Gdansk University of Technology

EXECUTIVE SUMMARY AND STRATEGIC VISION

Gdansk University of Technology presents a balanced integrity profile, with an overall score of -0.076 indicating performance slightly above the neutral baseline. The institution demonstrates significant strengths in areas of strategic autonomy and research quality, particularly with very low-risk scores for its intellectual leadership (Gap between Impact of total output and the impact of output with leadership) and its limited reliance on institutional journals. These strengths are complemented by prudent management of hyper-authorship and publication in discontinued journals. However, areas requiring strategic attention emerge in four medium-risk indicators: Rate of Retracted Output, Rate of Institutional Self-Citation, Rate of Hyperprolific Authors, and Rate of Redundant Output. These signals suggest potential vulnerabilities in pre-publication quality control, academic endogamy, and authorship practices that prioritize volume. According to SCImago Institutions Rankings data, the university's scientific excellence is concentrated in key thematic areas, ranking among the top 5 in Poland for Environmental Science, Earth and Planetary Sciences, Chemistry, and Engineering. While these rankings affirm its mission to conduct research at the "highest international level," the identified risks could undermine this pursuit of excellence. A culture that may inadvertently encourage metric inflation over substantive contribution is at odds with the mission's call for "high quality education" and enriching culture through science. To fully align its operational reality with its strategic vision, the university is encouraged to reinforce its quality assurance frameworks and authorship policies, ensuring its impressive scientific output is matched by unimpeachable integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.112, a low-risk value that is slightly higher than the national average of -0.755. This comparison suggests the presence of an incipient vulnerability. While the overall rate is low and well-managed, the university shows slightly more activity in this area than its national peers, warranting a review before any potential escalation. Multiple affiliations can be a legitimate outcome of collaboration, but it is crucial to ensure these practices are driven by genuine scientific partnership rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.”

Rate of Retracted Output

The institution's Z-score of 0.202 places it at a medium risk level, representing a moderate deviation from the low-risk national average of -0.058. This indicates that the university shows a greater sensitivity to the factors leading to retractions than its peers across the country. While some retractions are the result of honest error correction, a rate significantly above the norm suggests that quality control mechanisms prior to publication may be facing systemic challenges. This discrepancy alerts to a potential vulnerability in the institution's integrity culture, indicating that recurring malpractice or a lack of methodological rigor might be present, requiring immediate qualitative verification by management.

Rate of Institutional Self-Citation

With a Z-score of 1.064, the institution shows a medium level of risk, which is notably higher than the national average of 0.660. This indicates a high exposure to this risk factor, suggesting the university is more prone to these practices than its environment. A certain degree of self-citation is natural, but this disproportionately high rate can signal concerning scientific isolation or 'echo chambers.' This value warns of the risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global scientific community.

Rate of Output in Discontinued Journals

The institution demonstrates a prudent profile with a Z-score of -0.306, a low-risk value that is more favorable than the national average of -0.195. This result indicates that the university manages its publication processes with more rigor than the national standard. By effectively avoiding discontinued journals, the institution mitigates severe reputational risks and demonstrates strong due diligence in selecting dissemination channels. This practice ensures that its scientific production is channeled through media that meet international ethical and quality standards, preventing the waste of resources on 'predatory' or low-quality outlets.

Rate of Hyper-Authored Output

The institution maintains a prudent profile in this area, with a Z-score of -1.013, which is significantly lower than the national average of -0.109. This demonstrates that the university manages its authorship processes with more rigor than the national standard. This low rate suggests that, outside of legitimate 'Big Science' contexts, the institution is effectively avoiding practices like author list inflation. This reflects a healthy academic culture that upholds individual accountability and transparency, successfully distinguishing between necessary massive collaboration and questionable 'honorary' authorship.

Gap between Impact of total output and the impact of output with leadership

The institution shows exceptional strength with a Z-score of -0.916, a very low-risk value that signifies a clear preventive isolation from the medium-risk national average of 0.400. This result indicates the university does not replicate the risk dynamics observed elsewhere in the country, where institutional prestige may be dependent on external partners. A very low gap suggests that the university's scientific prestige is structural and sustainable, stemming from real internal capacity where its own researchers exercise intellectual leadership, rather than from strategic positioning in collaborations led by others.

Rate of Hyperprolific Authors

The institution's Z-score of 0.043 indicates a medium risk level, a moderate deviation from the low-risk national average of -0.611. This suggests the university is more sensitive to risk factors related to extreme productivity than its national peers. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution operates at a very low-risk level, demonstrating a preventive isolation from the medium-risk national trend (Z-score of 0.344). This indicates the university does not replicate the risk dynamics of academic endogamy observed in its environment. By minimizing reliance on its own journals, the institution avoids potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances global visibility and confirms that internal channels are not used as 'fast tracks' to inflate publication counts without standard competitive validation.

Rate of Redundant Output

The institution's Z-score for this indicator is 0.036, a medium-risk value that is nearly identical to the national average of 0.026. This close alignment suggests the university's behavior reflects a systemic pattern, likely influenced by shared academic evaluation practices or publication pressures at a national level. This level of recurring bibliographic overlap between publications alerts to the potential practice of 'salami slicing,' where a single study may be fragmented into minimal publishable units to artificially inflate productivity. This dynamic risks distorting the scientific evidence base and prioritizing publication volume over the generation of significant new knowledge.