| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.507 | -0.062 |
|
Retracted Output
|
-0.728 | -0.050 |
|
Institutional Self-Citation
|
-0.734 | 0.045 |
|
Discontinued Journals Output
|
0.148 | -0.024 |
|
Hyperauthored Output
|
-1.079 | -0.721 |
|
Leadership Impact Gap
|
-0.009 | -0.809 |
|
Hyperprolific Authors
|
-0.414 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.036 | -0.515 |
Nanyang Normal University presents a robust and generally well-managed scientific integrity profile, reflected in an overall score of -0.299. The institution demonstrates significant strengths in maintaining very low to low risk levels across the majority of indicators, particularly in areas such as Rate of Retracted Output, Rate of Institutional Self-Citation, and Rate of Hyperprolific Authors, where it outperforms national averages. These results indicate effective internal governance and quality control mechanisms. However, areas requiring strategic attention have been identified, specifically a medium risk in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which deviate from the national trend. Thematically, the university showcases strong positioning in several key areas according to SCImago Institutions Rankings data, including Environmental Science, Veterinary, and Agricultural and Biological Sciences. While the institution's specific mission was not available for this analysis, the identified risks—particularly those related to publication channel selection and affiliation strategies—could challenge the universal academic principles of transparency, quality, and responsible research. Addressing these vulnerabilities will be crucial to ensuring that its operational practices fully align with a commitment to excellence and social responsibility. By focusing on enhancing researcher literacy regarding publication ethics and clarifying affiliation policies, Nanyang Normal University can solidify its already strong foundation and further enhance its scientific reputation.
The institution presents a Z-score of 0.507, which contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This divergence from the national standard warrants a review of affiliation patterns to ensure they reflect genuine scientific partnerships rather than "affiliation shopping," thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.728, the institution demonstrates an exceptionally low rate of retractions, performing significantly better than the already low national average of -0.050. This low-profile consistency, where the absence of risk signals aligns with and even surpasses the national standard, is a strong indicator of effective pre-publication quality control. Retractions can stem from honest errors or misconduct, and a rate this low suggests that the institution's supervision and methodological rigor are succeeding in preventing the systemic failures that often lead to such events, reinforcing its culture of integrity.
The institution's Z-score of -0.734 is firmly in the low-risk category, showcasing notable resilience when compared to the national average of 0.045, which indicates a medium-level systemic risk. This performance suggests that the university's internal control mechanisms are effectively mitigating the trend of academic endogamy observed elsewhere in the country. By avoiding disproportionately high rates of self-citation, the institution prevents the formation of scientific 'echo chambers' and ensures its academic influence is validated by the global community rather than being inflated by internal dynamics.
A Z-score of 0.148 places the institution at a medium risk level, a moderate deviation from the low-risk national average of -0.024. This suggests the university is more sensitive than its peers to the risk of publishing in questionable venues. A high proportion of output in journals that fail to meet international ethical or quality standards is a critical alert regarding due diligence in dissemination. This finding points to an urgent need for enhanced information literacy among researchers to avoid channeling valuable scientific work into 'predatory' outlets, which poses a severe reputational risk and represents a waste of resources.
The institution maintains a Z-score of -1.079, indicating a prudent profile that is even more rigorous than the national standard of -0.721. Both scores are in the low-risk category, but the university's stronger performance suggests its processes for managing authorship are particularly robust. This control helps to avoid the risk of author list inflation, which can dilute individual accountability. The data indicates that the institution effectively distinguishes between necessary massive collaboration and 'honorary' authorship practices, thereby preserving transparency in its research contributions.
The institution's Z-score of -0.009 represents a slight divergence from the national benchmark of -0.809. While the university's risk level is low, it shows signals of a dependency on external collaboration for impact that are not as prevalent in the rest of the country. A wide gap can suggest that scientific prestige is more exogenous than structural. This finding invites a strategic reflection on whether the institution's excellence metrics are a result of its own internal capacity and intellectual leadership or are more reliant on its positioning within collaborations led by others.
With a Z-score of -0.414, the institution demonstrates institutional resilience, maintaining a low-risk profile in an area where the country shows a medium-level risk (0.425). This indicates that its control mechanisms are successfully mitigating a systemic national trend. By curbing extreme individual publication volumes, the university avoids potential imbalances between quantity and quality. This helps to prevent risks such as coercive authorship or the assignment of credit without meaningful participation, thereby protecting the integrity of its scientific record from dynamics that prioritize metrics over substance.
The institution's Z-score of -0.268 is in the very low-risk category, showing a strong alignment with best practices and outperforming the low-risk national average of -0.010. This near-absence of risk signals demonstrates a clear commitment to external, independent validation. By not relying on in-house journals, the university effectively avoids potential conflicts of interest and academic endogamy. This practice ensures that its scientific production bypasses internal 'fast tracks' and is instead subjected to standard competitive peer review, enhancing its global visibility and credibility.
The institution's Z-score of -0.036, while low, marks a slight divergence from the national average of -0.515, which is in the very low-risk category. This indicates the presence of minor risk signals that are not apparent in the broader national context. A higher rate of bibliographic overlap between publications can be an alert for 'salami slicing,' the practice of fragmenting a single study into multiple minimal units to artificially inflate productivity. While not currently a significant issue, this signal warrants monitoring to ensure research contributions remain substantial and do not distort the scientific evidence base.
