| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.061 | -0.062 |
|
Retracted Output
|
0.483 | -0.050 |
|
Institutional Self-Citation
|
-1.446 | 0.045 |
|
Discontinued Journals Output
|
2.235 | -0.024 |
|
Hyperauthored Output
|
-0.347 | -0.721 |
|
Leadership Impact Gap
|
-0.484 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.135 | -0.515 |
Shandong Management University presents a profile of controlled and emerging scientific activity, characterized by a commendable overall integrity score of 0.297. The institution demonstrates significant strengths in maintaining academic independence and ethical authorship practices, with very low risk signals in Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals. These areas of excellence suggest a robust internal culture that resists endogamy and promotes responsible contribution. However, this positive landscape is contrasted by medium-risk vulnerabilities in the Rate of Retracted Output and the Rate of Output in Discontinued Journals, which require strategic attention to safeguard the quality and reputation of its research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Economics, Econometrics and Finance; Energy; Computer Science; and Engineering. While the institution's specific mission was not localized for this report, any commitment to academic excellence and social responsibility is directly threatened by risks that compromise the quality and validity of its publications. By proactively addressing the identified vulnerabilities in pre-publication quality control and journal selection, Shandong Management University can ensure its notable contributions in its key fields are built upon a foundation of unimpeachable integrity, fully aligning its operational practices with its strategic ambitions.
The institution's Z-score of -0.061 for the Rate of Multiple Affiliations is statistically aligned with the national average of -0.062, indicating a risk level that is normal and expected for its context. This synchrony suggests that the university's patterns of collaboration and researcher mobility are consistent with national standards. While multiple affiliations can sometimes be used to inflate institutional credit, the current data does not suggest any anomalous activity, reflecting a standard and legitimate engagement in partnerships and academic networks.
With a Z-score of 0.483, the institution shows a moderate deviation from the national average of -0.050, suggesting a greater sensitivity to this risk factor compared to its national peers. Retractions are complex events, and while some signify responsible supervision through the correction of honest errors, a rate significantly higher than the norm suggests that quality control mechanisms prior to publication may be failing systemically. This value alerts to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
Shandong Management University demonstrates a clear preventive isolation from national trends with an exceptionally low Z-score of -1.446, in stark contrast to the medium-risk national average of 0.045. This result indicates that the institution does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the university's very low rate confirms that its work is validated by broad external scrutiny rather than within an 'echo chamber.' This effectively mitigates any risk of endogamous impact inflation, ensuring its academic influence is a reflection of genuine recognition by the global community.
The institution's Z-score of 2.235 marks a moderate deviation from the national average of -0.024, revealing a greater sensitivity to risk factors associated with publication channels. This high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination media. It indicates that a significant portion of scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -0.347, while still in the low-risk category, points to an incipient vulnerability when compared to the national average of -0.721. This suggests that while the university's practices are generally sound, it shows slightly more activity in this area than its peers, warranting a review before it escalates. Outside of 'Big Science' contexts where extensive author lists are legitimate, a rising score can indicate author list inflation, which dilutes individual accountability. This signal invites a closer look to distinguish between necessary massive collaboration and potentially problematic 'honorary' authorship practices.
A slight divergence is noted in this indicator, with the institution's Z-score at -0.484 compared to the country's very low-risk score of -0.809. This shows signals of risk activity that are not as prevalent in the rest of the country. A positive gap can signal a sustainability risk where scientific prestige is dependent on external partners rather than internal capacity. The institution's score, while low, suggests a minor tendency towards this dependency, inviting reflection on whether its excellence metrics result from genuine internal capacity or strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The university demonstrates a strong position of preventive isolation, with a Z-score of -1.413 that is significantly lower than the medium-risk national average of 0.425. This indicates the institution does not replicate the risk dynamics concerning hyperprolificacy observed elsewhere in the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or 'salami slicing.' The institution's very low score in this area is a positive sign of a healthy research culture that prioritizes the integrity of the scientific record over sheer volume.
With a Z-score of -0.268, the institution exhibits a low-profile consistency, as its absence of risk signals aligns well with the low-risk national standard (Z-score: -0.010). This indicates that the university avoids excessive dependence on its own publication channels. While in-house journals can be valuable for local dissemination, a high rate can raise conflicts of interest and suggest academic endogamy. The university's very low score confirms that its scientific production is overwhelmingly subjected to independent external peer review, reinforcing its global visibility and competitive validation.
The institution's Z-score of -0.135 indicates a slight divergence from the national context, which shows a very low-risk average of -0.515. This suggests the center is beginning to show signals of risk activity that are not apparent in the rest of the country. A high value in this indicator can alert to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' While the institution's risk level is currently low, this early signal warrants attention to ensure research practices continue to prioritize significant new knowledge over publication volume.
