| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.636 | -0.062 |
|
Retracted Output
|
-0.447 | -0.050 |
|
Institutional Self-Citation
|
-0.648 | 0.045 |
|
Discontinued Journals Output
|
-0.123 | -0.024 |
|
Hyperauthored Output
|
-1.050 | -0.721 |
|
Leadership Impact Gap
|
-0.697 | -0.809 |
|
Hyperprolific Authors
|
0.279 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.535 | -0.515 |
Qilu University of Technology presents a robust scientific integrity profile, characterized by a low overall risk score (-0.240) and exceptional performance in critical areas such as retracted output, institutional self-citation, and redundant publications. This demonstrates a strong foundational commitment to quality and ethical research practices. However, moderate risk signals in the Rate of Multiple Affiliations and the Rate of Hyperprolific Authors warrant strategic attention to ensure that institutional growth does not compromise research quality. These observations are contextualized by the university's outstanding thematic strengths, as evidenced by its SCImago Institutions Rankings, particularly in Environmental Science (ranked 75th globally), Agricultural and Biological Sciences (86th), and Chemistry (233rd). The institution's mission to cultivate "high-quality applied research talents with both ability and morality" is well-supported by its low-risk profile. Nevertheless, the identified vulnerabilities could challenge the principle of "optimizing morality," as they relate to practices that can prioritize metric performance over substantive contribution. To fully align its operational reality with its aspirational mission, the university is encouraged to develop targeted policies that address authorship and affiliation standards, thereby reinforcing its position as a leader in both scientific excellence and institutional integrity.
The institution's Z-score of 0.636 is notably higher than the national average of -0.062. This represents a moderate deviation, suggesting the university shows greater sensitivity to this particular 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. This finding calls for a closer examination of affiliation patterns to ensure they reflect genuine, substantive collaborations rather than "affiliation shopping," a practice that could dilute the institution's academic identity and accountability.
With a Z-score of -0.447, significantly below the national average of -0.050, the institution demonstrates low-profile consistency. This near-absence of risk signals aligns perfectly with the low-risk national standard in this area. Retractions can be complex, but this exceptionally low rate strongly suggests that the university's quality control mechanisms prior to publication are functioning effectively. It is a clear indicator of responsible supervision and a robust integrity culture, where methodological rigor prevents systemic errors and reinforces the credibility of its scientific contributions.
The university achieves a Z-score of -0.648, contrasting sharply with the national average of 0.045, which falls into the medium-risk category. This performance highlights a remarkable institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution's low rate demonstrates that it is avoiding the formation of scientific 'echo chambers.' This indicates that its academic influence is being validated by the broader international community rather than being artificially inflated through endogamous citation dynamics.
The institution records a Z-score of -0.123, a figure that is lower than the national average of -0.024. This reflects a prudent profile, suggesting that the university manages its publication selection processes with greater rigor than the national standard. A low rate of output in discontinued journals is a strong positive signal, indicating that the institution exercises effective due diligence in choosing dissemination channels. This protects its reputation and ensures that its scientific production is not exposed to the reputational risks associated with 'predatory' or low-quality publishing practices.
With a Z-score of -1.050, which is considerably lower than the national average of -0.721, the university exhibits a prudent profile in its authorship practices. This indicates that the institution manages this aspect with more rigor than the national standard. The low incidence of hyper-authorship suggests a strong culture of accountability where authorship is clearly defined and not diluted by 'honorary' or political inclusions. This commitment to transparency reinforces the value of individual contributions and the integrity of its collaborative research.
The institution's Z-score of -0.697 shows a slight divergence from the national average of -0.809, which is in the very low-risk category. This subtle difference suggests the university shows minor signals of risk activity that are largely absent across the country. A low gap is a positive indicator of self-sufficiency, but this value invites a strategic reflection on strengthening internal research capacity. It is an opportunity to ensure that the institution's scientific prestige becomes increasingly structural and endogenous, driven by its own intellectual leadership rather than being primarily dependent on its role in external collaborations.
The university's Z-score in this area is 0.279, which is below the national average of 0.425. This points to a differentiated management approach, where the institution is successfully moderating a risk that appears more common at the national level. However, a medium-risk score remains a point of attention. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal an imbalance between quantity and quality. This indicator serves as an alert to review for potential risks such as coercive authorship or practices that prioritize metric accumulation over the integrity of the scientific record.
With a Z-score of -0.268, far below the national average of -0.010, the institution demonstrates an exemplary low-profile consistency. The virtual absence of risk signals in this area is a testament to its commitment to external validation. By avoiding excessive dependence on its own journals, the university effectively mitigates conflicts of interest and the risk of academic endogamy. This practice ensures its research undergoes independent, competitive peer review, thereby maximizing its global visibility and credibility.
The institution's Z-score of -0.535 is almost identical to the national average of -0.515, reflecting a state of integrity synchrony. This shows a total alignment with a national environment of maximum scientific security regarding publication ethics. The very low incidence of this indicator confirms that the university prioritizes the publication of substantive, coherent studies over the practice of 'salami slicing.' This approach respects the scientific literature and the peer-review system by focusing on generating significant new knowledge rather than artificially inflating productivity metrics.
