| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.002 | -0.927 |
|
Retracted Output
|
-0.221 | 0.279 |
|
Institutional Self-Citation
|
0.159 | 0.520 |
|
Discontinued Journals Output
|
1.168 | 1.099 |
|
Hyperauthored Output
|
-1.319 | -1.024 |
|
Leadership Impact Gap
|
-0.136 | -0.292 |
|
Hyperprolific Authors
|
-0.560 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
6.956 | 0.720 |
Dayananda Sagar College of Engineering demonstrates a generally positive scientific integrity profile, reflected in an overall risk score of 0.267. The institution exhibits notable strengths in maintaining low rates of hyper-authored output, multiple affiliations, and publications in institutional journals, indicating robust governance in authorship and collaboration practices. Key thematic strengths, according to SCImago Institutions Rankings data, are concentrated in Computer Science, Environmental Science, and Engineering, where the college holds competitive national rankings. However, this solid foundation is challenged by a critical vulnerability: an exceptionally high rate of redundant output (salami slicing), which stands in direct opposition to the institutional mission of pursuing "Excellence" and "Innovation." This practice, along with moderate risks in self-citation and publication in discontinued journals, suggests a potential misalignment between productivity pressures and the generation of impactful, novel knowledge. To fully realize its vision of nurturing "responsible leaders," it is imperative to address these integrity gaps, ensuring that quantitative output is a reflection of, not a substitute for, genuine scientific advancement and creativity.
The institution's Z-score of -1.002 is even lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This performance surpasses the already low-risk national standard, suggesting that the institution's policies on affiliation are exceptionally clear and transparent. There is no evidence of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a highly controlled and legitimate approach to representing academic collaborations.
With a Z-score of -0.221, the institution effectively contains the rate of retracted publications, contrasting with a more pronounced national trend (Z-score of 0.279). This demonstrates significant institutional resilience, suggesting that internal quality control and supervision mechanisms are successfully mitigating systemic risks present in the wider environment. The low rate indicates that processes for ensuring methodological rigor are robust, preventing the types of errors or malpractice that lead to retractions and safeguarding the institution's scientific record.
The institution's Z-score of 0.159, while indicating a moderate risk, is considerably lower than the national average of 0.520. This suggests a differentiated management approach where the institution successfully moderates a common national practice. While a certain level of self-citation can reflect focused research lines, the institution shows greater control in avoiding the creation of scientific 'echo chambers.' This proactive stance helps mitigate the risk of endogamous impact inflation, demonstrating a stronger commitment to external validation compared to its national peers.
The institution shows high exposure to this risk, with a Z-score of 1.168 that is slightly above the national average of 1.099. This indicates a greater propensity to publish in journals that fail to meet international quality or ethical standards, amplifying a shared vulnerability within the country. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable work into predatory or low-quality outlets.
The institution's Z-score of -1.319 is exceptionally low, placing it in a more secure position than the already low-risk national context (Z-score of -1.024). This low-profile consistency demonstrates an environment free from signals of author list inflation. The data suggests a strong culture of individual accountability and transparency, where authorship is clearly defined and not subject to 'honorary' or political practices, ensuring that credit is assigned appropriately and responsibly.
While operating within a low-risk national context (Z-score of -0.292), the institution's score of -0.136 points to an incipient vulnerability. This value, though still low, suggests a slightly greater reliance on external collaborations for achieving impact than the national average. It serves as a signal to monitor whether the institution's scientific prestige is being built on solid internal capacity or becoming overly dependent on partnerships where it does not exercise intellectual leadership. A review is warranted to ensure the long-term sustainability of its research excellence.
The institution maintains a prudent profile with a Z-score of -0.560, which is significantly lower than the national average of -0.067. This indicates that its processes are managed with more rigor than the national standard, effectively curbing the risks associated with extreme publication volumes. By fostering a healthy balance between quantity and quality, the institution avoids potential integrity issues such as coercive authorship or the dilution of meaningful intellectual contribution, thereby protecting the credibility of its scientific output.
With a Z-score of -0.268, the institution is in perfect synchrony with the national environment (Z-score of -0.250), where publishing in institutional journals is not a common practice. This total alignment reflects a strong commitment to independent, external peer review and global standards of validation. By avoiding the potential conflicts of interest inherent in self-publishing, the institution ensures its research competes on the global stage, free from any suspicion of academic endogamy or the use of internal 'fast tracks' to inflate publication counts.
This indicator presents a critical alert, as the institution's Z-score of 6.956 dramatically accentuates a vulnerability that is only moderately present in the national system (Z-score of 0.720). This severe discrepancy points to a systemic practice of data fragmentation or 'salami slicing' to artificially inflate productivity metrics. Such a high rate of bibliographic overlap between publications suggests that coherent studies are being divided into minimal publishable units. This practice not only overburdens the peer review system but, more importantly, distorts the scientific evidence base, prioritizing volume over the generation of significant new knowledge and requiring immediate and decisive intervention.
