| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.329 | -0.927 |
|
Retracted Output
|
2.737 | 0.279 |
|
Institutional Self-Citation
|
-1.588 | 0.520 |
|
Discontinued Journals Output
|
3.076 | 1.099 |
|
Hyperauthored Output
|
-1.271 | -1.024 |
|
Leadership Impact Gap
|
1.867 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
CMR Engineering College presents a profile of pronounced contrasts, with an overall risk score of 1.027 indicating a medium level of exposure. The institution demonstrates exceptional strengths and robust internal governance in a majority of integrity indicators, particularly in avoiding academic endogamy, authorship malpractice, and data fragmentation. These areas of very low risk form a solid foundation for scientific quality. However, this positive performance is critically undermined by significant alerts in the Rate of Retracted Output and the Rate of Output in Discontinued Journals, alongside a medium-risk gap in research leadership impact. According to SCImago Institutions Rankings data, the college's key thematic areas are Engineering and Computer Science. The identified vulnerabilities directly challenge the institutional mission "to impart value based quality technical education," as publishing in low-quality journals and experiencing high retraction rates contradict the core values of quality and integrity. To fully align its operational reality with its strategic vision, the institution should leverage its evident strengths in governance to urgently address these specific weaknesses, thereby safeguarding its reputation and the value of the education it provides.
The institution exhibits a Z-score of -1.329, a value even lower than the country's already minimal average of -0.927. This signifies a state of total operational silence regarding this risk, positioning the college as a benchmark of good practice within the national context. The complete absence of signals related to affiliation anomalies confirms that institutional credit is being managed with exceptional transparency and integrity, steering clear of any practices that could be interpreted as strategic attempts to inflate its academic standing.
With a Z-score of 2.737, the institution shows a significant risk level that sharply contrasts with the national medium-risk average of 0.279. This disparity suggests that the college is not merely reflecting a systemic issue but is actively amplifying the vulnerabilities present in the national research environment. Retractions are complex events, but a rate significantly higher than the global average serves as a critical alert to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution's Z-score of -1.588 is exceptionally low, especially when compared to the national medium-risk average of 0.520. This demonstrates a clear case of preventive isolation, where the college successfully avoids the risk dynamics observed in its environment. A certain level of self-citation is natural, but by maintaining such a low rate, the institution actively avoids the creation of 'echo chambers' or endogamous impact inflation. This practice ensures that the institution's academic influence is validated by global community recognition rather than being oversized by internal dynamics, reflecting a commitment to external scrutiny and genuine impact.
The institution's Z-score of 3.076 is a significant red flag, far exceeding the country's medium-risk average of 1.099. This indicates a worrying accentuation of a national vulnerability, suggesting that the college is disproportionately exposed to this risk. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.271, the institution maintains a very low-risk profile, consistent with the low-risk national standard of -1.024. The absence of risk signals in this area aligns with the expected norms for its disciplines. This demonstrates a healthy approach to authorship, effectively distinguishing between necessary collaboration and practices like 'honorary' or political authorship. The data suggests that author lists are managed transparently, preserving individual accountability within research teams.
The institution presents a Z-score of 1.867, a medium-risk signal that shows a moderate deviation from the country's low-risk average of -0.292. This indicates a greater sensitivity to this specific risk factor compared to its national peers. A wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. This value suggests that the institution's scientific prestige may be dependent and exogenous, not structural. It invites reflection on whether its excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's Z-score of -1.413 is well within the very low-risk category, aligning with the low-risk national context (-0.067). This low-profile consistency demonstrates that the college does not exhibit signals of authorship malpractice related to extreme publication volumes. This finding suggests a healthy balance between productivity and quality, steering clear of dynamics such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution's performance is almost identical to the national average of -0.250, both of which are in the very low-risk category. This reflects a perfect integrity synchrony with its environment, indicating a shared commitment to maximum scientific security in this area. The data confirms that the institution does not excessively depend on its own journals, thus avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, reinforcing its commitment to global visibility and competitive validation.
The institution shows a Z-score of -1.186, a very low-risk value that stands in positive contrast to the national medium-risk average of 0.720. This demonstrates a successful preventive isolation, whereby the college does not replicate the risk dynamics of data fragmentation prevalent in its environment. By avoiding massive and recurring bibliographic overlap between publications, the institution shows a commitment to publishing significant new knowledge rather than artificially inflating productivity by dividing studies into minimal publishable units. This practice upholds the integrity of the scientific evidence base and respects the academic review system.
