| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.001 | -0.062 |
|
Retracted Output
|
-0.400 | -0.050 |
|
Institutional Self-Citation
|
-0.190 | 0.045 |
|
Discontinued Journals Output
|
0.248 | -0.024 |
|
Hyperauthored Output
|
-1.131 | -0.721 |
|
Leadership Impact Gap
|
-0.401 | -0.809 |
|
Hyperprolific Authors
|
-0.762 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.175 | -0.515 |
Inner Mongolia Normal University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.268. The institution exhibits significant strengths in maintaining very low-risk levels for Retracted Output, Hyper-Authored Output, and Output in Institutional Journals, indicating strong pre-publication controls and a commitment to external validation. However, a notable vulnerability emerges in the Rate of Output in Discontinued Journals, which presents a medium risk and deviates from the national trend. This area requires strategic attention to protect the institution's reputation. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Psychology, Earth and Planetary Sciences, Energy, and Social Sciences. While the institution's specific mission was not available for this analysis, the identified risk of publishing in low-quality journals could undermine any strategic goal centered on academic excellence and global impact, potentially devaluing the high-quality research produced in its leading disciplines. We recommend implementing enhanced training and due diligence protocols for journal selection to address this specific vulnerability, thereby solidifying the university's otherwise commendable and secure research environment.
The institution presents a Z-score of -0.001, a value situated within the low-risk spectrum but slightly above the national average of -0.062. This minimal elevation suggests an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight divergence from the national norm indicates a need to ensure that all affiliations are substantive and not indicative of early-stage "affiliation shopping" practices designed to strategically inflate institutional credit. Monitoring this trend will help maintain transparency in collaborative attributions.
With an exceptionally low Z-score of -0.400, the institution demonstrates a stronger performance than the already low-risk national average of -0.050. This absence of risk signals aligns perfectly with a context of high scientific standards. Such a result indicates that the university's quality control mechanisms prior to publication are not only effective but exemplary. This performance suggests a robust integrity culture that systemically prevents the types of methodological failures or recurring malpractice that would lead to a higher retraction rate, reflecting a deep commitment to the responsible correction and preservation of the scientific record.
The university demonstrates notable institutional resilience with a low-risk Z-score of -0.190, contrasting sharply with the medium-risk national average of 0.045. This indicates that the institution's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. By maintaining a low rate of self-citation, the university successfully avoids the creation of scientific 'echo chambers' and the associated risk of endogamous impact inflation. This practice ensures that its academic influence is validated by the broader international community rather than being disproportionately sustained by internal dynamics.
A moderate deviation from the national standard is observed in this indicator, with the institution registering a medium-risk Z-score of 0.248 compared to the country's low-risk average of -0.024. This suggests the institution has a greater sensitivity to this particular risk factor than its peers. This finding constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A score at this level indicates that a significant portion of scientific production may be channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-integrity publishing practices.
The institution shows an exemplary profile with a Z-score of -1.131, indicating a very low risk that is significantly below the country's low-risk average of -0.721. This lack of risk signals is consistent with a national environment that already manages this issue well, but the university's performance is even stronger. This result points to a culture of transparency and accountability in authorship. It suggests the institution effectively distinguishes between necessary massive collaboration in "Big Science" and problematic practices like 'honorary' or political authorship, thereby ensuring that author lists accurately reflect meaningful contributions and individual responsibility is not diluted.
A slight divergence is noted, as the institution's low-risk Z-score of -0.401 indicates a minor signal of risk activity that is not apparent in the country's very low-risk average of -0.809. This suggests that while the institution's overall impact is solid, its scientific prestige may be slightly more dependent on external collaborations where it does not hold a leadership role. While this is a common pattern for developing institutions, the gap invites a strategic reflection on whether its excellence metrics are derived from genuine internal capacity or from strategic positioning in collaborations where intellectual leadership is primarily exercised by partners. Strengthening home-led research impact would enhance its long-term scientific sustainability.
The university displays strong institutional resilience, maintaining a low-risk Z-score of -0.762 in a national context that shows a medium-risk average of 0.425. This suggests that internal control mechanisms are effectively mitigating a systemic risk. By curbing the presence of extreme individual publication volumes, the institution actively manages the potential for imbalances between quantity and quality. This prudent approach helps prevent risks such as coercive authorship or the assignment of credit without real participation, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a very low Z-score of -0.268, the institution demonstrates an outstanding commitment to external validation, performing better than the low-risk national average of -0.010. This near-total absence of risk signals is a clear indicator of good governance. By avoiding dependence on its own journals, the university effectively sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent, external peer review, maximizing global visibility and confirming that internal channels are not used as 'fast tracks' to inflate publication records without standard competitive validation.
The institution's low-risk Z-score of -0.175 marks a slight divergence from the country's very low-risk environment, where the average is -0.515. This indicates the presence of minor risk signals that are not characteristic of the national landscape. While the risk level is contained, this signal suggests a need for vigilance against the practice of fragmenting coherent studies into 'minimal publishable units' to artificially inflate productivity. It serves as a constructive alert to reinforce policies that prioritize the publication of significant, integral new knowledge over strategies that could distort the scientific evidence base and overburden the peer review system.
