| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.763 | -0.755 |
|
Retracted Output
|
-0.616 | -0.058 |
|
Institutional Self-Citation
|
4.784 | 0.660 |
|
Discontinued Journals Output
|
-0.035 | -0.195 |
|
Hyperauthored Output
|
-1.290 | -0.109 |
|
Leadership Impact Gap
|
-1.755 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
0.771 | 0.026 |
Kielce University of Technology presents a robust scientific integrity profile, characterized by a low overall risk score (-0.411) and exceptional performance in multiple key governance areas. The institution demonstrates remarkable strengths in fostering independent research leadership, ensuring external validation of its output, and maintaining transparent authorship and affiliation practices. These strengths are particularly evident when contrasted with national trends, positioning the University as a leader in responsible research conduct. According to SCImago Institutions Rankings data, this operational excellence underpins strong thematic positioning in critical fields such as Environmental Science, Energy, Engineering, and Mathematics. However, this solid foundation is challenged by two significant vulnerabilities: a high rate of institutional self-citation and an elevated rate of redundant publications. These practices risk creating an internal 'echo chamber' and prioritizing publication volume over substantive contribution, which could undermine the University's mission to pursue "the highest levels of excellence" and uphold "moral standards." To fully align its practices with its stated values, the University is encouraged to leverage its considerable governance strengths to address these specific areas, thereby reinforcing its commitment to generating knowledge with both integrity and genuine global impact.
The institution exhibits a Z-score of -1.763, significantly lower than the national average of -0.755. This result indicates a very low and well-managed incidence of multiple affiliations, aligning with the low-risk profile observed nationally but demonstrating even greater control. While multiple affiliations can be a legitimate outcome of collaboration, the University's data shows no signs of strategic inflation of institutional credit or “affiliation shopping.” This reflects a transparent and clear policy regarding the institutional representation of its researchers, contributing to a solid foundation of administrative integrity.
With a Z-score of -0.616, compared to the national average of -0.058, the institution demonstrates a very low rate of retracted publications. This performance is consistent with the secure national environment and suggests the presence of effective quality control mechanisms prior to publication. Retractions can be complex, but a rate significantly below the norm, as seen here, is a strong positive signal. It indicates that the institutional culture of integrity and methodological rigor is robust, successfully preventing the systemic failures or recurring malpractice that often lead to post-publication corrections.
The institution's Z-score for this indicator is 4.784, a figure that marks a critical divergence from the national average of 0.660. This result shows an accentuation of a risk that is already present in the national system, elevating it to a significant level. A certain degree of self-citation is natural, but this disproportionately high rate signals a concerning level of scientific isolation, potentially creating 'echo chambers' where work is validated without sufficient external scrutiny. This practice carries a high risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community, a situation that requires urgent strategic review.
The institution's Z-score of -0.035 is slightly higher than the national average of -0.195, though both fall within a low-risk range. This subtle difference suggests an incipient vulnerability that warrants monitoring. While the presence in discontinued journals is not currently a systemic issue, this minor deviation indicates that some research may be channeled through media that fail to meet international quality standards. This serves as a proactive alert to reinforce due diligence and information literacy among researchers in selecting dissemination channels to prevent future reputational risks and the misallocation of resources to low-quality or 'predatory' practices.
With a Z-score of -1.290, far below the national average of -0.109, the institution displays an exemplary low rate of hyper-authored publications. This result is consistent with a national context of low risk but demonstrates an even stronger adherence to transparent authorship practices. The data suggests that the University's research culture effectively distinguishes between necessary large-scale collaboration and the risk of author list inflation. This fosters clear individual accountability and avoids 'honorary' or political authorship, reinforcing the integrity of its scientific contributions.
The institution presents a Z-score of -1.755, a result that contrasts sharply with the moderate-risk national average of 0.400. This demonstrates a case of preventive isolation, where the University avoids a risk dynamic prevalent in its environment. A low score in this indicator is a powerful sign of scientific maturity and sustainability. It indicates that the institution's prestige is not dependent on external partners but is built upon strong internal capacity and intellectual leadership. This structural strength ensures that its excellence metrics are a direct result of its own research capabilities, rather than a reflection of strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 is significantly lower than the national average of -0.611, indicating a very healthy and controlled research environment. This performance aligns with the low-risk national standard but shows an even more prudent approach to productivity. The absence of hyperprolific authors suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This helps mitigate risks such as coercive authorship or 'salami slicing,' ensuring that authorship is assigned for real participation and that the integrity of the scientific record is maintained.
With a Z-score of -0.268, the institution operates with a very low risk in this area, distinctly separating itself from the moderate-risk national average of 0.344. This reflects a strategic choice to avoid the risks of academic endogamy. By not relying on its own journals for dissemination, the University ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice prevents potential conflicts of interest where the institution might act as both judge and party, and it signals a strong commitment to meeting international standards of scientific communication.
The institution's Z-score of 0.771 places it at a medium risk level, but its high exposure becomes evident when compared to the near-zero national average of 0.026. This indicates that the University is more prone to this practice than its peers. A high value in this indicator alerts to the potential fragmentation of coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice, often called 'salami slicing,' not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge. This area requires focused attention and a review of institutional incentives.
