| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.024 | 0.401 |
|
Retracted Output
|
-0.137 | 0.228 |
|
Institutional Self-Citation
|
3.259 | 2.800 |
|
Discontinued Journals Output
|
1.111 | 1.015 |
|
Hyperauthored Output
|
-0.989 | -0.488 |
|
Leadership Impact Gap
|
-0.281 | 0.389 |
|
Hyperprolific Authors
|
-1.413 | -0.570 |
|
Institutional Journal Output
|
-0.268 | 0.979 |
|
Redundant Output
|
0.883 | 2.965 |
Northern Arctic Federal University presents a nuanced scientific integrity profile, with an overall risk score of 0.159 indicating a combination of significant strengths and specific, high-priority areas for improvement. The institution demonstrates exceptional governance in key areas, showing very low to low risk in hyperprolific authorship, publication in institutional journals, retracted output, and hyper-authorship. These strengths suggest a solid foundation of responsible research conduct. However, this is contrasted by a critical alert in the Rate of Institutional Self-Citation, which is the primary driver of risk, alongside medium-level alerts for output in discontinued journals, multiple affiliations, and redundant publications. Thematically, SCImago Institutions Rankings data highlights the university's competitive positioning within the Russian Federation, particularly in Economics, Econometrics and Finance (ranked 23rd), Biochemistry, Genetics and Molecular Biology (40th), and Arts and Humanities (50th). While these strengths are notable, the identified risk of excessive self-citation could undermine the university's mission to foster "innovative scientific and human resources for the intellectual exploration of the Russian North and Arctic." An insular citation pattern risks creating an academic echo chamber, limiting the global validation and impact essential for true innovation. To fully align its practices with its ambitious mission, the university is encouraged to leverage its foundational strengths in research integrity to address its citation and publication strategies, thereby ensuring its valuable regional expertise translates into globally recognized and unimpeachable scientific excellence.
The institution presents a Z-score of 0.024, while the national average is significantly higher at 0.401. This indicates a differentiated management of affiliation practices. Although the national context shows a medium level of risk, the university's much lower score suggests it is successfully moderating this trend. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. In this case, the university demonstrates more conservative and controlled affiliation dynamics than its national peers, mitigating the risk of "affiliation shopping" and ensuring clearer institutional accountability.
The institution's Z-score is -0.137, contrasting with a national average of 0.228, which falls into a medium-risk category. This demonstrates strong institutional resilience. The university effectively mitigates the systemic risks observed at the country level, suggesting that its internal quality control and supervision mechanisms are more robust than the national standard. Retractions can stem from honest error correction, but a high rate points to systemic failures. The university's low score is a positive signal of a healthy integrity culture, where pre-publication methodological rigor and oversight are effectively preventing the kind of recurring issues that might lead to a higher national retraction rate.
The institution's Z-score of 3.259 is a critical alert, exceeding the already significant national average of 2.800. This constitutes a global red flag, as the university not only reflects a high-risk national trend but actively leads this problematic metric. A certain level of self-citation is natural, but these disproportionately high rates signal a concerning scientific isolation or an 'echo chamber.' This practice warns of severe endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than validated by the global scientific community. Urgent review is needed to ensure that research is subjected to sufficient external scrutiny and to foster broader international engagement.
With a Z-score of 1.111, the institution's performance is nearly identical to the national average of 1.015. This alignment suggests a systemic pattern, where the university's risk level reflects shared practices or information gaps prevalent at a national level. Publishing in journals that fail to meet international ethical or quality standards poses a severe reputational risk. This shared medium-risk profile indicates that a significant portion of scientific production, both at the institutional and national levels, may be channeled through predatory or low-quality media, highlighting an urgent, widespread need for improved information literacy and due diligence in selecting dissemination channels.
The institution shows a Z-score of -0.989, which is well below the national average of -0.488. This prudent profile indicates that the university manages its authorship practices with more rigor than the national standard. While extensive author lists are legitimate in "Big Science," their appearance elsewhere can signal author list inflation, which dilutes accountability. The university's very low score in this area is a positive indicator of a strong culture of transparency and meaningful contribution in authorship, avoiding practices like 'honorary' authorships and ensuring individual accountability is maintained.
The institution has a Z-score of -0.281, a favorable value compared to the national average of 0.389, which indicates a medium-level risk. This score reflects institutional resilience, as the university avoids the dependency on external partners for impact that is more common nationally. A wide positive gap suggests that prestige is exogenous and not a result of internal capacity. The university's low-risk score, however, indicates that its scientific prestige is largely structural and a result of its own intellectual leadership, signaling a sustainable and self-sufficient model for building academic excellence.
The institution's Z-score is -1.413, a clear signal of very low risk that is consistent with, and even improves upon, the low-risk national average of -0.570. This low-profile consistency demonstrates an environment where the absence of risk signals aligns with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The university's exceptionally low score in this area is a strong positive indicator of a healthy research culture that prioritizes scientific integrity and substantive contributions over sheer publication volume.
With a Z-score of -0.268, the institution shows a complete absence of risk in this area, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score of 0.979). This preventive isolation is a sign of strong governance. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing production to bypass independent external peer review. The university's very low score indicates a firm commitment to global visibility and competitive validation, using external channels for dissemination and avoiding the potential pitfalls of self-publication.
The institution's Z-score of 0.883 places it in the medium-risk category, but this figure demonstrates relative containment when compared to the critical national average of 2.965. Although risk signals for 'salami slicing' are present, the university operates with significantly more order and control than the national environment. This practice, where studies are fragmented into minimal publishable units to inflate productivity, distorts scientific evidence. The university's ability to moderate this behavior, in a context where it is a widespread national problem, suggests that its internal mechanisms for promoting substantive research are partially effective, though further improvement is warranted.
