| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.510 | -0.546 |
|
Retracted Output
|
-0.155 | -0.222 |
|
Institutional Self-Citation
|
0.386 | 0.950 |
|
Discontinued Journals Output
|
0.619 | 0.249 |
|
Hyperauthored Output
|
-1.076 | 0.088 |
|
Leadership Impact Gap
|
0.367 | 0.543 |
|
Hyperprolific Authors
|
-1.413 | -0.585 |
|
Institutional Journal Output
|
-0.268 | 0.985 |
|
Redundant Output
|
-1.186 | 0.244 |
Univerzita Mateja Bela v Banskej Bystrici presents a robust scientific integrity profile, with an overall risk score (-0.217) that indicates performance superior to the global average. The institution demonstrates exceptional governance in key areas, showing very low risk in the rates of Hyperprolific Authors, Redundant Output, and Output in Institutional Journals, effectively insulating itself from vulnerabilities present at the national level. These strengths are complemented by a resilient stance against hyper-authorship and a well-managed approach to self-citation and impact dependency, where the university performs better than its national peers. The primary area requiring strategic attention is the medium-risk rate of publication in discontinued journals, which is higher than the national average. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Arts and Humanities, Economics, Econometrics and Finance, and Business, Management and Accounting. The institution's strong integrity profile largely aligns with its mission to form "moral, authentic and socially responsible individuals." However, the noted vulnerability in publication channel selection could undermine the commitment to "high-quality" and "productive scientific research." To fully realize its mission, the university should focus on enhancing information literacy and due diligence processes for publication, thereby ensuring its operational practices perfectly mirror its core values of excellence and authenticity.
The institution's Z-score of -0.510 is statistically comparable to the national average of -0.546. This alignment indicates that the university's collaborative patterns are in sync with the expected norms for its context and size. The rate of multiple affiliations is a measure of inter-institutional co-authorship. While disproportionately high rates can sometimes signal attempts to inflate institutional credit, the observed level at Univerzita Mateja Bela v Banskej Bystrici reflects a standard and healthy engagement in legitimate research partnerships, consistent with national practices.
With a Z-score of -0.155, the institution shows a slightly higher rate of retractions compared to the national average of -0.222, although both remain in a low-risk band. This subtle divergence suggests an incipient vulnerability that warrants monitoring. Retractions can be complex; some signify responsible error correction, but a rate that edges above the norm, even slightly, may indicate that pre-publication quality control mechanisms could be strengthened. This signal serves as a proactive call to review internal processes to ensure that potential methodological or integrity issues are identified before they escalate.
The institution demonstrates differentiated management in this area, with a Z-score of 0.386, which is considerably lower than the national average of 0.950. This indicates that the university successfully moderates a risk that appears more common across the country. While some self-citation reflects the natural progression of research lines, high rates can create 'echo chambers' that inflate impact through internal validation. By maintaining a lower rate, the university shows less risk of endogamous impact inflation and a stronger connection to the global scientific community for external scrutiny and validation.
The university shows high exposure in this indicator, with a Z-score of 0.619 that is notably higher than the national average of 0.249. This suggests the institution is more prone than its national peers to publishing in channels that fail to meet international quality or ethical standards. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination venues. This practice exposes the institution to severe reputational risks and suggests an urgent need to improve information literacy among researchers to avoid channeling valuable scientific work into predatory or low-quality outlets.
The institution displays significant resilience, with a Z-score of -1.076, contrasting sharply with the country's medium-risk score of 0.088. This demonstrates that the university's internal control mechanisms are effectively mitigating a systemic risk present in its environment. Outside of 'Big Science' contexts where large author lists are normal, hyper-authorship can indicate practices like honorary authorship that dilute accountability. The university's low rate is a strong positive signal, reflecting a commitment to transparency and meaningful individual contributions in its research output.
With a Z-score of 0.367, the institution shows more effective management of its impact dependency than the national average of 0.543. This indicates a healthier balance between the impact generated from external collaborations and that from research led internally. A very wide positive gap can signal that an institution's prestige is overly reliant on partners, posing a sustainability risk. The university's more moderate gap suggests that its scientific excellence is more structurally embedded and less dependent on exogenous factors, reflecting a stronger internal capacity for intellectual leadership compared to its national peers.
The institution's Z-score of -1.413 signifies a very low-risk profile, consistent with the low-risk national environment (Z-score of -0.585). This absence of risk signals aligns perfectly with the national standard for responsible productivity. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may point to issues like coercive authorship. The university's clean record in this area indicates a healthy research culture that prioritizes quality and scientific integrity over sheer volume, reinforcing the balance between productivity and rigor.
The university demonstrates a clear case of preventive isolation, with a very low-risk Z-score of -0.268, in stark contrast to the country's medium-risk average of 0.985. This shows the institution actively avoids the risk dynamics observed elsewhere in the national system. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy, bypassing independent external peer review. By choosing to publish in external venues, the university embraces global standards of validation and visibility, signaling a strong commitment to objective, competitive scientific discourse.
With a Z-score of -1.186, the institution effectively isolates itself from a risk that is more prevalent nationally (country Z-score of 0.244). This indicates that the university does not replicate the risk dynamics related to data fragmentation observed in its environment. A high rate of redundant output, or 'salami slicing,' points to the practice of dividing studies into minimal publishable units to inflate productivity metrics. The university's very low score is a testament to its focus on producing coherent, significant research, prioritizing the advancement of knowledge over the artificial inflation of publication counts.
