| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.869 | -0.927 |
|
Retracted Output
|
1.601 | 0.279 |
|
Institutional Self-Citation
|
-1.417 | 0.520 |
|
Discontinued Journals Output
|
2.259 | 1.099 |
|
Hyperauthored Output
|
-1.288 | -1.024 |
|
Leadership Impact Gap
|
0.077 | -0.292 |
|
Hyperprolific Authors
|
2.460 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.399 | 0.720 |
Maharaja Agrasen Institute of Technology presents a complex scientific integrity profile, characterized by an overall risk score (Z-score: 1.127) that indicates a higher-than-average exposure to certain vulnerabilities. The institution demonstrates notable strengths in maintaining academic independence and rigor, evidenced by very low rates of institutional self-citation, hyper-authored output, and publication in its own journals. These positive indicators suggest a culture that values external validation and appropriate authorship attribution. However, these strengths are offset by significant concerns in the areas of retracted output and hyperprolific authorship, which register at critical levels. According to SCImago Institutions Rankings data, the institution's core thematic strengths lie in Computer Science, Engineering, and Mathematics. The identified integrity risks, particularly the high rate of retractions and hyperprolific authors, directly challenge the institution's mission to "foster moral values" and promote "advancement in science." Such practices undermine the credibility of its research and contradict the pursuit of excellence and sustainable solutions. To safeguard its reputation and fully align with its mission, the institution is advised to leverage its areas of integrity strength to develop targeted interventions and reinforce quality control mechanisms, ensuring that its quantitative output is matched by unimpeachable scientific quality.
The institution exhibits a Z-score of 0.869, a stark contrast to the national average of -0.927. This discrepancy constitutes a monitoring alert, as the institution displays a risk level that is highly unusual for the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the significant divergence from a national context with very low risk suggests that internal practices require review. It is crucial to determine whether this pattern reflects genuine, productive collaborations or strategic attempts to inflate institutional credit through "affiliation shopping," a practice that could misrepresent the institution's research footprint.
With a Z-score of 1.601, the institution's rate of retracted publications is significantly higher than the national average of 0.279. This finding indicates a risk accentuation, where the institution amplifies vulnerabilities already present in the national system. Retractions are complex events, but a rate this far above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This high Z-score is a critical alert to a potential vulnerability in the institution's integrity culture, pointing towards possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to prevent further damage to its scientific reputation.
The institution demonstrates exceptional performance in this area with a Z-score of -1.417, which is significantly healthier than the national average of 0.520. This represents a state of preventive isolation, where the institution successfully avoids the risk dynamics of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural, but the institution's very low rate confirms that it is not operating within a scientific 'echo chamber.' This result strongly suggests that the institution's academic influence is validated by the global community rather than being inflated by internal dynamics, reflecting a robust and externally-focused research culture.
The institution's Z-score of 2.259 is notably higher than the national average of 1.099, indicating high exposure to this risk factor. Although the national context already shows a medium level of risk, the institution is significantly more prone to this issue than its peers. This high Z-score is a critical alert regarding due diligence in selecting dissemination channels, as it indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
With a Z-score of -1.288, the institution aligns well with the national average of -1.024, demonstrating low-profile consistency. The complete absence of risk signals in this indicator is a positive sign that is consistent with the national standard. This indicates that, within its disciplinary context, the institution's authorship practices are transparent and avoid the inflation of author lists. This responsible approach ensures that individual accountability is not diluted and distinguishes its collaborative work from questionable 'honorary' or political authorship practices.
The institution shows a Z-score of 0.077, which represents a moderate deviation from the national average of -0.292. This positive gap, in a country where the norm is a low-risk negative gap, suggests the institution is more sensitive to this risk factor than its peers. A high value here signals a potential sustainability risk, suggesting that its scientific prestige may be dependent on external partners rather than being structurally generated from within. This invites strategic reflection on whether the institution's excellence metrics result from its own intellectual leadership or from a strategic positioning in collaborations where it does not hold a primary role.
The institution's Z-score of 2.460 is a critical finding, representing a severe discrepancy when compared to the low-risk national average of -0.067. This risk activity is highly atypical and warrants a deep integrity assessment. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This indicator alerts to a serious imbalance between quantity and quality, pointing to potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, reflecting a state of integrity synchrony. This total alignment with an environment of maximum scientific security is a significant strength. It demonstrates that the institution avoids excessive dependence on its own journals, thus mitigating potential conflicts of interest where it would act as both judge and party. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and preventing the use of internal channels as 'fast tracks' to inflate publication records without standard competitive validation.
With a Z-score of 0.399, the institution performs better than the national average of 0.720. This demonstrates differentiated management, as the institution effectively moderates a risk that appears to be more common across the country. Although operating in a national context with a medium risk for this practice, the institution's lower score indicates superior control over the fragmentation of studies into 'minimal publishable units.' This suggests a culture that prioritizes the publication of significant new knowledge over the artificial inflation of productivity metrics, a practice that distorts scientific evidence and overburdens the peer review system.