| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.568 | -0.927 |
|
Retracted Output
|
11.444 | 0.279 |
|
Institutional Self-Citation
|
-0.923 | 0.520 |
|
Discontinued Journals Output
|
2.586 | 1.099 |
|
Hyperauthored Output
|
-1.401 | -1.024 |
|
Leadership Impact Gap
|
-1.408 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.412 | 0.720 |
Sri Krishna College of Technology presents a dual profile in scientific integrity, marked by robust controls in authorship and citation practices but significant vulnerabilities in publication quality assurance. With an overall risk score of 3.509, the institution demonstrates exceptional performance in maintaining low rates of multiple affiliations, institutional self-citation, hyper-authorship, and hyper-prolificacy, indicating a healthy internal culture regarding credit attribution. These strengths provide a solid foundation for its recognized academic standing in key thematic areas such as Engineering, Computer Science, Energy, and Environmental Science, as reflected in the SCImago Institutions Rankings. However, critical alerts in the Rate of Retracted Output and elevated risks in publishing in discontinued journals and redundant output directly challenge the institution's mission "to be recognized as a centre of excellence" and to nurture "competent professionals with integrity." These specific risks undermine the credibility of its research and its commitment to societal expectations. It is recommended that the institution leverage its strong governance in authorship to implement a rigorous pre-publication review system, thereby aligning its operational practices with its stated mission of excellence and integrity.
The institution's Z-score of -1.568 is well below the national average of -0.927, reflecting a state of total operational silence regarding this risk indicator. The institution's practices are even more conservative than the national standard, demonstrating a clear and unambiguous affiliation policy. While multiple affiliations can be a legitimate result of researcher mobility or partnerships, the complete absence of signals suggests that the institution effectively prevents any strategic attempts to inflate institutional credit or engage in “affiliation shopping,” ensuring that academic contributions are clearly and correctly attributed.
The institution's Z-score of 11.444 is critically high, starkly contrasting with the national average of 0.279. This indicates a significant risk accentuation, where the college amplifies vulnerabilities already present in the national system. Retractions are complex events, but a rate this far above the norm suggests that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, this alerts to a vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management to protect its scientific reputation.
With a Z-score of -0.923, the institution operates in preventive isolation from the national trend, where the average score is 0.520. This demonstrates that the college does not replicate the risk dynamics of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but the institution's extremely low rate confirms that its research is validated by the broader scientific community, not within an internal 'echo chamber.' This strong external orientation prevents any risk of endogamous impact inflation, ensuring that its academic influence is based on genuine global community recognition.
The institution shows a Z-score of 2.586, significantly higher than the national average of 1.099. This signals a high exposure to risk, suggesting the center is more prone to this issue than its environment. A high proportion of publications in such 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.
The institution's Z-score of -1.401 is well-aligned with the low-risk national context, where the average is -1.024. This low-profile consistency demonstrates that the absence of risk signals in this area is in line with the national standard. The data suggests that the institution's authorship practices are transparent and accountable, successfully distinguishing between necessary massive collaboration and the dilutive effects of 'honorary' or political authorship practices. This responsible approach ensures that individual contributions are clearly recognized and accountability is maintained.
The institution's Z-score of -1.408, compared to the national average of -0.292, shows low-profile consistency where the absence of risk signals aligns with the national standard. This indicates that the institution's scientific prestige is not overly dependent on external partners. The low gap suggests that its excellence metrics result from genuine internal capacity and intellectual leadership, rather than just strategic positioning in collaborations where the institution does not exercise intellectual leadership. This reflects a sustainable and structurally sound research model where the institution drives its own impact.
With a Z-score of -1.413, the institution's performance is consistent with the low-risk national environment (average score of -0.067). This absence of risk signals aligns with the national standard, indicating that the institution fosters a healthy balance between productivity and quality. By avoiding extreme individual publication volumes, the college mitigates risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over the inflation of quantitative metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, demonstrating integrity synchrony with its environment. This total alignment with a context of maximum scientific security shows that the institution avoids excessive dependence on its own journals. This practice prevents potential conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent external peer review. This commitment to external validation enhances the global visibility and credibility of its research output.
The institution's Z-score of 1.412 is notably higher than the national average of 0.720, indicating high exposure to this risk. The center appears more prone to showing alert signals for this practice than its environment average. This high value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This practice not only distorts the available scientific evidence but also overburdens the review system, suggesting a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
