| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.170 | 0.648 |
|
Retracted Output
|
-0.428 | -0.189 |
|
Institutional Self-Citation
|
-0.151 | -0.200 |
|
Discontinued Journals Output
|
-0.472 | -0.450 |
|
Hyperauthored Output
|
0.879 | 0.859 |
|
Leadership Impact Gap
|
0.171 | 0.512 |
|
Hyperprolific Authors
|
-0.866 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
-0.038 | 0.387 |
Universite Montpellier demonstrates a robust scientific integrity profile, with an overall risk score of -0.310 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, publication in discontinued journals, and use of institutional journals, signaling strong quality control and a commitment to global standards. While the university effectively mitigates national risk trends in areas like multiple affiliations and redundant publications, moderate attention is warranted for hyper-authorship and the gap in impact between collaborative and institution-led research, which align with systemic national patterns. According to SCImago Institutions Rankings data, this solid integrity foundation supports world-class research, particularly in its top-ranked thematic areas: Agricultural and Biological Sciences, Chemistry, Environmental Science, and Veterinary. Although the institution's specific mission statement was not available for this analysis, such a low-risk profile is intrinsically aligned with any mission centered on academic excellence, ethical conduct, and social responsibility. By continuing to monitor areas of moderate risk, Universite Montpellier is well-positioned to reinforce its reputation as a leader in both scientific discovery and research integrity.
The institution presents a Z-score of -0.170, a low-risk value that contrasts favorably with the national average of 0.648. This demonstrates institutional resilience, suggesting that the university's governance and affiliation policies effectively mitigate systemic risks that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution’s controlled rate indicates it is not engaging in practices aimed at artificially inflating institutional credit, thereby maintaining a transparent and accurate representation of its collaborative footprint.
With a Z-score of -0.428, the institution shows a very low incidence of retractions, performing better than the already low-risk national average of -0.189. This low-profile consistency signals that the absence of risk is in line with the national standard, reflecting a highly effective research integrity framework. Such a minimal rate is a strong indicator of responsible supervision and robust pre-publication quality control mechanisms, suggesting that the institutional culture successfully prevents the types of systemic errors or malpractice that could otherwise lead to post-publication corrections.
The institution's Z-score of -0.151 is closely aligned with the national average of -0.200, placing it in a 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. This healthy rate indicates that while research is built upon established internal expertise, it does not show signs of concerning scientific isolation. The institution avoids creating 'echo chambers' and instead demonstrates a balanced integration with the global scientific community, where its work is validated by sufficient external scrutiny.
The institution exhibits a Z-score of -0.472, an exceptionally low value that is even better than the national average of -0.450. This signifies a state of total operational silence in this risk area. The near-complete absence of publications in journals that fail to meet international standards points to an exemplary level of due diligence in selecting dissemination channels. This practice protects the university from reputational damage and ensures that its research output is channeled through credible and high-quality venues, avoiding predatory or unethical publishing practices.
With a Z-score of 0.879, the institution's rate of hyper-authored output is at a medium-risk level, closely mirroring the national average of 0.859. This alignment suggests a systemic pattern, where the university's authorship practices reflect shared disciplinary norms or collaborative structures prevalent at a national level. While extensive author lists are legitimate in 'Big Science' fields, this moderate signal warrants a closer look to ensure that these practices do not mask author list inflation or 'honorary' authorships in other disciplines, which could dilute individual accountability and transparency.
The institution's Z-score for this indicator is 0.171, a medium-risk value that is notably lower than the national average of 0.512. This reflects a differentiated management approach, where the university successfully moderates a risk that is more common throughout the country. Although a gap exists, its smaller magnitude suggests that the institution's scientific prestige is less dependent on external partners and more rooted in its own structural capacity. This indicates a healthier balance, where the university exercises greater intellectual leadership in its collaborations compared to the national trend.
The institution maintains a Z-score of -0.866, a low-risk value that is significantly below the national average of -0.654. This prudent profile indicates that the university manages its authorship and productivity expectations with more rigor than the national standard. Such a low incidence of hyperprolific authors suggests a healthy institutional focus on the quality and substance of scientific contributions over sheer volume. This helps mitigate risks such as coercive authorship or the assignment of credit without meaningful participation, thereby upholding the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a near-total absence of reliance on its own journals, performing slightly better than the already very low national average of -0.246. This reflects total operational silence on this indicator, a clear sign of a commitment to objective, external peer review. By avoiding potential conflicts of interest and academic endogamy, the university ensures its research undergoes standard competitive validation, which enhances its global visibility and credibility rather than using internal channels to inflate publication metrics.
The institution's Z-score of -0.038 places it in the low-risk category, in stark contrast to the medium-risk national average of 0.387. This difference highlights the institution's resilience and the effectiveness of its control mechanisms in preventing practices like 'salami slicing.' While data fragmentation to inflate productivity appears to be a more common vulnerability at the national level, the university's policies and culture seem to successfully promote the publication of coherent, significant studies over the artificial multiplication of minimal publishable units.