| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.498 | 0.084 |
|
Retracted Output
|
-0.108 | -0.212 |
|
Institutional Self-Citation
|
0.927 | -0.061 |
|
Discontinued Journals Output
|
-0.374 | -0.455 |
|
Hyperauthored Output
|
-0.964 | 0.994 |
|
Leadership Impact Gap
|
-0.561 | 0.275 |
|
Hyperprolific Authors
|
-1.413 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
1.554 | 0.514 |
FernUniversität in Hagen demonstrates a solid and responsible research integrity profile, reflected in an overall score of -0.278. The institution's primary strengths lie in its robust governance and preventive controls, showing exceptionally low risk in areas such as the Rate of Hyperprolific Authors, Output in Discontinued Journals, and Output in Institutional Journals. These results indicate a culture that prioritizes quality and ethical dissemination. However, two areas require strategic attention: a medium-risk level in the Rate of Institutional Self-Citation and the Rate of Redundant Output, which are higher than the national average. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Psychology, Economics, Econometrics and Finance, and Business, Management and Accounting. As the institution's specific mission statement was not available for this analysis, we align these findings with the universal academic goals of excellence and integrity. The identified risks, particularly those suggesting insularity and a focus on publication volume, could potentially undermine these core values. A proactive approach to address these vulnerabilities will be crucial to ensure that the institution's recognized thematic strengths are built upon a foundation of unimpeachable scientific practice, thereby reinforcing its long-term reputation and impact.
The institution presents a Z-score of -0.498, contrasting with the national average of 0.084. This demonstrates strong institutional resilience, as the university effectively mitigates systemic risks that are more prevalent across the country. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. FernUniversität in Hagen’s controlled and low-risk profile suggests that its collaborative practices are well-governed, maintaining clear and appropriate crediting standards without resorting to "affiliation shopping."
With a Z-score of -0.108 compared to the national average of -0.212, the institution shows a low but incipient vulnerability. Although the risk level is statistically normal for its context, the rate is slightly higher than the country's baseline. Retractions can be complex, but a rate that edges above the norm warrants a review of pre-publication quality controls. This minor signal suggests that while processes are generally effective, continued vigilance is necessary to prevent any potential systemic failures in methodological rigor or integrity culture that could lead to an increase in post-publication corrections.
The institution's Z-score of 0.927 marks a moderate deviation from the national average of -0.061. This indicates a greater sensitivity to risk factors than its peers. While a certain level of self-citation is natural, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of -0.374 is very low and close to the national average of -0.455. This result points to residual noise in an otherwise inert environment. The risk is minimal, but the data shows the faintest of signals where most of the system is silent. This is not a cause for concern; rather, it confirms that the institution exercises excellent due diligence in selecting dissemination channels, effectively avoiding predatory or low-quality journals that do not meet international ethical or quality standards and thus protecting its reputational integrity.
With a Z-score of -0.964, the institution stands in stark contrast to the national average of 0.994. This profile demonstrates institutional resilience, where internal control mechanisms appear to successfully mitigate the country's systemic risks. A high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. By maintaining a low rate, FernUniversität in Hagen shows a commitment to transparency and meaningful contribution, effectively filtering out national trends toward honorary or political authorship practices.
The institution's Z-score of -0.561, compared to the national average of 0.275, highlights its institutional resilience. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners rather than internal capacity. The university’s negative score indicates the opposite: its scientific impact is structurally sound and driven by its own intellectual leadership. This demonstrates that its excellence metrics are the result of genuine internal capabilities, not merely strategic positioning in collaborations led by others.
The institution exhibits a Z-score of -1.413, a figure that signals preventive isolation from the national trend, which stands at 0.454. The university does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The institution's exceptionally low score is a clear indicator of a healthy research culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution is in near-perfect alignment with the national average of -0.263. This integrity synchrony reflects a shared commitment to maximum scientific security within the country. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy by bypassing independent external peer review. The university's very low rate demonstrates a clear preference for external validation, ensuring its research has global visibility and is not channeled through internal 'fast tracks' that could inflate publication counts without competitive scrutiny.
The institution's Z-score of 1.554 indicates high exposure to this risk, particularly when compared to the national average of 0.514. The university is more prone to showing these alert signals than its environment. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. This high value is a critical alert, as such practices distort the scientific evidence and prioritize volume over the generation of significant new knowledge, warranting a review of publication strategies.