| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.354 | 1.166 |
|
Retracted Output
|
-0.099 | 0.051 |
|
Institutional Self-Citation
|
-0.368 | -0.204 |
|
Discontinued Journals Output
|
-0.169 | -0.165 |
|
Hyperauthored Output
|
-0.577 | -0.671 |
|
Leadership Impact Gap
|
0.356 | -0.559 |
|
Hyperprolific Authors
|
-1.189 | 0.005 |
|
Institutional Journal Output
|
3.450 | -0.075 |
|
Redundant Output
|
-0.438 | -0.176 |
National Taiwan Normal University demonstrates a robust scientific integrity profile, with an overall risk score of 0.076 indicating a very low level of systemic vulnerability. The institution's primary strengths lie in its exceptional control over authorship practices, particularly a very low rate of hyperprolific authors, and its effective mitigation of risks that are more prevalent at the national level, such as multiple affiliations and retracted publications. These positive signals are complemented by strong performance in SCImago Institutions Rankings, where the University holds top-tier national positions in key thematic areas including Psychology (2nd), Social Sciences (2nd), Dentistry (4th), and Arts and Humanities (5th). However, two areas require strategic attention: a medium-risk gap in impact between its overall output and that led by its own researchers, and a similarly medium-risk rate of publication in its own institutional journals. While the University's specific mission statement was not available for this analysis, these identified vulnerabilities could challenge the universal academic goals of achieving self-sustained research excellence and ensuring objective, externally validated contributions. Addressing these points will be crucial to fully align its operational practices with its evident thematic leadership and commitment to social responsibility.
The University shows a Z-score of -0.354, contrasting sharply with the national average of 1.166. This demonstrates significant institutional resilience, as the control mechanisms in place appear to successfully mitigate systemic risks that are more common across the country. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The University’s low score indicates that it effectively avoids such "affiliation shopping" practices, maintaining a clear and transparent representation of its research contributions and collaborations, a practice that sets a higher standard than the national context.
With a Z-score of -0.099 compared to the national average of 0.051, the University again displays strong institutional resilience against broader trends. This suggests that its internal quality control mechanisms are more effective than the national standard in preventing the systemic failures that can lead to retractions. Retractions are complex events, but a rate significantly lower than the environment's average points to a robust integrity culture. This performance indicates that the institution's pre-publication review and methodological rigor are functioning well, safeguarding its reputation and ensuring the reliability of its scientific record.
The University’s Z-score of -0.368 is notably lower than the national average of -0.204, reflecting a prudent profile in its citation practices. This indicates that the institution manages its processes with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the University’s particularly low rate demonstrates a healthy reliance on external validation, successfully avoiding the 'echo chambers' where an institution might validate its own work without sufficient scrutiny. This commitment to external engagement ensures its academic influence is driven by global community recognition rather than internal dynamics.
The institution's Z-score of -0.169 is statistically normal and aligns closely with the national average of -0.165. This indicates that the risk level is as expected for its context, showing a consistent and effective approach to selecting publication venues. A high proportion of output in discontinued journals would constitute a critical alert regarding due diligence, suggesting a failure to avoid 'predatory' or low-quality media. The University's low and stable score confirms that its researchers are exercising appropriate care in choosing reputable channels, thereby protecting the institution from reputational risk and ensuring research is disseminated through credible platforms.
The University's Z-score of -0.577, while low, is slightly higher than the national average of -0.671, signaling a potential incipient vulnerability. Although the risk is minimal, this subtle difference suggests that the institution shows signals that warrant review before they escalate. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. This minor signal serves as a prompt to ensure that authorship practices remain transparent and that all listed authors meet the criteria for meaningful contribution, thereby distinguishing legitimate collaboration from 'honorary' authorship.
A moderate deviation is observed in this indicator, with the University's Z-score at 0.356 while the national average is -0.559. This suggests the institution shows a greater sensitivity to this risk factor than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The current score suggests that the University's scientific prestige may be more dependent on collaborations where it does not exercise primary intellectual leadership. This invites strategic reflection on how to build more structural, endogenous capacity to ensure its long-term excellence is self-sustained rather than reliant on an exogenous role in partnerships.
The University exhibits an outstanding Z-score of -1.189, in stark contrast to the national medium-risk average of 0.005. This demonstrates a case of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The University's exceptionally low score indicates a strong institutional culture that prioritizes substantive scientific work over sheer metrics, effectively preventing risks such as coercive authorship or the assignment of credit without real participation.
The University's Z-score of 3.450 represents a moderate deviation from the national average of -0.075, indicating a greater sensitivity to this risk factor than its peers. In-house journals can be valuable for training, but excessive dependence on them raises conflict-of-interest concerns. This high score warns of a potential risk of academic endogamy, where scientific production might bypass independent external peer review. This could limit the global visibility of its research and may suggest the use of internal channels as 'fast tracks' to inflate publication records without the standard competitive validation required by the international scientific community.
With a Z-score of -0.438, which is significantly lower than the national average of -0.176, the University demonstrates a prudent profile in managing its publication strategy. This suggests its processes are managed with more rigor than the national standard. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The University’s very low score indicates a strong commitment to publishing coherent, significant studies, thereby avoiding practices that distort the scientific record and prioritize volume over the generation of new knowledge.