| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.037 | 0.417 |
|
Retracted Output
|
-0.559 | -0.289 |
|
Institutional Self-Citation
|
-1.117 | -0.140 |
|
Discontinued Journals Output
|
-0.465 | -0.448 |
|
Hyperauthored Output
|
1.053 | 0.571 |
|
Leadership Impact Gap
|
0.211 | 0.118 |
|
Hyperprolific Authors
|
1.239 | -0.237 |
|
Institutional Journal Output
|
-0.268 | -0.267 |
|
Redundant Output
|
-0.004 | 0.213 |
Sigmund Freud University demonstrates a solid overall performance in scientific integrity, reflected in its low global risk score of 0.047. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in discontinued or institutional journals, indicating robust quality control, external validation, and a commitment to high-standard dissemination channels. However, areas requiring strategic attention include a high exposure to multiple affiliations, hyper-authored publications, and a dependency on external leadership for impact, alongside a notable deviation from national norms in hyperprolific authorship. These medium-risk indicators suggest vulnerabilities in authorship practices and strategic positioning. The university's strong academic positioning, particularly its top-tier national ranking in Dentistry (4th in Austria) and notable standings in Biochemistry, Medicine, and Psychology, provides a foundation of excellence. To safeguard this reputation, it is crucial to align its integrity policies with its academic ambitions, as unaddressed risks could undermine the core values of excellence and social responsibility inherent to any leading higher education institution. A proactive review of authorship and collaboration policies will ensure that its impressive research output is built upon a sustainable and unimpeachable foundation of scientific integrity.
The institution presents a Z-score of 2.037 in this area, which is significantly higher than the national average of 0.417. Although both the institution and the country fall within a medium-risk context, this score indicates a high exposure to this particular risk factor. This suggests that the university is more prone than its national peers to practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping." While many instances are legitimate results of collaboration, the elevated rate warrants a review of affiliation policies to ensure they are transparent and consistently applied, thereby mitigating any potential reputational risk.
With a Z-score of -0.559, the institution demonstrates a very low rate of retracted publications, performing better than the already low-risk national average of -0.289. This low-profile consistency signals that the institution's quality control and supervision mechanisms are not only effective but are in strong alignment with a national environment that upholds high standards. The absence of significant risk signals in this critical area suggests that processes for ensuring methodological rigor prior to publication are robust, reinforcing the credibility of the university's scientific output.
The institution's Z-score of -1.117 is exceptionally low, positioning it well below the national average of -0.140. This result reflects a commendable absence of risk and aligns with the national standard of open scientific practice. Such a low rate of self-citation is a strong indicator that the university's research is validated externally and integrated into the global scientific conversation, successfully avoiding the "echo chambers" that can inflate impact through internal dynamics. This demonstrates that the institution's academic influence is driven by broad community recognition rather than endogamous practices.
The institution's Z-score of -0.465 is nearly identical to the national average of -0.448, indicating perfect integrity synchrony with its environment. This total alignment in a very low-risk area demonstrates that the university shares the national commitment to publishing in reputable venues. This practice confirms that strong due diligence is exercised in selecting dissemination channels, effectively protecting the institution from the severe reputational risks associated with predatory or low-quality journals and ensuring research resources are invested wisely.
The university's Z-score for hyper-authored output is 1.053, notably higher than the national average of 0.571. This indicates a high exposure to this risk factor compared to its peers, even within a shared medium-risk environment. This pattern suggests a greater tendency toward extensive author lists, which, outside of legitimate "Big Science" contexts, can signal author list inflation and a dilution of individual accountability. It is advisable to analyze these instances to distinguish between necessary massive collaborations and potential "honorary" authorship practices that could compromise transparency.
With a Z-score of 0.211, the institution shows a wider gap than the national average of 0.118, signaling a higher exposure to risks associated with dependency on external collaboration for impact. This suggests that the university's scientific prestige may be more reliant on its role within partnerships than on its own structural capacity for intellectual leadership. While collaboration is vital, this trend invites a strategic reflection on how to bolster internal research leadership to ensure that its high-impact metrics are sustainable and reflect genuine internal capabilities.
The institution's Z-score of 1.239 marks a moderate deviation from the national standard, where the risk is low (Z-score of -0.237). This discrepancy suggests the university has a greater sensitivity to factors encouraging unusually high publication volumes. Such extreme productivity can challenge the limits of meaningful intellectual contribution and alerts to potential imbalances between quantity and quality. This indicator points to a need to review evaluation criteria to discourage practices like coercive authorship or data fragmentation, which prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is perfectly aligned with the national average of -0.267, demonstrating integrity synchrony in a very low-risk area. This confirms a strong commitment to seeking external, independent peer review for its research. By avoiding over-reliance on in-house journals, the university mitigates conflicts of interest and the risk of academic endogamy. This alignment with a secure national environment reinforces the credibility of its scientific validation processes and enhances the global visibility of its output.
The institution exhibits a Z-score of -0.004, indicating a low risk of redundant publications, which contrasts favorably with the moderate risk level seen across the country (Z-score of 0.213). This demonstrates strong institutional resilience, where internal policies and quality controls appear to effectively mitigate a systemic risk prevalent in the wider environment. This success in preventing data fragmentation, or "salami slicing," shows a commitment to producing significant, coherent studies over artificially inflating publication counts, thereby protecting the integrity of the scientific evidence base.
