National Taipei University of Education

Region/Country

Asiatic Region
Taiwan
Universities and research institutions

Overall

-0.501

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.359 1.166
Retracted Output
-0.306 0.051
Institutional Self-Citation
-1.028 -0.204
Discontinued Journals Output
-0.351 -0.165
Hyperauthored Output
-1.265 -0.671
Leadership Impact Gap
-0.648 -0.559
Hyperprolific Authors
-1.413 0.005
Institutional Journal Output
-0.268 -0.075
Redundant Output
-1.186 -0.176
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The National Taipei University of Education demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.501 that indicates robust governance and a commitment to high-quality research practices. The institution's performance is characterized by a widespread absence of risk signals across most indicators, particularly in areas such as Institutional Self-Citation, Hyperprolific Authorship, and Redundant Output, where it significantly outperforms the national average. The only area showing moderate activity, the Rate of Multiple Affiliations, is still managed more effectively than the national trend, suggesting differentiated and successful internal policies. This foundation of integrity provides a credible basis for the university's recognized thematic strengths, particularly in Social Sciences, Psychology, and Business, Management and Accounting, as highlighted by SCImago Institutions Rankings data. While the specific institutional mission was not provided for this analysis, this outstandingly low-risk profile inherently supports any strategic vision centered on academic excellence, ethical leadership, and social responsibility, ensuring that its contributions are both impactful and trustworthy. The university is advised to leverage this exemplary integrity record as a key differentiator and continue its diligent oversight to maintain this position of leadership.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The university's Z-score for this indicator is 0.359, which, while indicating a medium risk level, is notably lower than the national average of 1.166. This suggests a pattern of differentiated management where the institution successfully moderates a risk that is more pronounced across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's ability to maintain a lower rate than its peers indicates effective policies that likely discourage strategic attempts to inflate institutional credit or engage in “affiliation shopping,” practices that may be more common in the national environment.

Rate of Retracted Output

With a Z-score of -0.306, the university maintains a low rate of retracted publications, contrasting sharply with the moderate risk level seen nationally (Z-score: 0.051). This performance demonstrates strong institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks present in the broader scientific landscape. A low retraction rate is a positive sign that quality control mechanisms prior to publication are robust, preventing the kind of systemic failures, recurring malpractice, or lack of methodological rigor that a higher rate would imply, thereby safeguarding the institution's reputation and the integrity of its research record.

Rate of Institutional Self-Citation

The university shows an exceptionally low rate of institutional self-citation, with a Z-score of -1.028, far below the already low national average of -0.204. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even exceeds the national standard for integrity. A certain level of self-citation is natural, but this extremely low value confirms the institution avoids concerning scientific isolation or 'echo chambers.' It is a clear indicator that the university's academic influence is built on broad recognition from the global community rather than being inflated by endogamous or internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.351 reflects a very low rate of publication in discontinued journals, performing better than the national average (Z-score: -0.165), which sits at a low risk level. This result indicates a low-profile consistency, where the university's practices align with a national environment of responsible publication choices. This strong performance suggests that institutional researchers exercise excellent due diligence in selecting dissemination channels, effectively avoiding predatory or low-quality journals and thereby protecting the university from reputational damage and ensuring research resources are invested wisely.

Rate of Hyper-Authored Output

With a Z-score of -1.265, the university has a very low incidence of hyper-authored publications, significantly below the national average of -0.671. This demonstrates low-profile consistency, where the institution's clean record aligns with the expected standards of a low-risk national environment. This result indicates that, outside of legitimate "Big Science" contexts, the university's research culture promotes transparency and accountability in authorship, successfully avoiding practices like author list inflation or the inclusion of 'honorary' authors that can dilute individual responsibility.

Gap between Impact of total output and the impact of output with leadership

The university exhibits a Z-score of -0.648 in this indicator, compared to the national average of -0.559. Both scores are in the low-risk category, but the university's more negative score points to a prudent profile, suggesting it manages its collaborative processes with slightly more rigor than the national standard. This indicates a healthy balance where the institution's scientific prestige is not overly dependent on external partners. The impact of its research is strongly linked to work where its own researchers exercise intellectual leadership, signaling a sustainable and structural internal capacity for generating high-quality science.

Rate of Hyperprolific Authors

The university's Z-score of -1.413 is in the very low-risk category, starkly contrasting with the medium-risk national average of 0.005. This signifies a state of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. The near-total absence of hyperprolific authors—those with publication volumes challenging the limits of meaningful intellectual contribution—suggests a strong institutional culture that prioritizes quality over sheer quantity. This effectively prevents risks such as coercive authorship or the assignment of credit without real participation, reinforcing the integrity of its scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the university has a very low rate of publication in its own journals, well below the national average of -0.075. This finding represents low-profile consistency, as the institution's lack of risk signals is in harmony with the low-risk national standard. This practice demonstrates a commitment to external validation and global visibility, as it avoids potential conflicts of interest or academic endogamy where production might bypass independent peer review. By favoring external channels, the university ensures its research is subject to standard competitive validation, strengthening its international standing.

Rate of Redundant Output

The university demonstrates a very low rate of redundant output, with a Z-score of -1.186, which is significantly better than the national average of -0.176. This is a clear case of low-profile consistency, where the institution's excellent practices align with a national context that already shows low risk. The data strongly suggests that the university's research culture discourages data fragmentation or 'salami slicing'—the practice of dividing studies into minimal publishable units to inflate productivity. This commitment to publishing significant, coherent findings contributes positively to the scientific record and avoids overburdening the peer-review system.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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