| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.208 | 0.084 |
|
Retracted Output
|
-0.165 | -0.212 |
|
Institutional Self-Citation
|
-0.483 | -0.061 |
|
Discontinued Journals Output
|
-0.545 | -0.455 |
|
Hyperauthored Output
|
-0.738 | 0.994 |
|
Leadership Impact Gap
|
0.013 | 0.275 |
|
Hyperprolific Authors
|
-1.413 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
0.098 | 0.514 |
Hochschule RheinMain demonstrates a robust scientific integrity profile, with an overall risk score of -0.503 indicating a performance significantly stronger than the global average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship, multiple affiliations, and publication in discontinued or institutional journals, effectively isolating it from several risk factors prevalent at the national level. While moderate risk signals are present in the areas of redundant output and the gap between overall impact and the impact of institution-led research, these are managed with greater control than the national average. This strong integrity framework supports the institution's academic excellence, particularly in key areas such as Computer Science, where it holds a notable position within Germany according to SCImago Institutions Rankings data. Although a specific mission statement was not provided for this analysis, the institution's low-risk profile aligns perfectly with the universal academic mandate for excellence, ethical conduct, and social responsibility. To build upon this solid foundation, it is recommended that the institution focuses on refining its strategies to further reduce output redundancy and strengthen its intellectual leadership, thereby ensuring its reputation for integrity and quality remains unassailable.
The institution exhibits a Z-score of -1.208, a figure that indicates a very low risk level, especially when contrasted with the national average of 0.084. This demonstrates a clear case of preventive isolation, where the center does not replicate the risk dynamics observed in its environment. While multiple affiliations can be legitimate, the institution’s extremely low rate suggests strong internal governance that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” a practice that appears to be a more significant factor across the country.
With a Z-score of -0.165, the institution's rate of retractions is low, though slightly above the national average of -0.212. This subtle difference points to an incipient vulnerability that warrants review. Although retractions can signify responsible supervision and the honest correction of errors, a rate that is even marginally higher than its peers suggests that pre-publication quality control mechanisms could be reinforced to prevent any potential for systemic failure or recurring malpractice from developing.
The institution maintains a Z-score of -0.483, which is significantly lower than the national average of -0.061. This reflects a prudent profile, indicating that the center manages its processes with more rigor than the national standard. A certain level of self-citation is natural, but the institution’s very low rate demonstrates a healthy integration with the global scientific community, successfully avoiding the creation of scientific 'echo chambers.' This ensures its academic influence is validated by broad external scrutiny rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.545 is exceptionally low, performing even better than the already low national average of -0.455. This signals a state of total operational silence regarding this risk. It indicates that the institution’s researchers exercise outstanding due diligence in selecting dissemination channels, almost entirely avoiding media that fail to meet international ethical or quality standards. This practice safeguards the institution from severe reputational risks and demonstrates a highly effective information literacy culture that prevents the waste of resources on 'predatory' or low-quality publications.
With a Z-score of -0.738, the institution shows a low rate of hyper-authorship, which contrasts sharply with the medium-risk national average of 0.994. This suggests a high degree of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks present in the country. By maintaining this low rate, the institution effectively distinguishes between necessary massive collaboration and problematic 'honorary' authorship practices, thereby upholding individual accountability and transparency in its research output.
The institution presents a Z-score of 0.013, which, while indicating a medium risk, is substantially lower than the national average of 0.275. This reflects a differentiated management approach, where the center effectively moderates a risk that appears more common across the country. The smaller gap suggests that the institution's scientific prestige is less dependent on external partners and more structurally sound. This invites positive reflection on the institution's growing internal capacity to exercise intellectual leadership in its collaborations, reducing the risk of its excellence metrics being overly reliant on exogenous factors.
The institution’s Z-score of -1.413 is exceptionally low, placing it in stark contrast to the medium-risk national environment (Z-score: 0.454). This is a clear indicator of preventive isolation, where the institution does not replicate national risk dynamics. This result suggests a strong institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation. This focus on substance over metrics is a cornerstone of a healthy integrity culture.
With a Z-score of -0.268, the institution's rate is almost identical to the national average of -0.263, both of which are very low. This demonstrates integrity synchrony and a total alignment with an environment of maximum scientific security. By avoiding dependence on in-house journals, the institution circumvents potential conflicts of interest and the risk of academic endogamy. This commitment to independent external peer review ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution's Z-score for this indicator is 0.098, a medium-risk value that is, however, markedly lower than the national average of 0.514. This points to differentiated management, where the center moderates a risk that is more pronounced in its environment. The lower rate suggests a culture that discourages the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. By promoting the publication of more significant and complete new knowledge, the institution upholds the integrity of the scientific record and avoids overburdening the peer review system.
