| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.054 | -0.062 |
|
Retracted Output
|
-0.146 | -0.050 |
|
Institutional Self-Citation
|
-0.367 | 0.045 |
|
Discontinued Journals Output
|
-0.138 | -0.024 |
|
Hyperauthored Output
|
-0.566 | -0.721 |
|
Leadership Impact Gap
|
-0.537 | -0.809 |
|
Hyperprolific Authors
|
-0.858 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.652 | -0.515 |
Inner Mongolia University presents a robust scientific integrity profile, with an overall risk score of -0.285 indicating performance that is generally well-aligned with or superior to national standards. The institution's primary strengths lie in its exceptionally low rates of redundant output (salami slicing) and publication in its own journals, alongside effective mitigation of risks related to institutional self-citation and hyperprolific authors, which are more pronounced at the national level. The main area requiring strategic attention is a moderate risk in the Rate of Multiple Affiliations, which deviates from the national trend and warrants a review of institutional affiliation policies. These integrity metrics provide a solid foundation for the university's recognized thematic strengths. According to SCImago Institutions Rankings data, the university demonstrates significant national standing in key areas, most notably in Veterinary (ranked 37th in China), as well as in Arts and Humanities (136th), Economics, Econometrics and Finance (144th), and Computer Science (213th). As the institution's specific mission statement was not available for this analysis, its performance can be assessed against the universal academic mission of pursuing excellence and social responsibility. The identified risk in multiple affiliations could potentially challenge perceptions of excellence if not managed transparently, but the overall low-risk profile strongly supports a culture of integrity. To further enhance its standing, it is recommended that the university investigates the drivers of its multiple affiliation patterns while actively promoting its strong integrity record as a cornerstone of the high-quality research conducted in its leading disciplines.
The institution registers a Z-score of 0.054, which contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The university's higher value suggests a need to review its collaboration and affiliation patterns to ensure they reflect genuine scientific partnerships rather than practices that could dilute institutional accountability and reputation.
With a Z-score of -0.146, the institution demonstrates a more prudent profile compared to the national average of -0.050. This suggests that the university's internal processes are managed with greater rigor than the national standard. Retractions are complex events, and a rate significantly lower than the average points to effective quality control mechanisms prior to publication. This strong performance indicates a healthy integrity culture, where potential methodological or ethical issues are likely identified and resolved before they can lead to the ultimate sanction of retraction, thereby safeguarding the institution's scientific record.
The institution's Z-score of -0.367 stands in stark contrast to the national average of 0.045, demonstrating significant institutional resilience. This result indicates that the university's control mechanisms effectively mitigate a systemic risk that is more prevalent across the country. While a certain level of self-citation is natural, the national trend points toward a risk of 'echo chambers'. Inner Mongolia University, however, avoids this pitfall, showing that its work receives sufficient external scrutiny. This low rate confirms that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
The institution achieves a Z-score of -0.138, a more favorable result than the national average of -0.024. This prudent profile suggests that the university manages its publication processes with more rigor than the national standard. A lower-than-average presence in discontinued journals is a strong indicator of due diligence in selecting dissemination channels. It shows that the institution's researchers are effectively avoiding media that fail to meet international ethical or quality standards, thereby protecting the university from severe reputational risks and preventing the misallocation of resources to 'predatory' or low-quality practices.
The institution's Z-score for this indicator is -0.566, which, while low, is slightly higher than the national average of -0.721. This subtle difference suggests an incipient vulnerability, where the university shows minor signals that warrant review before they could potentially escalate. Although extensive author lists are legitimate in certain 'Big Science' fields, this small uptick relative to the national norm serves as a signal to ensure that authorship practices across all disciplines are transparent and that author lists are not being inflated by 'honorary' or political additions that dilute individual accountability.
The institution presents a Z-score of -0.537, a slight divergence from the national average of -0.809. This indicates that the university shows signals of risk activity that are not as prevalent in the rest of the country. A wider positive gap suggests that an institution's scientific prestige may be more dependent on external collaborations than on its own structural capacity. While the risk level is low, this value invites a strategic reflection on strengthening internal research capabilities to ensure that excellence metrics are a direct result of endogenous intellectual leadership, thus securing long-term scientific sustainability.
With a Z-score of -0.858, the institution demonstrates notable resilience against a risk that is more visible at the national level, where the average is 0.425. This performance suggests that the university's internal control mechanisms are effective in mitigating the country's systemic risks in this area. While high productivity can be legitimate, the university's low score indicates a healthy balance between quantity and quality, successfully avoiding the risks associated with extreme publication volumes, such as coercive authorship or prioritizing metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is exceptionally low, aligning with the low-risk national environment (Z-score of -0.010) but showing an even stronger commitment to external validation. This low-profile consistency, where risk signals are virtually absent, demonstrates a clear preference for publishing in channels that offer independent external peer review. By avoiding excessive dependence on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production is validated by competitive global standards and maximizing its international visibility.
The institution records a Z-score of -0.652, indicating a total operational silence on this risk indicator that is even more pronounced than the already low national average of -0.515. This exceptional result shows an absence of risk signals that goes beyond the national standard. It strongly suggests that the university fosters a research culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics. The data indicates that research is communicated in coherent, impactful studies rather than being fragmented into 'minimal publishable units,' a practice that distorts scientific evidence.