| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.439 | 0.648 |
|
Retracted Output
|
0.342 | -0.189 |
|
Institutional Self-Citation
|
-0.084 | -0.200 |
|
Discontinued Journals Output
|
-0.325 | -0.450 |
|
Hyperauthored Output
|
-0.655 | 0.859 |
|
Leadership Impact Gap
|
-0.544 | 0.512 |
|
Hyperprolific Authors
|
-0.227 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
2.122 | 0.387 |
Universite Polytechnique des Hauts-de-France presents a balanced scientific integrity profile, with an overall score of -0.014 that indicates performance in line with the global average. The institution demonstrates significant strengths in mitigating systemic national risks, particularly in its governance of multiple affiliations, hyper-authorship, and impact dependency, where it performs considerably better than the French average. These areas of resilience are complemented by strong thematic positioning according to SCImago Institutions Rankings data, with notable national rankings in Business, Management and Accounting (34th), Chemistry (41st), and Biochemistry, Genetics and Molecular Biology (59th). However, this robust profile is contrasted by medium-risk alerts in the Rate of Retracted Output and, most critically, the Rate of Redundant Output, which is substantially higher than the national benchmark. While a specific institutional mission was not available for this analysis, these identified vulnerabilities directly challenge universal academic values of excellence and rigor. Upholding a commitment to high-quality, impactful research requires addressing these publication integrity issues to ensure that quantitative output does not compromise the institution's scientific credibility. By leveraging its clear governance strengths, the university is well-positioned to implement targeted improvements and fortify its commitment to scientific integrity across all domains.
The institution exhibits a Z-score of -0.439, positioning it in a low-risk category and contrasting sharply with the national average of 0.648. This demonstrates strong institutional resilience, as control mechanisms appear to effectively mitigate the systemic risks related to affiliation practices that are more prevalent across the country. While multiple affiliations are often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's prudent profile suggests its collaborative frameworks are well-governed, avoiding the "affiliation shopping" dynamics observed elsewhere and ensuring that credit is assigned transparently and appropriately.
With a Z-score of 0.342, the institution registers a medium-risk signal, representing a moderate deviation from the national standard, which sits at a low-risk value of -0.189. This indicates that the university shows a greater sensitivity to factors leading to retractions than its national peers. Retractions are complex events, but a rate significantly higher than the average can suggest that pre-publication quality control mechanisms may be failing systemically. This elevated score serves as an alert to a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management.
The institution's Z-score of -0.084 is within the low-risk threshold but is higher than the national average of -0.200. This suggests an incipient vulnerability, as the center shows early signals that warrant review before they escalate. A certain level of self-citation is natural and reflects the continuity of research lines. However, this slightly elevated rate could be an early indicator of an "echo chamber" dynamic, where the institution's work may not be receiving sufficient external scrutiny. It serves as a prompt to ensure that the university's academic influence is primarily driven by global community recognition rather than being oversized by internal validation dynamics.
The institution shows a Z-score of -0.325, a low-risk value that nonetheless represents a slight divergence from the national benchmark of -0.450, which is in the very low-risk category. This means the university shows minor but detectable signals of risk activity that are almost non-existent in the rest of the country. A high proportion of output in discontinued journals is a critical alert regarding due diligence, as it may expose the institution to reputational risks associated with 'predatory' or low-quality practices. While the current level is low, this signal highlights an opportunity to reinforce information literacy among researchers to ensure all dissemination channels meet international ethical and quality standards.
With a Z-score of -0.655, the institution maintains a low-risk profile that stands in stark contrast to the medium-risk national average of 0.859. This performance highlights a notable institutional resilience, suggesting that its control mechanisms effectively mitigate the systemic risks of authorship inflation present in its environment. While extensive author lists are legitimate in 'Big Science' fields, their appearance elsewhere can indicate a dilution of individual accountability. The university's low score indicates a successful distinction between necessary massive collaboration and questionable 'honorary' authorship, thereby upholding transparency and accountability in its publication practices.
The institution's Z-score of -0.544 places it in a low-risk category, showcasing its resilience against the national trend, where the average score is 0.512 (medium risk). This result suggests that the university's scientific prestige is structurally sound and not overly dependent on external partners for impact. A wide positive gap can signal a sustainability risk, where an institution's reputation is exogenous rather than built on internal capacity. The university's strong performance indicates that its excellence metrics are the result of genuine internal capabilities and intellectual leadership, a sign of a mature and sustainable research ecosystem.
The institution's Z-score for this indicator is -0.227, which, while in the low-risk category, is notably higher than the national average of -0.654. This difference signals an incipient vulnerability, indicating that the university shows patterns of hyperprolificacy that, although not yet critical, warrant review before escalating. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution and can point to risks such as coercive authorship or the assignment of credit without real participation. This signal serves as a prompt to ensure a healthy balance between quantity and quality, safeguarding the integrity of the scientific record.
With a Z-score of -0.268, the institution is in perfect alignment with the national average of -0.246, both of which fall into the very low-risk category. This demonstrates integrity synchrony, reflecting a shared national environment of maximum scientific security in this domain. The minimal dependence on in-house journals is a positive sign, as it avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that the institution's scientific production consistently undergoes independent external peer review, which is fundamental for achieving global visibility and competitive validation.
The institution presents a Z-score of 2.122, a medium-risk signal that indicates high exposure to this issue, especially when compared to the national average of 0.387. Although both are in the same risk category, the university is significantly more prone to showing these alert signals than its environment. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. This high value is a critical alert that suggests a potential pattern of prioritizing volume over significant new knowledge, a dynamic that distorts scientific evidence and requires immediate and careful review.