| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.596 | 0.043 |
|
Retracted Output
|
-0.306 | -0.174 |
|
Institutional Self-Citation
|
0.251 | 2.028 |
|
Discontinued Journals Output
|
0.773 | 1.078 |
|
Hyperauthored Output
|
-1.289 | -0.325 |
|
Leadership Impact Gap
|
-1.966 | -0.751 |
|
Hyperprolific Authors
|
-1.413 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.628 |
The Institut National des Postes et Telecommunications (INPT) demonstrates a robust scientific integrity profile, with an overall risk score of -0.374 that indicates performance significantly stronger than the national average. The institution's primary strengths lie in its exceptional control over authorship practices, research autonomy, and publication quality, showing very low risk in hyper-authorship, hyperprolific authors, redundant output, and impact dependency. These strengths are particularly noteworthy as they contrast sharply with more vulnerable national trends, positioning INPT as a leader in research ethics. While moderate risks are present in institutional self-citation and publication in discontinued journals, the institution effectively mitigates these systemic issues, performing better than its national peers. This strong integrity framework provides a solid foundation for its academic excellence, reflected in its prominent national rankings in its core thematic areas of Computer Science, Engineering, and Mathematics. This commitment to ethical research directly supports its mission to train "innovative and enterprising engineers," as true innovation cannot be decoupled from scientific rigor and transparency. To fully realize its international ambitions, INPT should continue to fortify its areas of strength while implementing targeted policies to address the moderate risks, ensuring its operational practices are in complete alignment with its vision of global leadership and social responsibility.
The institution presents a Z-score of -0.596, contrasting with the national average of 0.043. This difference suggests a high degree of institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks that are more prevalent at the country level. While multiple affiliations can be a legitimate outcome of academic mobility and collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. In this context, the institution’s low-risk profile indicates that its policies or culture effectively prevent such "affiliation shopping," ensuring that declared affiliations accurately reflect substantive contributions and maintaining a standard of transparency that is more rigorous than the national norm.
With a Z-score of -0.306, the institution demonstrates a more prudent profile than the national standard, which stands at -0.174. Although both the institution and the country exhibit low risk in this area, the institution’s even lower score indicates that its quality control processes are managed with exceptional rigor. Retractions can be complex events, sometimes signifying responsible error correction. However, a rate significantly above average would suggest systemic failures in pre-publication review. The institution's minimal rate of retractions is a strong positive signal, pointing to a robust integrity culture and effective methodological supervision that prevents recurring malpractice and reinforces the reliability of its scientific output.
The institution's Z-score for this indicator is 0.251, while the national average is a significantly higher 2.028. Although both fall within a medium-risk category, this wide gap points to differentiated management at the institutional level, which successfully moderates a risk that is far more pronounced across the country. A certain level of self-citation is natural, reflecting ongoing research lines. However, the high national average suggests a widespread risk of creating scientific 'echo chambers.' The institution’s comparatively lower rate indicates a healthier balance, reducing the risk of endogamous impact inflation and demonstrating a greater reliance on external scrutiny and recognition from the global academic community.
The institution registers a Z-score of 0.773, which is lower than the national average of 1.078. This pattern suggests a differentiated management approach, where the institution is able to moderate a risk that appears to be a common challenge within the country. A high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. It indicates that production may be channeled through media failing to meet international ethical or quality standards, posing severe reputational risks. While the institution is not entirely immune to this issue, its better-than-average performance suggests more effective information literacy or stricter guidelines for researchers, helping to avoid the waste of resources on 'predatory' or low-quality practices.
The institution exhibits a Z-score of -1.289, a clear signal of very low risk that is significantly stronger than the country's low-risk score of -0.325. This demonstrates a consistent and exemplary low-risk profile, where the complete absence of risk signals aligns with and improves upon the national standard. Outside of 'Big Science' contexts where large author lists are normal, hyper-authorship can indicate inflation of author lists, which dilutes individual accountability. The institution's exceptionally low score in this area points to a culture of transparency and meaningful contribution, effectively preventing practices like 'honorary' or political authorship and ensuring that credit is assigned responsibly.
With a Z-score of -1.966, the institution shows an exceptionally low risk, far surpassing the national average of -0.751. This result reflects a consistent, low-profile strength that aligns with the secure national standard but demonstrates even greater scientific autonomy. A large positive gap in this indicator would signal a sustainability risk, suggesting that an institution's prestige is dependent on external partners rather than its own structural capacity. The institution's strong negative score is a powerful indicator of its intellectual leadership, demonstrating that its high-impact research is overwhelmingly driven by its own scholars. This confirms that its excellence metrics are the result of genuine internal capabilities, not merely strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 places it in the very low-risk category, a result that is substantially better than the national low-risk score of -0.158. This reflects a consistent, low-risk profile where the institution's practices are even more rigorous than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. Such patterns can point to risks like coercive authorship or the assignment of credit without real participation. The institution's near-total absence of this phenomenon is a testament to a research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution's Z-score of -0.268 is identical to the national average, indicating perfect integrity synchrony. This total alignment with an environment of maximum scientific security shows a shared commitment to avoiding potential conflicts of interest. While in-house journals can be useful for local dissemination, excessive dependence on them raises concerns about academic endogamy, where research might bypass rigorous, independent peer review. The fact that this practice is virtually non-existent at the institution, in line with the national standard, confirms a strong preference for global dissemination channels and competitive, external validation of its scientific work.
The institution maintains a Z-score of -1.186 (very low risk), in stark contrast to the national average of 0.628 (medium risk). This significant divergence demonstrates a state of preventive isolation, where the institution does not replicate the problematic risk dynamics observed in its environment. Massive bibliographic overlap between publications often indicates 'salami slicing'—the practice of fragmenting a single study into multiple 'minimal publishable units' to artificially inflate productivity. The institution's outstandingly low score in this area, against a national backdrop where this practice is more common, is a powerful indicator of a research culture that prioritizes the generation of significant new knowledge over the pursuit of volume.