| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.585 | -0.062 |
|
Retracted Output
|
10.861 | -0.050 |
|
Institutional Self-Citation
|
-0.475 | 0.045 |
|
Discontinued Journals Output
|
0.483 | -0.024 |
|
Hyperauthored Output
|
-1.314 | -0.721 |
|
Leadership Impact Gap
|
1.612 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.294 | -0.515 |
Qilu Institute of Technology presents a complex integrity profile, with an overall score of 3.222 indicating a medium-to-significant level of aggregate risk that requires strategic attention. The institution demonstrates notable strengths and robust governance in several key areas, including a very low incidence of hyper-authored output, hyperprolific authors, and publication in its own journals. These positive indicators suggest a solid foundation of responsible authorship and dissemination practices. However, these strengths are overshadowed by critical vulnerabilities, most notably a significant-risk Z-score in retracted publications, which demands immediate investigation. This is compounded by medium-risk signals in multiple affiliations, output in discontinued journals, and a dependency on external collaborations for impact. According to SCImago Institutions Rankings data, the Institute has developed strong thematic capabilities, particularly in Environmental Science, Engineering, and Computer Science. While the institution's specific mission was not available for this analysis, the identified risks, especially the high rate of retractions, directly challenge the universal academic values of excellence, rigor, and social responsibility. Such integrity flags can undermine the credibility of its scientific contributions and the reputation of its strongest research areas. It is recommended that the Institute leverage its areas of good governance to develop targeted interventions, focusing on enhancing pre-publication quality control and reinforcing due diligence in collaboration and publication channel selection, thereby aligning its operational practices with its academic ambitions.
The institution exhibits a Z-score of 0.585, a medium-risk value that moderately deviates from the national low-risk average of -0.062. This suggests the Institute shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher-than-average rate at the Institute warrants a review. It is crucial to ensure that these affiliations reflect genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could distort the perception of the institution's collaborative footprint.
With a Z-score of 10.861, the institution displays a significant-risk profile that represents a severe discrepancy from the national low-risk average of -0.050. This alarmingly high value is an atypical signal that requires an urgent and deep integrity assessment. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. This indicator moves beyond isolated cases of honest error and alerts to a critical vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that necessitates immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.475 places it in the low-risk category, demonstrating institutional resilience when compared to the country's medium-risk average of 0.045. This positive result indicates that the Institute's control mechanisms are effectively mitigating the systemic risks of academic insularity observed nationally. A certain level of self-citation is natural, but the institution successfully avoids disproportionately high rates that can signal 'echo chambers.' This low score suggests the institution's academic influence is validated through sufficient external scrutiny and global community recognition, rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 0.483 reflects a medium risk, a moderate deviation from the national low-risk average of -0.024. This indicates the Institute is more sensitive than its peers to the risk of publishing in substandard venues. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the institution's scientific production is being channeled through media that do not meet international ethical or quality standards, exposing it to severe reputational risks and highlighting an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.314, the institution demonstrates a very low-risk profile, showing strong alignment with and even exceeding the country's low-risk standard of -0.721. This low-profile consistency is a clear strength, indicating the absence of risk signals in this area. The data suggests that authorship practices at the institution are well-governed, effectively distinguishing between necessary massive collaboration in "Big Science" and problematic author list inflation. This fosters a culture of transparency and individual accountability, reinforcing the integrity of its research contributions.
The institution's Z-score of 1.612 signifies a medium risk, creating a monitoring alert due to its unusual level compared to the national very low-risk standard of -0.809. This wide positive gap—where overall impact is significantly higher than the impact of research led by the institution—signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk category, a clear example of preventive isolation from the risk dynamics observed at the national level, where the average is a medium-risk 0.425. This result is a testament to strong internal governance. While high productivity can be legitimate, the institution effectively avoids the extreme publication volumes that challenge the limits of meaningful intellectual contribution. This low score indicates a healthy balance between quantity and quality, mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution registers a very low risk, demonstrating a low-profile consistency that aligns with the country's low-risk average of -0.010. This is a positive indicator of the institution's dissemination strategy. By not relying excessively on its own journals, the institution avoids potential conflicts of interest and the risk of academic endogamy where production might bypass independent external peer review. This practice enhances the global visibility and credibility of its research, ensuring its work is validated through standard competitive channels.
The institution's Z-score of -0.294 indicates a low risk, but it also represents a slight divergence from the national context, where the average of -0.515 is in the very low-risk category. This suggests the center is beginning to show signals of risk activity that are not apparent in the rest of the country. While the current level is not alarming, it warrants monitoring. The data points to a potential emerging practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' Continued vigilance is needed to ensure that the focus remains on publishing significant new knowledge rather than on volume.
