| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.781 | 0.084 |
|
Retracted Output
|
-0.212 | -0.212 |
|
Institutional Self-Citation
|
-2.069 | -0.061 |
|
Discontinued Journals Output
|
-0.297 | -0.455 |
|
Hyperauthored Output
|
-0.133 | 0.994 |
|
Leadership Impact Gap
|
5.828 | 0.275 |
|
Hyperprolific Authors
|
-1.413 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
2.939 | 0.514 |
Fachhochschule Frankfurt am Main presents a scientific integrity profile with a low overall risk score of 0.115, indicating a solid operational foundation but with critical areas requiring strategic attention. The institution demonstrates exceptional strengths in areas that promote external validation and quality, showing very low risk in institutional self-citation, hyperprolific authorship, and output in institutional journals. These positive indicators are contrasted by two significant vulnerabilities: a high rate of redundant output (salami slicing) and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the institution has established a strong presence within Germany in key thematic areas, including Business, Management and Accounting (ranked 77th), Engineering (80th), Computer Science (89th), and Social Sciences (93rd). While a specific mission statement was not localized for this analysis, the identified risks—particularly those related to publication ethics and dependency on external leadership—could challenge core academic values of excellence and social responsibility. Addressing these vulnerabilities is crucial to ensure that the institution's recognized thematic strengths are built upon a sustainable and fully autonomous research capacity. This report should serve as a strategic guide to transform these challenges into opportunities, reinforcing the integrity and long-term impact of its scientific contributions.
The institution presents a Z-score of 0.781, which is notably higher than the national average of 0.084. Although both the institution and the country operate within a medium-risk context for this indicator, the data suggests the institution is more exposed to the underlying risk factors than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened score serves as an alert. It points to a greater tendency toward practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that warrants closer monitoring to ensure all affiliations reflect substantive collaboration.
With a Z-score of -0.212, the institution's performance is identical to the national average for Germany. This perfect alignment indicates a level of risk that is statistically normal and as expected for its context. Retractions are complex events, and at this low level, they are more likely to reflect the responsible correction of unintentional errors, which is a sign of healthy scientific supervision. The data does not suggest any systemic failure in quality control mechanisms; rather, it points to a standard and well-managed post-publication oversight process that is in complete synchrony with the national environment.
The institution demonstrates an exceptionally strong performance with a Z-score of -2.069, significantly below the already low national average of -0.061. This result indicates a complete absence of risk signals related to scientific isolation. A certain level of self-citation is natural, but this institution's extremely low rate shows that its research is validated overwhelmingly by the global scientific community, not through internal "echo chambers." This performance is a clear indicator of robust external engagement and confirms that the institution's academic influence is driven by broad recognition rather than endogamous or inflated internal dynamics.
The institution's Z-score of -0.297 reveals a low but discernible risk signal that diverges from the national context, where the risk is virtually non-existent (country Z-score: -0.455). This slight divergence suggests that while the national environment is secure, the institution shows a minor vulnerability in its publication practices. A sporadic presence in discontinued journals can occur, but this signal, however small, constitutes a minor alert regarding the due diligence applied in selecting dissemination channels. It points to a need for reinforcing information literacy among researchers to completely avoid channeling scientific production to media that may not meet international ethical or quality standards, thereby preventing any potential reputational risk.
With a Z-score of -0.133, the institution maintains a low-risk profile in a national context that shows a more pronounced, medium-level risk (country Z-score: 0.994). This demonstrates notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks related to authorship inflation that are more common in the country. The institution appears successful in distinguishing between necessary massive collaboration and "honorary" or political authorship practices, thereby preserving transparency and individual accountability in its scientific output.
The institution exhibits a Z-score of 5.828, a significant risk level that sharply accentuates the moderate vulnerability present in the national system (country Z-score: 0.275). This extremely wide positive gap signals a critical sustainability risk, suggesting that the institution's scientific prestige is heavily dependent on external partners and not on its own structural capacity. The data indicates that its high-impact metrics may result more from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own internal research excellence. This finding calls for an urgent strategic reflection on how to build and showcase genuine internal scientific leadership to ensure long-term autonomy and recognition.
The institution shows a Z-score of -1.413, indicating a complete absence of risk in an area where the country shows a medium-level risk (country Z-score: 0.454). This marked contrast demonstrates a form of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. This excellent result suggests a strong institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. The data confirms an absence of practices like coercive authorship or superficial publication, pointing instead to a healthy and sustainable balance between productivity and scientific integrity.
With a Z-score of -0.268, the institution is in perfect alignment with the national average of -0.263, both of which are in the very low-risk category. This integrity synchrony demonstrates a shared commitment to maximum scientific security in publication channels. By avoiding dependence on in-house journals, the institution ensures its research undergoes independent external peer review, which is essential for global visibility and credibility. This practice effectively mitigates any potential conflicts of interest and prevents the use of internal channels as "fast tracks" for publication, reinforcing a culture of competitive, merit-based validation.
The institution's Z-score of 2.939 represents a significant risk, amplifying a vulnerability that is already present at a medium level across the country (country Z-score: 0.514). This high value serves as a critical alert for the practice of data fragmentation, or "salami slicing," where a single coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system. The finding suggests an urgent need to review institutional publication policies to ensure that the focus is on generating significant new knowledge rather than maximizing output volume.
