| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.048 | -0.062 |
|
Retracted Output
|
0.990 | -0.050 |
|
Institutional Self-Citation
|
-1.919 | 0.045 |
|
Discontinued Journals Output
|
0.565 | -0.024 |
|
Hyperauthored Output
|
-1.336 | -0.721 |
|
Leadership Impact Gap
|
-0.099 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.794 | -0.515 |
Shandong Institute of Commerce and Technology presents a dualistic integrity profile, characterized by areas of exceptional governance alongside specific, high-impact vulnerabilities. While the institution demonstrates robust control over risks such as institutional self-citation, hyper-prolific authorship, and multiple affiliations—often outperforming national standards—it faces critical challenges in its publication practices. The significant risk associated with retracted output, coupled with medium-risk levels for publishing in discontinued journals and redundant publications, requires immediate strategic attention. These weaknesses stand in contrast to the institution's recognized thematic strengths, particularly in Computer Science and Mathematics as per SCImago Institutions Rankings data. Although a specific mission statement was not available for analysis, these integrity risks directly threaten the core principles of academic excellence and social responsibility inherent to any higher education institution. To safeguard its reputation and the validity of its research, it is recommended that the Institute leverage its strong governance in low-risk areas to develop and implement targeted interventions, focusing on enhancing pre-publication quality control and ethical dissemination practices.
The institution's Z-score of -1.048, compared to the national average of -0.062, reflects a state of low-profile consistency. This demonstrates an exceptionally low rate of multiple affiliations, positioning the institution as even more conservative than the national standard. This absence of risk signals suggests that its collaborative and affiliation practices are well-governed and do not show any signs of being used strategically to inflate institutional credit, aligning perfectly with an environment of maximum scientific security.
A severe discrepancy exists between the institution's Z-score of 0.990 and the country's score of -0.050. This risk activity is highly atypical for the national context and requires a deep integrity assessment. Retractions are complex, but a rate significantly higher than the global average serves as a critical alert to a vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that demands immediate qualitative verification by management.
With a Z-score of -1.919 against a national average of 0.045, the institution demonstrates a form of preventive isolation. It successfully avoids the risk dynamics observed in its environment, where self-citation is a moderate concern. A certain level of self-citation is natural, but the institution's exceptionally low rate signals a healthy reliance on external scrutiny rather than internal 'echo chambers'. This practice suggests that its academic influence is built on broad community recognition, not on endogamous impact inflation.
The institution's Z-score of 0.565 marks a moderate deviation from the country's low-risk average of -0.024, indicating a greater sensitivity to this risk factor than its peers. This medium-risk score constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' practices.
The institution's Z-score of -1.336, compared to the national Z-score of -0.721, shows a low-profile consistency. The absence of risk signals in this area, even when compared to the country's low-risk profile, indicates that authorship practices are well-managed. This suggests a clear distinction between necessary massive collaboration and 'honorary' or political authorship, ensuring that author lists appropriately reflect individual accountability and transparency.
A slight divergence is noted with the institution's Z-score of -0.099, which signals a low level of risk activity not apparent in the rest of the country (Z-score: -0.809). While it is common for institutions to rely on external partners, this gap suggests that the institution's scientific prestige may be more dependent on collaborations where it does not exercise intellectual leadership. This finding invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in partnerships, signaling a potential risk to the sustainability of its impact.
The institution's Z-score of -1.413 contrasts sharply with the country's medium-risk score of 0.425, indicating a successful preventive isolation from national trends. The institution does not replicate the risk dynamics observed in its environment. This very low indicator suggests a healthy balance between quantity and quality, with no evidence of the extreme individual publication volumes that can point to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over scientific record integrity.
With a Z-score of -0.268, well below the national average of -0.010, the institution demonstrates low-profile consistency and a conservative approach to in-house publishing. This practice effectively mitigates the conflicts of interest and academic endogamy that can arise when an institution acts as both judge and party. By avoiding excessive dependence on its own journals, the institution ensures its scientific production undergoes independent external peer review, thereby strengthening its global visibility and credibility.
This indicator triggers a monitoring alert, as the institution's medium-risk Z-score of 0.794 is an unusual finding within a national context of very low risk (Z-score: -0.515). This score alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing'. Such an approach distorts the available scientific evidence and overburdens the review system, prioritizing volume over the generation of significant new knowledge, and requires a review of its causes.
