| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.459 | 0.084 |
|
Retracted Output
|
-0.475 | -0.212 |
|
Institutional Self-Citation
|
-0.358 | -0.061 |
|
Discontinued Journals Output
|
-0.500 | -0.455 |
|
Hyperauthored Output
|
1.902 | 0.994 |
|
Leadership Impact Gap
|
0.792 | 0.275 |
|
Hyperprolific Authors
|
0.759 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
0.284 | 0.514 |
Johann Wolfgang Goethe-Universitat Frankfurt am Main presents a robust scientific integrity profile, with an overall risk score of -0.108 indicating a performance that is well-aligned with international best practices. The institution demonstrates exceptional strengths in areas of fundamental research integrity, showing very low risk signals for retracted output, publication in discontinued journals, and output in institutional journals. However, this solid foundation is contrasted by areas requiring strategic attention, particularly a significant risk in hyper-authored output and medium-level risks related to hyperprolific authors and a dependency on external collaborations for impact. These challenges should be contextualized within the university's outstanding research performance, as evidenced by its Top 10 national rankings in Germany for Arts and Humanities, Dentistry, Economics, and a remarkable Top 3 position in Pharmacology, Toxicology and Pharmaceutics, according to SCImago Institutions Rankings data. The institution's mission to "set the agenda in the name of independence and freedom" and solve societal issues through collaboration is well-supported by its strong integrity base, yet the identified risks in authorship and impact dependency could undermine this independence. An over-reliance on external leadership for impact or diluted accountability through hyper-authorship may contradict the core values of excellence and social responsibility. Therefore, a proactive strategy to reinforce authorship policies and cultivate internal research leadership will be crucial to ensure that its impressive scientific output is both sustainable and fully aligned with its ambitious mission.
The institution exhibits a Z-score of -0.459, positioning it favorably against the national average of 0.084. This contrast suggests a high degree of institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the national context shows a medium-level tendency that could signal strategic "affiliation shopping." The university’s low-risk profile indicates that its collaborative practices are well-governed, avoiding patterns that might suggest attempts to artificially inflate institutional credit and maintaining a clear and transparent representation of its research partnerships.
With a Z-score of -0.475, the institution demonstrates an exceptionally low rate of retracted publications, performing even better than the country's already low-risk average of -0.212. This result points to a low-profile consistency, where the near-total absence of risk signals is in harmony with a national environment that upholds high standards. A rate significantly lower than the global average is a strong indicator of robust and effective quality control mechanisms prior to publication. It suggests that the institution's integrity culture and methodological rigor are succeeding in preventing the types of errors or malpractice that lead to retractions, reinforcing its reputation for reliable and high-quality scientific output.
The institution maintains a Z-score of -0.358, which reflects a more prudent profile than the national average of -0.061. Although both the university and the country operate within a low-risk range, the institution's lower score indicates that its processes are managed with greater rigor than the national standard. A certain level of self-citation is natural, but the university’s controlled rate demonstrates a healthy integration with the global scientific community, effectively avoiding the "echo chambers" that can arise from excessive self-validation. This suggests that the institution's academic influence is built on broad external recognition rather than being inflated by internal citation dynamics.
The institution's Z-score of -0.500 is an exemplary result, indicating a total operational silence on this risk indicator and surpassing the already excellent national average of -0.455. This performance signals an absence of risk that is even below the high national standard. It demonstrates exceptional due diligence in the selection of dissemination channels for its research. Such a low rate of publication in journals that fail to meet international ethical or quality standards protects the institution from severe reputational risk and confirms a high level of information literacy among its researchers, ensuring resources are not wasted on predatory or low-quality publishing practices.
A significant alert is raised by the institution's Z-score of 1.902, which indicates a marked accentuation of risk compared to the national medium-risk average of 0.994. This finding suggests that the university amplifies vulnerabilities present in the national system regarding authorship practices. While extensive author lists are legitimate in "Big Science," this high Z-score outside those contexts is a critical signal of potential author list inflation, which dilutes individual accountability and transparency. The severity of this indicator warrants an urgent review to distinguish between necessary massive collaboration and practices like "honorary" or political authorship, which compromise the integrity of the scientific record.
The institution shows a Z-score of 0.792 in this indicator, revealing a higher exposure to risk than the national average of 0.275. This wider-than-average gap suggests that while the university's overall impact is high, the impact generated by research where it holds intellectual leadership is comparatively lower. This dynamic signals a potential sustainability risk, suggesting that its scientific prestige may be more dependent and exogenous than is typical for its peers. The data invites a strategic reflection on whether its high-impact metrics are the result of genuine internal capacity or are primarily driven by strategic positioning in collaborations where it does not exercise primary leadership.
With a Z-score of 0.759, the institution demonstrates a higher exposure to this risk compared to the national average of 0.454. This indicates that the university is more prone to hosting authors with extreme publication volumes than its environment average. While high productivity can reflect leadership, publication rates exceeding 50 articles per year challenge the plausible limits of meaningful intellectual contribution. This elevated indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric accumulation over the integrity of the scientific record.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.263, reflecting a state of integrity synchrony. This demonstrates a shared commitment, at both institutional and national levels, to avoiding the risks associated with academic endogamy. By not relying on in-house journals, the university ensures its scientific production undergoes independent external peer review, which is essential for global visibility and validation. This practice prevents potential conflicts of interest where the institution might act as both judge and party, and it reinforces a culture where research competes on merit in the international arena.
The institution records a Z-score of 0.284, which, while indicating a medium-level risk, represents a differentiated and more effective management of this issue compared to the national average of 0.514. This suggests the university is better at moderating the risk of "salami slicing" than its national peers. A lower score indicates stronger control over practices where a single study is fragmented into minimal publishable units to inflate productivity. By curbing this tendency, the institution demonstrates a greater commitment to publishing significant, coherent bodies of work, thereby protecting the scientific evidence base from distortion and reducing the burden on the peer-review system.
