| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.960 | -0.927 |
|
Retracted Output
|
-0.137 | 0.279 |
|
Institutional Self-Citation
|
-0.532 | 0.520 |
|
Discontinued Journals Output
|
2.838 | 1.099 |
|
Hyperauthored Output
|
-1.209 | -1.024 |
|
Leadership Impact Gap
|
-0.992 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.389 | 0.720 |
CMR College of Engineering & Technology demonstrates a robust scientific integrity profile, reflected in an overall score of 0.145, with numerous areas of exceptional performance that significantly outperform national benchmarks. The institution exhibits outstanding control over authorship practices, institutional endogamy, and ensures its scientific impact is driven by genuine internal leadership. This strong foundation is further evidenced by its competitive national standing in key thematic areas according to SCImago Institutions Rankings data, particularly in Earth and Planetary Sciences, Engineering, and Energy. However, this solid profile is critically undermined by a significant rate of publication in discontinued journals, a practice that directly conflicts with the institutional mission to uphold "Professional Ethics" and "Social Responsibilities." This single vulnerability risks devaluing the institution's otherwise excellent research output and its commitment to serving society with knowledge-based services. To secure its trajectory of excellence, it is imperative that the institution leverages its demonstrated governance strengths to implement urgent, targeted policies for selecting high-quality publication venues, thereby ensuring its research dissemination practices fully align with its core values.
With a Z-score of -0.960, which is even lower than the national average of -0.927, the institution shows a complete absence of risk signals in this area. This exceptional result indicates that there is no evidence of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The institution’s practices reflect total operational silence on this indicator, demonstrating a clear and conservative approach to declaring affiliations that surpasses the already high national standard of integrity.
The institution’s Z-score of -0.137 contrasts sharply with the country's medium-risk score of 0.279, demonstrating notable institutional resilience. This suggests that while the national environment may present systemic vulnerabilities leading to retractions, the College's internal control mechanisms are effectively mitigating these risks. A low rate of retractions is a positive sign of responsible supervision and robust quality control prior to publication, indicating that the institution's integrity culture is successfully preventing the kind of recurring malpractice or lack of methodological rigor that may be more prevalent elsewhere.
The institution maintains a low-risk Z-score of -0.532, a figure that points to strong institutional resilience when compared to the national medium-risk average of 0.520. This favorable gap suggests that the College's control mechanisms are effective in preventing the kind of scientific isolation or 'echo chambers' seen at a systemic level. By avoiding disproportionately high rates of self-citation, the institution ensures its academic influence is validated by the global community rather than being inflated by endogamous internal dynamics, reflecting a healthy integration into the broader scientific discourse.
A Z-score of 2.838 marks this as an area of significant concern, as it dramatically exceeds the country's medium-risk score of 1.099. This result indicates a risk accentuation, where the institution amplifies vulnerabilities already present in the national system. This high proportion of publications in journals that fail to meet international ethical or quality standards constitutes a critical alert. It suggests a systemic issue in due diligence when selecting dissemination channels, exposing the institution to severe reputational damage and indicating an urgent need for information literacy training to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.209 is well below the national average of -1.024, reflecting a very low-risk profile. This demonstrates a low-profile consistency where the absence of risk signals aligns with, and even improves upon, the national standard. The data confirms that the institution is not prone to author list inflation outside of legitimate "Big Science" contexts. This serves as a positive signal of transparency and individual accountability, distinguishing its collaborative practices from potentially problematic 'honorary' or political authorships.
With a Z-score of -0.992, significantly lower than the national average of -0.292, the institution demonstrates an exceptionally healthy and sustainable research model. This very low gap indicates that the impact of research led by the institution's own authors is strong and not dependent on external partners. This is a clear sign of structural scientific prestige and real internal capacity, showing that the institution exercises intellectual leadership in its collaborations rather than merely gaining prestige from them. This low-profile consistency with good practices is a hallmark of a self-reliant and maturing research ecosystem.
The institution's Z-score of -1.413 is exceptionally low, especially when compared to the national Z-score of -0.067. This demonstrates a low-profile consistency and an absence of the risk signals that can appear in the national environment. The near-total lack of authors with extreme publication volumes suggests a healthy balance between quantity and quality. It indicates that the institutional culture effectively discourages practices such as coercive authorship or authorship assignment without real participation, prioritizing the integrity of the scientific record over the simple inflation of metrics.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250, signifying integrity synchrony with its environment. This shared very low-risk level indicates that the institution, like its national peers, does not rely on its own journals for publication. This practice is crucial for avoiding conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent external peer review. This commitment to external validation is fundamental for achieving global visibility and credibility.
The institution presents a Z-score of 0.389, which, while indicating a medium risk level, is considerably lower than the national average of 0.720. This suggests a pattern of differentiated management, where the College is actively moderating a risk that appears more common across the country. Although signals of data fragmentation or 'salami slicing' are present, the institution demonstrates better control than its peers. This indicates a more conscientious effort to prioritize the publication of significant, coherent studies over practices designed to artificially inflate productivity metrics.
