against a risk dynamic more prevalent at the national level. Outside of "Big Science" disciplines, high rates of hyper-authorship can dilute individual accountability and suggest honorary authorship. Maynooth's low score reflects a culture that prioritizes transparency and meaningful contribution, successfully distinguishing between necessary large-scale collaboration and practices that could obscure accountability.
With a Z-score of -0.494, Maynooth University demonstrates a minimal gap between its overall impact and the impact of research it leads, a figure significantly better than the national average of -0.016. This prudent profile indicates that the university's scientific prestige is built on a foundation of strong internal capacity and intellectual leadership. A wide positive gap can signal a sustainability risk where an institution's reputation is overly dependent on external partners. Maynooth's result, however, confirms that its excellence is structural and endogenous, reflecting a healthy and sustainable model of research collaboration.
The university shows a very low incidence of hyperprolific authors, with a Z-score of -0.512 that is more favorable than the national average of -0.414. This prudent profile suggests that institutional processes are managed with greater rigor than the national standard, fostering an environment that values quality over sheer quantity. While high productivity can be legitimate, extreme publication volumes can signal risks such as coercive authorship or a lack of meaningful intellectual contribution. Maynooth's performance indicates a healthy balance, reinforcing the integrity of its scientific record by prioritizing substantive research.
The university's Z-score for publications in its own journals (-0.268) is identical to the national average, demonstrating perfect integrity synchrony with its environment. This total alignment points to a shared national standard of maximum scientific security in this area. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy by bypassing independent peer review. Maynooth's very low score, consistent with the national context, confirms its commitment to external validation, ensuring its research achieves global visibility and withstands competitive scrutiny.
Maynooth University's rate of redundant output, or 'salami slicing,' is low (Z-score: -0.163) and performs better than the national average (Z-score: -0.114). This reflects a prudent profile, suggesting that the institution's research processes are managed with a rigor that exceeds the national norm. This practice, which involves fragmenting a single study into multiple publications, can artificially inflate productivity metrics and distort the scientific record. The university's controlled performance indicates a culture that prioritizes the communication of significant, coherent knowledge over the pursuit of volume.