Norwegian University of Life Sciences

Region/Country

Western Europe
Norway
Universities and research institutions

Overall

-0.453

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.599 0.802
Retracted Output
-0.493 -0.255
Institutional Self-Citation
-0.213 -0.192
Discontinued Journals Output
-0.545 -0.435
Hyperauthored Output
-0.210 0.220
Leadership Impact Gap
-1.374 -0.073
Hyperprolific Authors
-1.133 -0.521
Institutional Journal Output
-0.268 -0.242
Redundant Output
-0.525 0.052
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Norwegian University of Life Sciences (NMBU) demonstrates an exceptionally strong scientific integrity profile, with an overall risk score of -0.453 that indicates robust governance and a commitment to high-quality research. The institution exhibits a very low-risk profile across the vast majority of indicators, particularly in areas such as retracted output, publication in discontinued journals, and redundant publications, showcasing effective quality control and a culture of responsibility. The only area requiring attention is a moderate signal in the Rate of Multiple Affiliations, which, while below the national average, warrants monitoring to ensure continued transparency. This outstanding integrity performance provides a solid foundation for the university's thematic strengths, as evidenced by its top-tier national rankings in Veterinary (1st), Agricultural and Biological Sciences (2nd), and Computer Science (5th) according to SCImago Institutions Rankings data. This alignment of ethical practice with academic excellence directly supports NMBU's mission to perform "high-quality research," boost "public confidence," and ensure funds are "effectively and purposefully used." By maintaining this low-risk profile, NMBU not only fulfills its social contract but also solidifies its standing as an "internationally renowned University." It is recommended that NMBU actively leverages this demonstrated commitment to scientific integrity as a key pillar of its institutional identity and a competitive advantage in global collaborations.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 0.599, which is below the national average of 0.802. This indicates that while the university participates in the national trend of collaborative affiliations, it does so with greater moderation than its peers. This suggests a differentiated management approach that contains the potential risks associated with this practice. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator serves as a reminder to ensure that these collaborations are driven by genuine scientific synergy rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The university's more controlled rate reflects a balanced approach to national collaborative norms.

Rate of Retracted Output

With a Z-score of -0.493, the institution shows a near-total absence of risk signals, a figure that is even more favorable than the low national average of -0.255. This performance demonstrates low-profile consistency, where the university’s robust internal processes align with and even exceed the high integrity standards of the national environment. Retractions can be complex, but such a low rate strongly suggests that the quality control and supervision mechanisms prior to publication are functioning effectively. This is a clear indicator of a healthy integrity culture, where methodological rigor prevents the kind of recurring errors or malpractice that could damage the institution's reputation.

Rate of Institutional Self-Citation

The institution's Z-score of -0.213 is almost identical to the national average of -0.192, indicating a state of statistical normality. This alignment suggests that the university's citation practices are in sync with the expected patterns for its context and size within the country. A certain level of self-citation is natural and reflects the continuity of established research lines. The observed rate does not suggest any concerning scientific isolation or 'echo chambers.' Instead, it points to a healthy balance where the institution builds upon its own work while remaining fully integrated with and validated by the broader external scientific community.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.545 signifies a complete absence of risk, performing even better than the country's already very low average of -0.435. This reflects a state of total operational silence in this area, confirming that the university's researchers are exercising exceptional due diligence in selecting publication venues. A high proportion of output in discontinued journals can be a critical alert for reputational risk, suggesting a failure to avoid 'predatory' or low-quality media. NMBU's exemplary score indicates that its scientific production is consistently channeled through reputable outlets that meet international ethical and quality standards, safeguarding institutional resources and prestige.

Rate of Hyper-Authored Output

With a Z-score of -0.210, the institution maintains a low-risk profile, in contrast to the medium-risk level seen at the national level (0.220). This demonstrates institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks related to authorship inflation that are more prevalent in the country. While extensive author lists are legitimate in 'Big Science,' a pattern of hyper-authorship outside these fields can dilute individual accountability. NMBU's controlled rate suggests that it effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, thereby upholding transparency in its research contributions.

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

The institution's Z-score of -1.374 is exceptionally low, positioning it well below the national average of -0.073. This result indicates a very healthy and sustainable research model where the impact of work led by the institution's own researchers is strong and not dependent on external partners. A wide positive gap can signal a risk where prestige is borrowed rather than built, suggesting an institution's excellence is contingent on collaborations it does not lead. NMBU's score, however, points to the opposite: it demonstrates robust internal capacity and intellectual leadership, confirming that its scientific prestige is structural and generated from within.

Rate of Hyperprolific Authors

The institution records a Z-score of -1.133, indicating a near absence of hyperprolific authors and a significantly lower risk than the national average of -0.521. This strong performance aligns with the high national standard, showing a consistent commitment to responsible productivity. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution and may signal imbalances between quantity and quality. The university's very low score in this area suggests that its academic culture successfully avoids risks such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over inflated metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, which is in close alignment with the national average of -0.242, the institution demonstrates integrity synchrony with its environment. This indicates a shared commitment across the country to avoiding academic endogamy and potential conflicts of interest. Excessive dependence on in-house journals can raise concerns about bypassing independent external peer review. The university's very low rate shows that its researchers overwhelmingly seek validation from the global scientific community, ensuring their work is subject to standard competitive scrutiny and maximizing its international visibility and impact.

Rate of Redundant Output

The institution's Z-score of -0.525 is exceptionally low, especially when contrasted with the medium-risk level observed nationally (0.052). This demonstrates a clear case of preventive isolation, where the university does not replicate the risk dynamics related to data fragmentation that are present in its environment. A high rate of redundant output, or 'salami slicing,' points to the practice of dividing studies into minimal publishable units to artificially inflate productivity, which distorts scientific evidence. NMBU's outstanding result indicates a strong institutional policy, formal or informal, that prioritizes the publication of significant, coherent new knowledge over sheer volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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