| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.317 | 0.431 |
|
Retracted Output
|
0.530 | -0.156 |
|
Institutional Self-Citation
|
-0.634 | -0.509 |
|
Discontinued Journals Output
|
-0.278 | -0.380 |
|
Hyperauthored Output
|
-0.452 | 0.181 |
|
Leadership Impact Gap
|
-1.686 | -0.016 |
|
Hyperprolific Authors
|
-1.192 | -0.414 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.091 | -0.114 |
Technological University Dublin demonstrates a robust and healthy scientific integrity profile, reflected in an overall risk score of -0.154. The institution's primary strengths lie in its structural capacity for independent research, with exceptionally low risks in the impact gap from collaborations, hyperprolific authorship, and publication in institutional journals. These results underscore a culture that prioritizes quality and internal leadership. Analysis of SCImago Institutions Rankings data highlights the university's competitive positioning within Ireland, particularly in fields such as Mathematics (ranked 6th), Earth and Planetary Sciences (7th), and Social Sciences (8th). However, a notable vulnerability exists in the Rate of Retracted Output, which deviates significantly from the national average and requires strategic attention. This specific risk directly challenges the institutional mission to "emphasise excellence in... research" and maintain "academic quality." To fully align its practices with its stated values of excellence and social contribution, the university should leverage its strong foundational integrity to implement enhanced pre-publication quality control mechanisms, thereby safeguarding its reputation and ensuring its research continues to drive progress reliably.
The institution presents a Z-score of 0.317, which is lower than the national average of 0.431. This suggests a differentiated management approach where the university successfully moderates a risk that appears more common across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. By maintaining a lower rate than its national peers, Technological University Dublin demonstrates effective governance that contains the risk of "affiliation shopping," ensuring that institutional credit is claimed with greater precision and transparency.
With a Z-score of 0.530, the institution shows a moderate deviation from the national standard, which sits at a low-risk -0.156. This discrepancy indicates that the university is more sensitive to risk factors leading to retractions than its peers. Retractions are complex events, but a rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to uphold research excellence.
The institution's Z-score of -0.634 is notably lower than the national average of -0.509, reflecting a prudent profile in its citation practices. This demonstrates that the university manages its processes with more rigor than the national standard. A certain level of self-citation is natural, but the institution's low rate indicates a strong safeguard against the risk of scientific isolation or 'echo chambers.' This prudent approach ensures that the university's academic influence is validated by broad external scrutiny from the global community rather than being oversized by internal dynamics.
The institution's Z-score of -0.278 marks a slight divergence from the country's very low-risk average of -0.380. This subtle difference indicates the emergence of risk signals that are not as apparent in the rest of the country. While the overall risk is low, this signal constitutes a minor alert regarding due diligence in selecting dissemination channels. It suggests that a small portion of scientific production may be channeled through media that do not meet international ethical or quality standards, highlighting a need to reinforce information literacy among researchers to avoid any potential reputational risks associated with 'predatory' or low-quality practices.
With a Z-score of -0.452, the institution exhibits a low-risk profile that contrasts sharply with the medium-risk national average of 0.181. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating a systemic risk present in the country. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts is a positive sign. It indicates that the university effectively prevents author list inflation, thereby upholding individual accountability and transparency in its collaborative research projects.
The institution's Z-score of -1.686 is exceptionally low and consistent with the low-risk national standard of -0.016. This absence of risk signals aligns perfectly with the national context and points to a key institutional strength. A minimal gap indicates that the university's scientific prestige is not dependent on external partners but is structural and generated from within. This result confirms that the institution's excellence metrics are a product of genuine internal capacity and that it exercises strong intellectual leadership in its research endeavors.
The institution records a Z-score of -1.192, a very low value that aligns well with the low-risk national average of -0.414. This low-profile consistency demonstrates a complete absence of risk signals in this area. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's excellent result indicates a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution's Z-score of -0.268 is identical to the national average, signifying integrity synchrony and total alignment with an environment of maximum scientific security. This demonstrates a commendable commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production bypasses internal 'fast tracks' and is instead subjected to independent, competitive peer review, reinforcing its credibility on the international stage.
With a Z-score of -0.091, the institution's risk level is statistically normal and aligns closely with the national average of -0.114. This indicates that its practices regarding publication overlap are as expected for its context and size. A high rate of redundant output can signal 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The university's normal score suggests that its research culture prioritizes the generation of significant new knowledge over the distortion of scientific evidence for metric-based gains.
