Universite Hassan 1er

Region/Country

Africa
Morocco
Universities and research institutions

Overall

0.071

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.060 0.043
Retracted Output
-0.240 -0.174
Institutional Self-Citation
1.368 2.028
Discontinued Journals Output
1.272 1.078
Hyperauthored Output
-1.213 -0.325
Leadership Impact Gap
-0.959 -0.751
Hyperprolific Authors
-1.413 -0.158
Institutional Journal Output
-0.268 -0.268
Redundant Output
1.829 0.628
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Universite Hassan 1er presents a balanced scientific integrity profile, characterized by a low overall risk score of 0.071. The institution demonstrates significant strengths in core areas of research practice, particularly in maintaining very low-risk levels for hyper-authorship, hyperprolific authors, dependency on external leadership for impact, and publication in institutional journals. These positive indicators suggest a robust internal culture that values individual accountability and intellectual autonomy. However, this is contrasted by medium-risk vulnerabilities in four areas: multiple affiliations, institutional self-citation, redundant output, and a concerning tendency to publish in discontinued journals. These weaknesses, especially where they exceed national averages, could undermine the institution's pursuit of excellence and its social responsibility mandate by potentially prioritizing publication volume over quality and impact. According to SCImago Institutions Rankings data, the university's primary thematic strengths lie in Agricultural and Biological Sciences (ranked 5th in Morocco), as well as in Medicine and Biochemistry, Genetics and Molecular Biology (both ranked 12th). To protect and enhance its reputation in these key fields, it is recommended that the institution focuses on targeted interventions to mitigate the identified risks, thereby ensuring its research practices fully align with its strategic academic objectives and commitment to rigorous scientific contribution.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution registers a Z-score of 0.060, which is closely aligned with the national average of 0.043. This similarity suggests that the university's approach to multiple affiliations reflects a systemic pattern common throughout the country's research ecosystem. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this moderate signal indicates a shared practice at the national level. It is important to ensure that these affiliations are managed transparently to avoid any perception of strategic attempts to inflate institutional credit or "affiliation shopping," thereby safeguarding the clarity and integrity of institutional contributions.

Rate of Retracted Output

With a Z-score of -0.240, the institution demonstrates a lower rate of retracted publications compared to the national average of -0.174. This favorable result points to a prudent profile, suggesting that the university's internal processes for quality control and supervision are more rigorous than the national standard. Retractions are complex events, but a lower incidence is a positive indicator. This performance suggests that the institution's quality control mechanisms prior to publication are functioning effectively, protecting it from the systemic failures or recurring malpractice that can lead to a higher retraction rate and affirming its commitment to a culture of integrity.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is 1.368, a moderate value that is nevertheless significantly lower than the national average of 2.028. This indicates a differentiated management approach, where the university successfully moderates a risk that appears more pronounced across the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's ability to keep this rate below the national trend suggests it is less susceptible to the risks of scientific isolation or 'echo chambers.' This demonstrates a greater reliance on external scrutiny and validation, mitigating the risk of endogamous impact inflation and reinforcing the global recognition of its work.

Rate of Output in Discontinued Journals

The university shows a Z-score of 1.272 in this indicator, a figure that is higher than the national average of 1.078. This result signals a high exposure to this particular risk, suggesting the institution is more prone than its national peers to channel publications through questionable outlets. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of its scientific production may be directed to media lacking international ethical or quality standards, exposing the institution to severe reputational damage and highlighting an urgent need to improve information literacy among its researchers to avoid 'predatory' practices.

Rate of Hyper-Authored Output

With a Z-score of -1.213, the institution displays a very low rate of hyper-authored publications, a healthier profile than the already low-risk national average of -0.325. This low-profile consistency demonstrates an absence of risk signals in this area, aligning with a national standard of good practice. This result is a strong positive indicator that the institution effectively avoids the pitfalls of author list inflation and the dilution of individual accountability. It suggests a culture where authorship is granted based on meaningful contribution rather than 'honorary' or political considerations, reinforcing transparency and integrity in its collaborative research.

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

The institution records a Z-score of -0.959, indicating a very low and healthy gap, which is more favorable than the national average of -0.751. This excellent result demonstrates low-profile consistency and an absence of risk, suggesting that the institution's scientific prestige is structural and generated from within. A wide positive gap can signal a dependency on external partners for impact, but this score indicates the opposite: the impact of research led by the institution is strong and aligns with its overall impact. This reflects a high degree of real internal capacity and intellectual leadership, positioning the university as a driver of innovation rather than a passenger in collaborations.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, far below the national average of -0.158. This demonstrates a clear absence of risk signals related to hyperprolific authors and is consistent with a national environment that already shows low risk. This score is a strong testament to a research culture that likely prioritizes quality over sheer quantity. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation, thereby upholding the integrity of its scientific record and fostering a balanced academic environment.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution is in perfect alignment with the national average, which shares the same score. This demonstrates an integrity synchrony with an environment of maximum scientific security on this front. The very low rate of publication in its own journals is a positive sign that the institution avoids potential conflicts of interest where it would act as both judge and party. This practice ensures that its scientific production consistently undergoes independent external peer review, which is crucial for limiting academic endogamy, enhancing global visibility, and ensuring its research is validated through standard competitive channels.

Rate of Redundant Output

The institution's Z-score for redundant output is 1.829, a value significantly higher than the national average of 0.628. This indicates a high exposure to this risk, suggesting the center is more prone to this practice than its peers. This high value serves as an alert for the potential fragmentation of data or 'salami slicing,' where a coherent study may be divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer review system, signaling a need to reinforce policies that prioritize the publication of significant new knowledge over volume.

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