| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.477 | 0.417 |
|
Retracted Output
|
-0.409 | -0.289 |
|
Institutional Self-Citation
|
-0.803 | -0.140 |
|
Discontinued Journals Output
|
-0.305 | -0.448 |
|
Hyperauthored Output
|
-0.265 | 0.571 |
|
Leadership Impact Gap
|
1.466 | 0.118 |
|
Hyperprolific Authors
|
-0.799 | -0.237 |
|
Institutional Journal Output
|
-0.268 | -0.267 |
|
Redundant Output
|
-0.371 | 0.213 |
Donau Universitat Krems presents a robust scientific integrity profile, reflected in an overall risk score of -0.141, which indicates a performance well within the parameters of international good practice. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in its own journals, complemented by effective mitigation of risks such as hyper-authorship and redundant publication, where it outperforms the national average. However, two areas require strategic attention: a high rate of multiple affiliations and a significant gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university demonstrates notable thematic strengths, particularly in Business, Management and Accounting (ranking 9th nationally), Economics, Econometrics and Finance (11th), and Social Sciences (15th). To fully align with its mission as a "leading public university" that "works to overcome societal challenges," it is crucial to address the identified vulnerabilities. An over-reliance on external leadership for impact or affiliation patterns that suggest credit inflation could undermine the perception of genuine institutional leadership and excellence. By leveraging its strong integrity foundation to address these specific strategic dependencies, Donau Universitat Krems can further solidify its reputation for responsible and sustainable research leadership in Europe.
The institution's Z-score of 1.477 is notably higher than the national average of 0.417. Although both the university and the country operate within a medium-risk context for this indicator, the institution shows a greater propensity for this dynamic than its peers. This suggests a higher exposure to the risks associated with multiple affiliations. While many of these affiliations are a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This elevated value warrants a review of collaboration and affiliation policies to ensure they reflect genuine partnerships aimed at advancing knowledge, rather than "affiliation shopping" to maximize institutional metrics.
With a Z-score of -0.409, the institution demonstrates an exemplary performance, aligning perfectly with the secure national environment, which has a low-risk score of -0.289. This absence of risk signals indicates that the university's pre-publication quality control mechanisms and its overall integrity culture are exceptionally robust. Retractions can be complex events, but a rate significantly below the global average, as seen here, is a strong positive indicator. It suggests that the institution has successfully prevented the kind of systemic failures in methodological rigor or supervision that can lead to recurring malpractice, thereby safeguarding its scientific record.
The institution exhibits an outstandingly low rate of self-citation, with a Z-score of -0.803, which is significantly better than the already low-risk national average of -0.140. This result reflects a healthy and extensive integration into the global scientific community. A certain level of self-citation is natural, but the institution's very low value demonstrates that it effectively avoids the creation of scientific 'echo chambers'. This indicates that the institution's academic influence is not inflated by endogamous dynamics but is instead validated by broad external scrutiny and recognition from the international research community.
The institution registers a low-risk Z-score of -0.305, which represents a slight divergence from the national context, where the risk is virtually non-existent (Z-score: -0.448). This indicates that while the university's performance is strong, it shows minor signals of activity in this area that are not present in the rest of the country. A sporadic presence in discontinued journals may be due to a lack of information, but this minor signal suggests a need to reinforce information literacy among researchers. Ensuring due diligence in selecting dissemination channels is crucial to avoid wasting resources and exposing the institution to the reputational risks associated with 'predatory' or low-quality publishing practices.
The institution demonstrates effective institutional resilience, with a low-risk Z-score of -0.265 in contrast to the country's medium-risk environment (Z-score: 0.571). This suggests that the university's internal control mechanisms successfully mitigate a systemic risk that is more prevalent at the national level. While extensive author lists are legitimate in 'Big Science' contexts, the institution's controlled rate indicates that it effectively distinguishes between necessary massive collaboration and practices like author list inflation or 'honorary' authorship, thereby preserving individual accountability and transparency in its research output.
A significant vulnerability is evident in this indicator, where the institution's Z-score of 1.466 is substantially higher than the national average of 0.118. This high exposure, even within a shared medium-risk context, points to a pronounced gap where the institution's global impact is heavily dependent on collaborations in which it does not exercise intellectual leadership. This signals a potential sustainability risk, suggesting that its scientific prestige may be more exogenous than structural. This finding invites a deep strategic reflection on whether the institution's excellence metrics are the result of genuine internal capacity or a strategic positioning in partnerships that does not fully cultivate its own research leadership.
The institution maintains a prudent profile with a Z-score of -0.799, indicating a more rigorous management of this risk compared to the national standard (Z-score: -0.237). This superior performance within a low-risk environment suggests that the institutional culture effectively balances productivity with quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This low score indicates that the university successfully discourages dynamics such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over the simple inflation of publication metrics.
There is a total integrity synchrony between the institution (Z-score: -0.268) and the national environment (Z-score: -0.267). This perfect alignment in a context of maximum security demonstrates a clear commitment to external, independent peer review. By avoiding dependence on in-house journals, the institution sidesteps potential conflicts of interest where it would act as both judge and party. This practice ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and confirming that internal publications are not used as 'fast tracks' to inflate academic records.
The institution shows strong institutional resilience by maintaining a low-risk profile (Z-score: -0.371) in an area where the country shows moderate vulnerability (Z-score: 0.213). This indicates that the university's control mechanisms are effective in mitigating a nationally present risk. The data suggests a culture that discourages the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By avoiding such data fragmentation, the institution promotes the publication of significant, coherent new knowledge and upholds the integrity of the scientific evidence base.