Tadeusz Kosciuszko Cracow University of Technology

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Tadeusz Kościuszko Cracow University of Technology demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.335. This performance indicates a governance framework that is not only sound but, in several key areas, significantly surpasses national standards. Strengths are particularly evident in the near-absence of risks related to multiple affiliations, retracted output, hyperprolific authors, and publication in institutional journals, signaling a culture that prioritizes quality and ethical rigor. Areas for strategic attention include a tendency towards institutional self-citation and redundant output, which, while moderate, are more pronounced than the national average. This strong integrity profile provides a solid foundation for the university's recognized academic excellence, particularly in its top-ranked fields within Poland according to SCImago Institutions Rankings data, such as Physics and Astronomy, Chemistry, and Mathematics. The institution's mission to uphold "truth," "reliability," and "respect for knowledge" is well-supported by these results. However, the identified moderate risks could subtly challenge these values if unaddressed, as they can affect the perceived reliability of its scientific contributions. By proactively managing these specific vulnerabilities, the university can further align its operational practices with its stated mission, cementing its reputation as a leader in both responsible research and technological innovation.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.270, a value indicating an even lower risk profile than the national average of -0.755. This demonstrates a clear and consistent alignment with national standards for affiliation practices. The university's operational silence in this area confirms the absence of signals associated with strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and well-governed approach to collaborative attributions.

Rate of Retracted Output

With a Z-score of -0.437, the institution shows a negligible rate of retractions, performing better than the already low-risk national average of -0.058. This consistency with the national standard points towards highly effective pre-publication quality control mechanisms. The data suggests that the university's integrity culture is robust, successfully preventing the systemic failures or lack of methodological rigor that can lead to a high volume of retractions, thereby safeguarding its scientific record.

Rate of Institutional Self-Citation

The university's Z-score for this indicator is 1.407, which is significantly higher than the national average of 0.660. This reveals a high exposure to the risks associated with this practice, suggesting the institution is more prone to these alert signals than its peers. While a degree of self-citation is natural for developing research lines, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers.' It warns of a potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by sufficient external scrutiny from the global community.

Rate of Output in Discontinued Journals

The institution shows a Z-score of 0.016, marking a moderate deviation from the low-risk national standard of -0.195. This indicates a greater sensitivity to this particular risk factor compared to its national peers. A notable proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests an urgent need to reinforce information literacy and evaluation criteria for publication venues to avoid channeling research into media that do not meet international ethical or quality standards, thus preventing reputational damage and the misallocation of resources.

Rate of Hyper-Authored Output

With a Z-score of -0.432, the institution maintains a more prudent profile than the national average of -0.109. This demonstrates that the university manages its authorship processes with greater rigor than the national standard. The low incidence of hyper-authorship indicates a healthy distinction between necessary, large-scale collaboration and practices like 'honorary' authorship, thereby reinforcing individual accountability and transparency in its scientific contributions.

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

The institution exhibits significant resilience with a Z-score of -0.291, contrasting sharply with the national average of 0.400, which points to a systemic risk. This result suggests that the university's internal control mechanisms effectively mitigate the national trend of dependency on external partners for impact. The narrow gap indicates that the institution's scientific prestige is structurally sound and derived from its own intellectual leadership, rather than being primarily dependent on strategic positioning in collaborations where it does not lead.

Rate of Hyperprolific Authors

The institution's Z-score of -0.946 is exceptionally low, far below the already low national average of -0.611. This near-total absence of risk signals aligns perfectly with a culture of responsible research. It indicates a healthy balance between quantity and quality, steering clear of the risks associated with extreme individual publication volumes, such as coercive authorship or superficial contributions, and instead promoting the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution effectively isolates itself from a risk dynamic observed at the national level, where the average score is 0.344. This preventive stance shows that the university does not replicate the national tendency to rely on in-house journals. By avoiding this practice, the institution circumvents potential conflicts of interest and academic endogamy, ensuring its research undergoes independent external peer review and thereby enhancing its global visibility and credibility.

Rate of Redundant Output

The institution's Z-score of 0.138 is higher than the national average of 0.026, indicating a greater exposure to this risk factor, even though both operate within a context of systemic medium risk. This elevated value serves as an alert for practices like 'salami slicing,' where a single study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This trend warrants attention, as it can distort the available scientific evidence and overburden the peer-review system, prioritizing publication volume over the generation of significant new knowledge.