Paris School of Business

Region/Country

Western Europe
France
Universities and research institutions

Overall

-0.360

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
1.414 0.648
Retracted Output
-0.324 -0.189
Institutional Self-Citation
-1.833 -0.200
Discontinued Journals Output
-0.246 -0.450
Hyperauthored Output
-1.169 0.859
Leadership Impact Gap
0.448 0.512
Hyperprolific Authors
-1.413 -0.654
Institutional Journal Output
-0.268 -0.246
Redundant Output
-1.186 0.387
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Paris School of Business demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.360, which indicates a performance well within the bounds of international best practices. The institution's primary strengths lie in its exceptionally low risk across multiple indicators, including Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authorship, and Redundant Output, showcasing a culture that prioritizes external validation, transparent collaboration, and substantive research contributions over metric inflation. These strengths are foundational to its prominent national standing in key thematic areas, as evidenced by its SCImago Institutions Rankings in Business, Management and Accounting (France #18) and Economics, Econometrics and Finance (France #14). However, areas requiring strategic attention include a medium-risk signal in the Rate of Multiple Affiliations and the Gap between its overall impact and the impact of its institution-led research. These specific vulnerabilities could subtly challenge the institution's mission "to develop globally-minded leaders who shape the future," as true leadership implies both transparent collaboration and endogenous scientific strength. By proactively addressing these points, the Paris School of Business can further solidify its reputation for excellence and ensure its operational practices are in perfect alignment with its ambitious and socially responsible vision.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 1.414, which is notably higher than the national average of 0.648. This result indicates that the school is more exposed to the risks associated with multiple affiliations than its national peers, even though the practice is common throughout the country. While multiple affiliations often reflect legitimate researcher mobility and partnerships, this heightened rate warrants a review of internal policies. It is crucial to ensure that these affiliations represent genuine, substantive collaborations and are not being used as a strategic tool for "affiliation shopping" to artificially inflate institutional credit, a practice that could undermine the transparency expected of a leading management school.

Rate of Retracted Output

With a Z-score of -0.324, the institution demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.189. This lower score suggests that the school's quality control and supervision mechanisms are more rigorous than the national standard. Retractions can be complex, but this very low rate indicates that the institution's pre-publication review processes are effective at minimizing systemic errors. It reflects a responsible research culture where integrity is prioritized, reducing the likelihood of recurring malpractice or a lack of methodological rigor that would otherwise require corrective action.

Rate of Institutional Self-Citation

The institution's Z-score of -1.833 is exceptionally low, positioning it well below the already low national average of -0.200. This absence of risk signals demonstrates a strong consistency with the national environment's standards for scientific openness. A certain level of self-citation is natural, but this extremely low value is a powerful indicator that the institution avoids scientific isolation or "echo chambers." It confirms that the school's academic influence is validated by the global research community rather than being inflated by internal dynamics, showcasing a commitment to external scrutiny and broad intellectual engagement.

Rate of Output in Discontinued Journals

The institution shows a Z-score of -0.246, a low-risk value that nonetheless represents a slight divergence from the national average of -0.450, which is in the very low-risk category. This means that while the institution's exposure is minimal, it shows faint signals of activity in an area where the rest of the country is almost entirely inert. A sporadic presence in such journals can occur, but this small deviation suggests a need to reinforce due diligence in the selection of dissemination channels. Enhancing information literacy among researchers is key to avoiding any potential reputational damage or wasted resources associated with "predatory" or low-quality publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -1.169, the institution demonstrates a state of preventive isolation from a risk that is moderately present at the national level (Z-score of 0.859). The school does not replicate the risk dynamics observed in its environment, maintaining a very low rate of hyper-authorship. As this pattern is not typical for the institution's disciplines, this result strongly indicates a culture of transparency and accountability in authorship. It serves as a clear signal that the institution successfully distinguishes between necessary collaboration and questionable practices like "honorary" or political authorship, thereby preserving the integrity of individual contributions.

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

The institution's Z-score of 0.448 is slightly more favorable than the national average of 0.512, indicating a degree of differentiated management of a risk that is common in the country. This gap suggests that, like its national peers, the institution's overall impact is partially dependent on collaborations where it does not hold intellectual leadership. While the school moderates this dependency better than average, the signal still points to a potential sustainability risk. It invites a strategic reflection on how to bolster the impact of its own-led research, ensuring that its scientific prestige is not just a result of strategic positioning but is also rooted in its structural, endogenous capacity for innovation.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 signifies a complete absence of risk signals in this area, aligning well with the low-risk national standard (Z-score of -0.654). This result is a strong positive indicator of a healthy balance between research quantity and quality. By avoiding extreme individual publication volumes, the institution effectively mitigates the risks of coercive authorship, data fragmentation, or authorship assignment without meaningful participation. This commitment ensures that the focus remains on the integrity of the scientific record rather than on the inflation of productivity metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in close integrity synchrony with the national environment, which has a nearly identical score of -0.246. This total alignment reflects a shared commitment to avoiding academic endogamy and potential conflicts of interest. By not relying on in-house journals, the institution ensures its scientific production undergoes independent, external peer review. This practice is fundamental for achieving global visibility and confirms that internal channels are not used as "fast tracks" to inflate publication records without standard competitive validation.

Rate of Redundant Output

The institution's Z-score of -1.186 demonstrates a clear state of preventive isolation, as it shows no signs of this risk in an environment where it is moderately prevalent (national Z-score of 0.387). This result indicates that the school does not replicate the risk dynamics of "salami slicing" observed elsewhere in the country. The complete absence of massive bibliographic overlap between publications signals a research culture that prioritizes the generation of significant new knowledge over the artificial inflation of productivity. This commitment to publishing coherent, substantive studies reinforces the integrity of the scientific evidence it produces.

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