Linnaeus University

Region/Country

Western Europe
Sweden
Universities and research institutions

Overall

-0.132

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
1.257 1.550
Retracted Output
0.145 -0.138
Institutional Self-Citation
-0.304 -0.328
Discontinued Journals Output
-0.368 -0.472
Hyperauthored Output
-0.295 0.597
Leadership Impact Gap
-0.798 0.020
Hyperprolific Authors
-1.013 -0.350
Institutional Journal Output
-0.268 -0.262
Redundant Output
-0.587 -0.362
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Linnaeus University presents a robust and well-balanced scientific integrity profile, with an overall risk score of -0.132 indicating alignment with expected international standards. The institution demonstrates exceptional strengths in governance and research quality, evidenced by very low-risk indicators in five key areas: the gap between total and led impact, the rate of hyperprolific authors, output in institutional journals, redundant publications, and the use of discontinued journals. These results point to a culture that prioritizes sustainable impact and methodological rigor. The primary areas for strategic attention are the medium-risk levels observed in the Rate of Retracted Output and the Rate of Multiple Affiliations, with the former showing a notable deviation from the national trend. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Arts and Humanities, Business, Management and Accounting, and Social Sciences, where it ranks among the top institutions in Sweden. This performance aligns well with the university's mission to be a "creative and international knowledge environment." The identified strengths directly support the values of "curiosity" and "utility" by ensuring research is original and published in reliable channels. However, the medium risk in retractions could challenge the perception of a fully secure knowledge environment, making proactive monitoring in this area crucial to uphold the institution's commitment to excellence. Overall, Linnaeus University is on a solid integrity footing, and by focusing on refining its pre-publication quality controls, it can further strengthen its reputation as a leader in responsible and impactful research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The university's Z-score of 1.257 places it at a medium-risk level, which is consistent with the national context in Sweden (1.550). However, the institution's slightly lower score suggests a more controlled approach, demonstrating differentiated management that moderates a risk that appears common across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. The university's position indicates it is navigating this complex area more effectively than the national average, but the medium level still warrants attention to ensure all affiliations are substantive and contribute meaningfully to its collaborative ecosystem.

Rate of Retracted Output

With a Z-score of 0.145, the university exhibits a medium risk for retracted output, a moderate deviation from the low-risk national average (-0.138). This suggests the institution shows greater sensitivity to this risk factor than its national peers. Retractions are complex events, and a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture. This finding suggests that quality control mechanisms prior to publication may be failing more often than in comparable institutions, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.

Rate of Institutional Self-Citation

The institution's Z-score of -0.304 is closely aligned with the national average of -0.328, both falling within the low-risk category. This reflects a state of statistical normality, where the level of institutional self-citation is as expected for its context and size. A certain level of self-citation is natural and reflects the continuity of established research lines. The university's score confirms that its practices are in sync with its environment, avoiding the concerning scientific isolation or 'echo chambers' that can arise from disproportionately high rates. This indicates a healthy balance between building on internal work and engaging with the broader scientific community for external scrutiny and validation.

Rate of Output in Discontinued Journals

The university's Z-score of -0.368 is in the very low-risk category, slightly higher than the national average of -0.472. This minimal signal can be interpreted as residual noise in an otherwise inert environment. Although the risk is negligible, the institution is technically the first to show any signal compared to the national baseline. A high proportion of output in such journals would constitute a critical alert regarding due diligence in selecting dissemination channels. The university’s excellent score demonstrates a strong commitment to avoiding predatory or low-quality practices, thereby protecting its resources and reputation from the risks associated with channels that do not meet international ethical or quality standards.

Rate of Hyper-Authored Output

With a low-risk Z-score of -0.295, the university effectively counters the medium-risk trend observed at the national level (0.597). This demonstrates institutional resilience, suggesting that internal control mechanisms are successfully mitigating systemic risks present in the wider environment. While extensive author lists are legitimate in 'Big Science,' a high rate outside these contexts can indicate author list inflation, diluting individual accountability. The university’s prudent profile in this area serves as a positive signal that it effectively distinguishes between necessary massive collaboration and potentially problematic 'honorary' authorship practices.

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

The university shows exceptional performance in this indicator, with a very low-risk Z-score of -0.798, which stands in stark contrast to the medium-risk national average of 0.020. This signifies a preventive isolation, where the institution does not replicate the risk dynamics of dependency observed elsewhere in the country. A wide positive gap suggests that scientific prestige is dependent and exogenous, not structural. Linnaeus University’s result, however, indicates that its excellence metrics result from real internal capacity and intellectual leadership, ensuring its academic impact is both sustainable and organically generated rather than borrowed through collaborations.

Rate of Hyperprolific Authors

The university's Z-score of -1.013 is in the very low-risk category, demonstrating low-profile consistency with the low-risk national standard (-0.350). This absence of risk signals indicates robust alignment with responsible productivity norms. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The university's very low score in this area is a strong indicator of a healthy research culture that prioritizes the integrity of the scientific record and quality over sheer quantity.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the university's rate of publication in its own journals is almost identical to the national average (-0.262), placing both in the very low-risk category. This reflects an integrity synchrony and total alignment with an environment of maximum scientific security. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest and risks academic endogamy. The university’s negligible score confirms that its researchers are overwhelmingly seeking validation through independent external peer review, ensuring their work achieves global visibility and avoids the potential pitfalls of using internal channels as 'fast tracks' for publication.

Rate of Redundant Output

The university demonstrates excellent control over redundant publications, with a very low-risk Z-score of -0.587, which is well below the low-risk national average (-0.362). This low-profile consistency highlights an absence of risk signals that aligns with, and improves upon, the national standard. Massive bibliographic overlap between publications can indicate 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. The university’s very low score suggests its research culture strongly discourages such practices, promoting the publication of significant new knowledge rather than fragmented data, thereby respecting the scientific record and the review system.

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