| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.432 | -0.755 |
|
Retracted Output
|
-0.137 | -0.058 |
|
Institutional Self-Citation
|
-0.791 | 0.660 |
|
Discontinued Journals Output
|
-0.478 | -0.195 |
|
Hyperauthored Output
|
-0.621 | -0.109 |
|
Leadership Impact Gap
|
-0.125 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.510 | 0.026 |
Kozminski University presents a robust scientific integrity profile, with an overall risk score of -0.264 indicating performance that is significantly healthier than the global average. The institution demonstrates exceptional strengths in maintaining very low-risk levels for institutional self-citation, publication in discontinued journals, hyperprolific authorship, use of institutional journals, and redundant output. In these areas, the University effectively insulates itself from risk dynamics prevalent at the national level. The only notable vulnerability is a medium-risk signal in the Rate of Multiple Affiliations, which deviates from the national trend and warrants strategic review. This strong foundation of research integrity directly supports the University's thematic leadership, evidenced by its high national rankings in Psychology (8th), Business, Management and Accounting (11th), and Economics, Econometrics and Finance (20th) according to SCImago Institutions Rankings data. The institution's mission to "make a difference in business, law and society" is fundamentally upheld by this commitment to ethical and transparent research practices. However, the observed risk in affiliation patterns could potentially challenge this mission if it creates a perception of credit inflation over genuine impact. By addressing this single vulnerability, Kozminski University can fully align its operational practices with its stated values of excellence and social responsibility, solidifying its position as a leader in both academic output and scientific integrity.
With a Z-score of 1.432, Kozminski University's rate of multiple affiliations is notably higher than the national average of -0.755. This moderate deviation suggests the institution exhibits a greater sensitivity to risk factors in this area compared to its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate signals a need for review. It is important to ascertain whether these patterns reflect genuine, productive collaborations that align with the university's internationalization goals or if they represent strategic attempts to inflate institutional credit through practices like “affiliation shopping,” which could dilute the perceived value of its research contributions.
The institution demonstrates a prudent profile regarding retracted publications, with a Z-score of -0.137, which is slightly more favorable than the national average of -0.058. This indicates that the university manages its quality control processes with a higher degree of rigor than the national standard. Retractions are complex events, and a low rate such as this suggests that the institution's pre-publication quality control and supervision mechanisms are functioning effectively. This performance points to a healthy integrity culture where potential errors are likely identified and corrected before they escalate, reinforcing the reliability of the university's scientific output.
Kozminski University shows an exceptional Z-score of -0.791 in institutional self-citation, starkly contrasting with the national average of 0.660, which falls into a medium-risk category. This demonstrates a clear case of preventive isolation, where the institution successfully avoids the risk dynamics observed across the country. A certain level of self-citation is natural, but the university's very low rate is a strong indicator that its research is validated by robust external scrutiny rather than internal 'echo chambers.' This performance effectively mitigates the risk of endogamous impact inflation, confirming that the institution's academic influence is built on recognition from the global scientific community.
The institution maintains a very low-risk profile with a Z-score of -0.478 for publications in discontinued journals, outperforming the already low-risk national average of -0.195. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, highlights strong institutional governance. It demonstrates excellent due diligence in the selection of dissemination channels by its researchers. This practice is critical for avoiding severe reputational risks and ensures that institutional resources are not wasted on 'predatory' or low-quality publications, thereby safeguarding the integrity and value of its scientific portfolio.
With a Z-score of -0.621, the university shows a more prudent profile in managing hyper-authored output compared to the national average of -0.109. This suggests that the institution's processes are managed with greater rigor than the national standard. In fields outside of 'Big Science,' an elevated rate of hyper-authorship can indicate author list inflation, which dilutes individual accountability. Kozminski University's low rate is a positive signal that it fosters transparent and appropriate authorship practices, distinguishing between necessary collaboration and questionable 'honorary' attributions, thus preserving the integrity of authorship credit.
The university displays significant institutional resilience with a Z-score of -0.125, effectively mitigating a systemic risk that is more pronounced at the national level (Z-score of 0.400). A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own intellectual leadership. Kozminski University's low score indicates a healthy balance, suggesting that its scientific prestige is not overly reliant on collaborations where it does not lead. This points to a sustainable model where excellence metrics are the result of genuine internal capacity and structural strength.
The institution's Z-score of -1.413 for hyperprolific authors signifies a near-total absence of this risk, a profile that is highly consistent with and even stronger than the low-risk national environment (Z-score of -0.611). Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The university's exemplary score indicates that it successfully avoids risks such as coercive authorship or the assignment of credit without real participation, fostering a culture that prioritizes the integrity of the scientific record over sheer metrics.
Kozminski University effectively isolates itself from national trends with a Z-score of -0.268, in sharp contrast to the medium-risk national average of 0.344. This preventive isolation demonstrates a strong commitment to avoiding academic endogamy. Excessive dependence on in-house journals can create conflicts of interest and allow production to bypass independent peer review. The university's very low rate indicates that its research is consistently subjected to external, competitive validation, which enhances its global visibility and credibility, and prevents the use of internal channels as 'fast tracks' to inflate publication counts.
The institution exhibits a clear preventive isolation from national risk patterns, with a Z-score of -0.510 for redundant output, while the country shows a medium-risk tendency (Z-score of 0.026). This very low score is a strong indicator that the university's research culture prioritizes substance over volume. It suggests that researchers are focused on producing coherent studies with significant new knowledge rather than engaging in 'salami slicing'—the practice of fragmenting data into minimal publishable units to artificially inflate productivity. This commitment upholds the integrity of the scientific evidence base and respects the resources of the peer-review system.
