| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.020 | 0.084 |
|
Retracted Output
|
-0.343 | -0.212 |
|
Institutional Self-Citation
|
0.245 | -0.061 |
|
Discontinued Journals Output
|
-0.111 | -0.455 |
|
Hyperauthored Output
|
-0.876 | 0.994 |
|
Leadership Impact Gap
|
-1.994 | 0.275 |
|
Hyperprolific Authors
|
-1.413 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
-0.336 | 0.514 |
The Deggendorf Institute of Technology (DIT) presents a robust scientific integrity profile, with an overall risk score of -0.339 indicating performance that is stronger than the global average. The institution demonstrates exceptional control in foundational areas of research ethics, showing a near-absence of hyperprolific authorship, no reliance on institutional journals, and a strong capacity for generating impact from its own intellectual leadership. These strengths are counterbalanced by medium-risk signals in the Rate of Multiple Affiliations and Institutional Self-Citation, which are notably higher than the national average and warrant strategic review. This solid integrity framework underpins the institution's recognized strengths in key disciplines such as Computer Science and Mathematics, as reflected in the SCImago Institutions Rankings. While the overall low-risk profile aligns with DIT's mission to be a "reliable partner" and "responsible actor," the identified vulnerabilities in affiliation and citation practices could challenge perceptions of transparency and openness. By proactively addressing these specific areas, DIT can further solidify its reputation as a key driver of regional innovation, ensuring its contributions are built on an unimpeachable foundation of scientific integrity.
The institution's Z-score for multiple affiliations is 1.020, significantly higher than the German national average of 0.084. This indicates a high exposure to the risks associated with this practice compared to its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's elevated rate suggests a potential over-reliance on this strategy. This pattern warrants a review to ensure that all affiliations are transparent and reflect substantive collaboration, rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” which could undermine the perceived integrity of its partnerships.
With a Z-score of -0.343, which is below the national average of -0.212, the institution demonstrates a prudent and rigorous approach to quality control. This low rate of retracted publications suggests that its pre-publication review and supervision mechanisms are more effective than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low value like this is a strong indicator of a healthy integrity culture, where potential methodological flaws or malpractice are successfully prevented before they enter the scientific record, reinforcing the institution's commitment to reliable research.
The institution exhibits a moderate deviation from the national norm with a Z-score of 0.245, in contrast to the country's average of -0.061. This suggests a greater sensitivity to the risk of academic insularity. A certain level of self-citation is natural and reflects the continuity of established research lines. Nonetheless, this higher rate can signal the formation of 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a potential for endogamous impact inflation, where the institution's academic influence might be disproportionately shaped by internal dynamics rather than broader recognition from the global scientific community.
The institution's Z-score of -0.111, while still in the low-risk range, represents a slight divergence from the very low national average of -0.455. This indicates the presence of minor risk signals related to publication venue selection that are largely absent elsewhere in the country. A high proportion of output in discontinued journals can be a critical alert regarding due diligence, as it may suggest that research is being channeled through media that fail to meet international quality standards. Although the current level is not alarming, this signal points to a need for enhanced information literacy among researchers to avoid reputational risks and the potential waste of resources on low-quality or 'predatory' publishing practices.
The institution demonstrates notable resilience against national trends, with a Z-score of -0.876, far below the country's medium-risk average of 0.994. This suggests that its internal control mechanisms are effectively mitigating the systemic risks of authorship inflation prevalent in the wider environment. This low score is a positive sign, indicating that the institution successfully promotes a culture of accountability and transparency, effectively distinguishing necessary massive collaboration from questionable 'honorary' or political authorship practices that can dilute individual responsibility.
With an exceptionally low Z-score of -1.994, the institution shows a preventive isolation from the national trend (Z-score: 0.275), where there is a moderate gap between overall impact and the impact of institution-led research. This result is a strong indicator of scientific self-sufficiency and sustainability. A wide positive gap can signal that prestige is dependent on external partners rather than internal capacity. The institution's negative gap, however, demonstrates that its scientific excellence is structural and endogenous, stemming from research where it exercises direct intellectual leadership, which is a hallmark of a mature and robust research ecosystem.
The institution maintains a state of preventive isolation from national patterns, with a Z-score of -1.413, in stark contrast to the country's medium-risk average of 0.454. This near-absence of hyperprolific authors is a strong positive signal. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to risks like coercive authorship or the dilution of responsibility. The institution's very low score indicates a healthy balance between quantity and quality, reinforcing a culture where the integrity of the scientific record is prioritized over the inflation of productivity metrics.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.263, demonstrating integrity synchrony with a national environment of maximum scientific security in this area. This shared very low rate indicates that neither the institution nor the country relies on in-house journals for significant dissemination. By avoiding excessive dependence on institutional journals, the institution successfully mitigates conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent external peer review and competes for visibility on a global stage.
Exhibiting strong institutional resilience, the institution's Z-score of -0.336 is significantly lower than the national medium-risk average of 0.514. This suggests that its internal policies and academic culture effectively curb the practice of data fragmentation, a vulnerability present in the broader national system. A high rate of redundant output, or 'salami slicing,' can distort the scientific evidence base by artificially inflating productivity. The institution's low score indicates a commitment to publishing complete, coherent studies, prioritizing the generation of significant new knowledge over the mere volume of publications.
