| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.113 | -0.755 |
|
Retracted Output
|
3.235 | -0.058 |
|
Institutional Self-Citation
|
1.540 | 0.660 |
|
Discontinued Journals Output
|
-0.205 | -0.195 |
|
Hyperauthored Output
|
-1.222 | -0.109 |
|
Leadership Impact Gap
|
-0.081 | 0.400 |
|
Hyperprolific Authors
|
-0.941 | -0.611 |
|
Institutional Journal Output
|
3.021 | 0.344 |
|
Redundant Output
|
0.381 | 0.026 |
The Czestochowa University of Technology presents a complex integrity profile, with an overall score of 1.057 reflecting a combination of exemplary research practices and specific, high-priority vulnerabilities. The institution demonstrates significant strengths in areas of authorship and collaboration, with very low risk signals for Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authors. Furthermore, its ability to generate impact from internally-led research is a sign of institutional resilience and scientific autonomy. However, these strengths are contrasted by a critical alert regarding the Rate of Retracted Output, which is severely discrepant from the national standard and requires immediate attention. Additional areas of concern include a high exposure to risks of academic endogamy, evidenced by elevated rates of Institutional Self-Citation, Output in Institutional Journals, and Redundant Output. According to SCImago Institutions Rankings data, the university holds prominent national positions, particularly in Business, Management and Accounting (ranked 3rd in Poland) and Mathematics (ranked 8th in Poland). While a specific institutional mission was not available for this analysis, the identified risks—especially those related to retractions and insular publication practices—directly challenge the universal academic values of excellence, transparency, and social responsibility. Addressing these vulnerabilities is crucial to safeguard the credibility of its strongest research areas and ensure its contributions are both impactful and unimpeachable. A strategic focus on reinforcing pre-publication quality controls and promoting external validation will be key to aligning its operational practices with its demonstrated academic strengths.
The institution demonstrates an exemplary profile in this area, with a Z-score of -1.113, which is well below the national average of -0.755. This result indicates a very low and controlled rate of multiple affiliations, reflecting a transparent and robust approach to declaring institutional collaborations. This absence of risk signals is consistent with, and even improves upon, the low-risk national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's data suggests that its practices are far from any strategic attempt to inflate institutional credit, reinforcing a culture of clear and honest attribution.
A critical alert is raised by the institution's Z-score of 3.235, which represents a severe discrepancy when compared to the low-risk national average of -0.058. This atypical level of activity requires a deep and urgent integrity assessment. Retractions are complex events, and while some may result from the honest correction of errors, a Z-score this high suggests that quality control mechanisms prior to publication may be failing systemically. This rate, significantly higher than the national and global average, points to a serious vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that demands immediate qualitative verification by management to protect its scientific reputation.
The university shows a Z-score of 1.540 in institutional self-citation, which is notably higher than the national average of 0.660. This indicates a high exposure to this particular risk, suggesting the center is more prone to these dynamics than its national peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
With a Z-score of -0.205, the institution's performance is in close alignment with the national average of -0.195. This reflects a state of statistical normality, where the low risk level is as expected for its context and size. This indicates that the university's researchers are, on the whole, exercising appropriate due diligence in selecting dissemination channels. A high proportion of publications in such journals would constitute a critical alert, but the current data suggests that the institution is effectively avoiding the reputational risks associated with channeling work through media that do not meet international ethical or quality standards.
The institution's Z-score of -1.222 is exceptionally low, particularly when compared to the national average of -0.109. This demonstrates a clear absence of risk signals related to inflated author lists and aligns with a national standard of responsible authorship. In some 'Big Science' fields, extensive author lists are legitimate, but this very low score confirms that the university avoids practices like 'honorary' or political authorship. This serves as a strong indicator of a culture that values individual accountability and transparency in crediting contributions.
The university exhibits significant institutional resilience with a Z-score of -0.081, contrasting sharply with the national average of 0.400, which indicates a medium risk of impact dependency. This result shows that the institution's control mechanisms appear to successfully mitigate the country's systemic risks. A wide positive gap can signal that prestige is dependent on external partners, but this near-zero gap demonstrates that the university's scientific excellence results from its own internal capacity and intellectual leadership. This is a sign of a sustainable and structurally sound research ecosystem.
With a Z-score of -0.941, the institution maintains a very low-risk profile, consistent with the low-risk national standard (-0.611). This absence of signals related to hyperprolific authors is a positive indicator of research quality. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. This low score suggests the institution fosters a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over raw metrics.
The institution's Z-score of 3.021 reveals a high exposure to this risk, standing significantly above the national average of 0.344. This suggests the university is far more prone to publishing in its own journals than its peers. While in-house journals can be valuable for local dissemination, this excessive dependence raises potential conflicts of interest, as the institution acts as both judge and party. This high value warns of a significant risk of academic endogamy, where scientific production might be bypassing independent external peer review. This practice limits global visibility and may indicate the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
The university's Z-score for redundant output is 0.381, indicating a higher exposure to this risk compared to the national average of 0.026. This suggests the institution is more prone to practices of data fragmentation than its environment. Citing previous work is a necessary part of science, but the elevated score alerts to the potential for 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This behavior not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing publication volume over the generation of significant new knowledge.
