| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.660 | 0.648 |
|
Retracted Output
|
0.990 | -0.189 |
|
Institutional Self-Citation
|
-1.874 | -0.200 |
|
Discontinued Journals Output
|
-0.545 | -0.450 |
|
Hyperauthored Output
|
-1.151 | 0.859 |
|
Leadership Impact Gap
|
-0.695 | 0.512 |
|
Hyperprolific Authors
|
-0.536 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
-0.664 | 0.387 |
Montpellier Business School demonstrates a highly polarized scientific integrity profile. With an overall risk score of 0.254, the institution exhibits exceptional performance in a majority of indicators, particularly in areas related to publication channel selection, citation practices, and authorship transparency, where it significantly outperforms national averages. These strengths suggest robust internal governance and a culture of integrity. However, this positive landscape is critically undermined by two significant risk alerts: an exceptionally high Rate of Multiple Affiliations and a concerning Rate of Retracted Output. These specific vulnerabilities require immediate and targeted intervention, as they directly conflict with the universal academic mission of producing reliable and transparent knowledge. The institution's outstanding reputation, evidenced by its SCImago rankings as 4th in France for Business, Management and Accounting and 7th for Economics, Econometrics and Finance, is built on a foundation of excellence that these integrity risks could jeopardize. To safeguard its leadership position and align its practices with its evident thematic strengths, the institution is advised to focus strategic efforts on understanding and rectifying the root causes of these two outlier indicators, thereby ensuring its operational reality fully reflects its commitment to academic excellence and social responsibility.
The institution presents a Z-score of 3.660, a value that indicates a significant risk level and starkly contrasts with the national average of 0.648. This suggests that the institution is not merely participating in a national trend but is actively amplifying a vulnerability present in the French system. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a potential strategic over-reliance on this practice. It is critical to investigate whether these affiliations consistently represent substantive collaborations or if they are being used to inflate institutional credit through “affiliation shopping,” a practice that could compromise the transparency and perceived integrity of the institution's research ecosystem.
With a Z-score of 0.990, the institution shows a significant risk level in retractions, creating a severe discrepancy when compared to the low-risk national average of -0.189. This atypical rate of activity requires a deep integrity assessment. Retractions are complex events, but a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This is not about isolated, honest corrections; rather, it points to a potential vulnerability in the institution's integrity culture. It indicates a possibility of recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to protect the institution's scientific credibility.
The institution demonstrates an exceptionally low-risk profile with a Z-score of -1.874, well below the already low national average of -0.200. This result reflects a healthy and commendable practice of external validation. The absence of risk signals in this area aligns with the national standard for integrity, indicating that the institution successfully avoids the creation of scientific 'echo chambers.' This low rate of self-citation confirms that the institution's academic influence is built on broad recognition by the global community, not on endogamous dynamics that can artificially inflate impact.
The institution's Z-score of -0.545 is in the very low-risk category, performing even better than the national average of -0.450. This indicates a total operational silence regarding this risk factor. The data suggests that the institution's researchers exercise excellent due diligence in selecting dissemination channels for their work. This practice effectively mitigates severe reputational risks and demonstrates a strong commitment to publishing in high-quality, ethically sound venues, avoiding the pitfalls of 'predatory' publishing and ensuring research resources are used effectively.
With a Z-score of -1.151, the institution shows a very low risk of hyper-authorship, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.859). This preventive isolation is a strong indicator of a healthy authorship culture. It suggests that the institution successfully distinguishes between necessary, large-scale collaboration and questionable practices like 'honorary' or political authorship. By maintaining clear and accountable author lists, the institution reinforces individual responsibility and transparency in its scientific production.
The institution's Z-score of -0.695 places it in the low-risk category, showcasing institutional resilience when compared to the medium-risk national average of 0.512. This favorable gap suggests that the institution's scientific prestige is largely structural and sustainable, built upon strong internal capacity. Unlike institutions that may depend heavily on external partners for impact, these results indicate that Montpellier Business School exercises significant intellectual leadership in its research, a key factor for long-term academic autonomy and influence.
The institution's Z-score of -0.536 is within the low-risk band, but it is slightly higher than the national average of -0.654. This subtle difference points to an incipient vulnerability that warrants review before it escalates. While high productivity can be a sign of leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. This signal suggests a need for monitoring to ensure that the institutional culture continues to prioritize quality over quantity and does not inadvertently encourage practices like coercive authorship or productivity metrics that could compromise the integrity of the scientific record.
The institution maintains a Z-score of -0.268, a very low-risk value that is slightly better than the national average of -0.246. This reflects a total operational silence on this indicator and a strong commitment to external validation. By avoiding over-reliance on its own journals, the institution effectively sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific output is subjected to independent, external peer review, which is fundamental for achieving global visibility and competitive validation.
With a Z-score of -0.664, the institution shows a very low risk of redundant publication, a clear case of preventive isolation from the medium-risk trend observed nationally (Z-score: 0.387). This excellent result indicates a culture that values the publication of significant, coherent studies over artificially inflating productivity metrics. By avoiding data fragmentation or 'salami slicing,' the institution upholds the integrity of the scientific record and contributes meaningful, consolidated knowledge to its fields, rather than overburdening the review system with minimally publishable units.
