| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.814 | -0.927 |
|
Retracted Output
|
3.808 | 0.279 |
|
Institutional Self-Citation
|
-1.075 | 0.520 |
|
Discontinued Journals Output
|
0.737 | 1.099 |
|
Hyperauthored Output
|
-1.332 | -1.024 |
|
Leadership Impact Gap
|
-0.903 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.292 | 0.720 |
Gautam Buddha University demonstrates a strong overall integrity profile with a score of 0.889, characterized by exceptional performance in multiple key areas of research governance. The institution exhibits very low risk in institutional self-citation, hyper-authorship, impact dependency, hyperprolific authors, and publication in institutional journals, indicating a robust culture of external validation and accountability. This solid foundation supports its notable thematic strengths, particularly in Biochemistry, Genetics and Molecular Biology (ranked 21st in India), Energy (56th), and Engineering (126th), as per SCImago Institutions Rankings data. However, this positive outlook is critically undermined by a significant risk signal in the Rate of Retracted Output, which starkly contrasts with the institutional mission to uphold "ethical...issues of knowledge" and provide reliable "scientific solutions." This specific vulnerability, along with medium-level risks in publication practices, directly challenges the pursuit of excellence and social responsibility. To fully align its operational integrity with its strategic vision, the university is advised to leverage its many strengths to conduct a targeted intervention, focusing on reinforcing pre-publication quality control mechanisms.
The institution's Z-score of -0.814 is slightly higher than the national Z-score of -0.927. This represents a slight divergence from the national baseline, where risk signals are almost non-existent. While the university's risk profile remains low, this minor deviation suggests a pattern of multiple affiliations that is more frequent than in the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships between universities, this subtle increase warrants observation to ensure it reflects genuine collaboration rather than early signs of strategic attempts to inflate institutional credit.
The institution presents a Z-score of 3.808, a critical value that significantly amplifies the national system's medium-risk Z-score of 0.279. This severe discrepancy indicates that the university is an outlier where vulnerabilities in research integrity are particularly pronounced. A rate this far above the global average is a major red flag, suggesting 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.
With a Z-score of -1.075, the institution demonstrates a preventive isolation from the medium-risk dynamics observed nationally (Z-score of 0.520). This is a significant strength, indicating that the university does not replicate the trend of self-validation seen elsewhere. The university's exceptionally low rate signals a healthy reliance on external scrutiny and integration within the global scientific community. This practice effectively avoids the creation of 'echo chambers' and ensures that the institution's academic influence is validated by broad community recognition rather than being oversized by internal dynamics.
The institution's Z-score of 0.737, while indicating a medium risk, reflects differentiated management compared to the higher national average of 1.099. This suggests that while the university is not immune to a common national challenge, its processes are more effective at moderating the risk of publishing in questionable outlets. Nonetheless, a medium-level presence in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of its scientific production is being channeled through media that do not meet international ethical or quality standards, suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' practices.
The institution's Z-score of -1.332 is well within the very low-risk category, showing low-profile consistency with the country's low-risk environment (Z-score of -1.024). The absence of risk signals in this area is a positive indicator of sound authorship practices. This suggests that the university successfully distinguishes between necessary massive collaboration and the risk of 'honorary' or political authorship practices, thereby ensuring that author lists reflect transparent and accountable contributions.
The institution's Z-score of -0.903 signifies a very low risk, aligning with the national standard (Z-score of -0.292) and demonstrating low-profile consistency. This excellent result indicates that there is no significant gap between the institution's overall impact and the impact of the research it leads. It suggests that the university's scientific prestige is structural and sustainable, built upon real internal capacity rather than being dependent on external partners. This reflects a mature research ecosystem where the institution exercises strong intellectual leadership.
With a Z-score of -1.413, the institution shows a very low risk, consistent with the low-risk national context (Z-score of -0.067). The absence of hyperprolific authors is a strong indicator of a healthy balance between productivity and quality. It suggests that the institutional culture does not incentivize practices that prioritize sheer volume over meaningful intellectual contribution, thereby mitigating risks such as coercive authorship or the assignment of authorship without real participation and upholding the integrity of the scientific record.
The institution's Z-score of -0.268 is nearly identical to the national Z-score of -0.250, demonstrating integrity synchrony with its environment. This total alignment in a very low-risk area shows a shared commitment to avoiding academic endogamy. By not depending on in-house journals, the university ensures its scientific production undergoes independent external peer review, which is crucial for global visibility and competitive validation. This practice avoids potential conflicts of interest and reinforces the credibility of its research output.
The institution's Z-score of 0.292, while in the medium-risk category, indicates differentiated management as it is considerably lower than the national average of 0.720. This suggests the university is more effectively moderating the practice of data fragmentation, or 'salami slicing,' than its national peers. However, the presence of a medium-level risk is still a warning sign. It alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a behavior that distorts available scientific evidence. Continued monitoring is necessary to ensure all publications represent significant new knowledge.
