| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.114 | -0.927 |
|
Retracted Output
|
0.540 | 0.279 |
|
Institutional Self-Citation
|
0.076 | 0.520 |
|
Discontinued Journals Output
|
3.012 | 1.099 |
|
Hyperauthored Output
|
-1.294 | -1.024 |
|
Leadership Impact Gap
|
0.059 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.943 | 0.720 |
The Gandhi Institute of Technology and Management presents a balanced integrity profile, marked by significant strengths in governance over authorship practices but also critical vulnerabilities in publication channel selection. With an overall score of 0.474, the institution demonstrates robust control in areas such as Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authorship, indicating a strong ethical foundation. However, this is contrasted by a significant-risk rating for publications in discontinued journals and medium-risk flags for retracted output and redundant publications, which are higher than the national average. These challenges directly conflict with the institutional mission "to impart... education of global standards with a high sense of discipline," as channeling research into low-quality venues undermines global standing and discipline. The institution's recognized thematic strengths, particularly its high national rankings in Economics, Econometrics and Finance (82nd), Business, Management and Accounting (85th), Computer Science (111th), and Mathematics (111th) according to SCImago Institutions Rankings data, provide a solid foundation for growth. To fully align its operational integrity with its ambitious mission, it is recommended that the institution urgently addresses the identified risks, particularly by implementing stringent due diligence policies for journal selection, thereby safeguarding its reputation and ensuring its research contributes meaningfully to the global academic community.
The institution demonstrates an exceptionally clean profile in this area, with a Z-score of -1.114, which is even lower than the country's already very low average of -0.927. This total operational silence indicates a complete absence of risk signals. While multiple affiliations can be legitimate, disproportionately high rates can suggest "affiliation shopping" to inflate credit. The institution's score confirms that its collaboration and affiliation policies are transparent and well-governed, reflecting a strong commitment to ethical representation.
With a Z-score of 0.540, the institution shows higher exposure to this risk compared to the national average of 0.279, though both fall within a medium-risk context. This suggests a greater institutional susceptibility to circumstances leading to retractions. Retractions are complex events, and while some signify responsible error correction, a rate significantly higher than the norm can indicate that pre-publication quality control mechanisms are failing systemically. This elevated signal warns of a potential vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution shows effective risk moderation, with a Z-score of 0.076 that is substantially lower than the national average of 0.520, despite both being in the medium-risk category. This performance indicates differentiated management of a risk that is more common across the country. A certain level of self-citation is natural, but high rates can create 'echo chambers' and inflate impact through endogamy. The institution's controlled rate suggests it successfully avoids these pitfalls, ensuring its work is validated by the broader scientific community rather than through internal dynamics.
This indicator represents a critical alert, as the institution's Z-score of 3.012 is at a significant risk level, drastically amplifying a vulnerability that is only a medium-risk issue for the country (1.099). This score indicates that a substantial portion of the institution's scientific output is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent need for enhanced information literacy and due diligence policies to prevent the misallocation of resources to 'predatory' or low-quality publication practices.
The institution's Z-score of -1.294 is very low, reflecting a healthy consistency with the low-risk national standard (-1.024). This absence of risk signals indicates that authorship practices are well-managed. While extensive author lists are legitimate in 'Big Science,' their appearance elsewhere can signal author list inflation. The institution's excellent score suggests it effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship, thereby maintaining individual accountability and transparency.
The institution shows a moderate deviation from the national trend, with a medium-risk Z-score of 0.059 compared to the country's low-risk score of -0.292. This suggests a greater sensitivity to this risk factor than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This score suggests that the institution's scientific prestige may be dependent on external partners rather than its own structural capacity, inviting a strategic review to ensure that excellence metrics reflect genuine internal intellectual leadership.
With a very low Z-score of -1.413, the institution demonstrates an absence of risk signals, performing even better than the country's low-risk average (-0.067). This indicates a healthy balance between research quantity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal issues like coercive authorship or 'salami slicing.' The institution's score confirms it is not prone to these dynamics, thereby protecting the integrity of its scientific record.
The institution exhibits perfect integrity synchrony with its national environment. Its Z-score of -0.268 is virtually identical to the country's average of -0.250, with both at a very low-risk level. This alignment demonstrates that the institution avoids the conflicts of interest and academic endogamy that can arise from excessive reliance on in-house journals. By ensuring its research undergoes independent external peer review instead of using internal channels as 'fast tracks,' the institution reinforces its commitment to competitive validation and global visibility.
The institution's Z-score of 0.943 indicates a higher exposure to this risk than the national average of 0.720, positioning it as more vulnerable within a shared medium-risk context. This elevated value serves as a warning against the practice of fragmenting a single coherent study into 'minimal publishable units' to artificially inflate productivity metrics. Such 'salami slicing' distorts the scientific evidence base and overburdens the review system. This signal suggests a need to reinforce policies that prioritize the publication of significant, new knowledge over sheer volume.
