| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.289 | -0.927 |
|
Retracted Output
|
-0.334 | 0.279 |
|
Institutional Self-Citation
|
-0.742 | 0.520 |
|
Discontinued Journals Output
|
1.173 | 1.099 |
|
Hyperauthored Output
|
-1.384 | -1.024 |
|
Leadership Impact Gap
|
-0.804 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.702 | 0.720 |
Gujarat Technological University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.274, which indicates a performance significantly more secure than the global average. The institution's primary strengths lie in its exceptional control over authorship and affiliation practices, with very low risk signals in Multiple Affiliations, Hyper-Authored Output, and Hyperprolific Authors. Furthermore, the university shows remarkable resilience, effectively mitigating national risk trends in Retracted Output and Institutional Self-Citation. Key areas for strategic monitoring include a medium-risk exposure to publication in Discontinued Journals and a rate of Redundant Output that mirrors a systemic national pattern. According to SCImago Institutions Rankings data, the university's strongest thematic areas are concentrated in Engineering, Chemistry, Environmental Science, and Energy, where it holds prominent national rankings. The institution's mission to ensure stakeholders "find pleasure in working with GTU" is well-supported by its low-risk environment, which fosters trust and security. However, the identified vulnerabilities, particularly in predatory publishing and data fragmentation, could undermine this mission by promoting practices that prioritize metrics over meaningful science, contradicting the values of excellence and responsibility. To fully align its operational reality with its aspirational mission, it is recommended that the university leverage its existing strengths to implement targeted training and policy refinements aimed at mitigating these specific medium-risk areas, thereby solidifying its position as a leader in both research and ethical practice.
The institution presents a Z-score of -1.289, which is even lower than the national average of -0.927. This signifies a complete absence of risk signals in this area, positioning the university as a benchmark for transparency. This exceptionally low rate indicates that affiliation practices are clear and well-governed. While multiple affiliations can be legitimate, the university's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a culture of unambiguous academic identity.
With a Z-score of -0.334, the institution maintains a low-risk profile in stark contrast to the national average of 0.279, which falls into the medium-risk category. This demonstrates strong institutional resilience, suggesting that internal control mechanisms are successfully mitigating systemic risks present in the wider environment. Retractions can signal issues with quality control, and the university's ability to keep this rate low indicates that its pre-publication review and supervision processes are effective, preventing the systemic failures or recurring malpractice that a higher rate might suggest.
The university's Z-score of -0.742 (low risk) is significantly healthier than the country's medium-risk score of 0.520. This highlights the institution's effective control over practices that could lead to scientific isolation. A certain level of self-citation is normal, but the university avoids the disproportionately high rates that can signal 'echo chambers.' This low score suggests that the institution's academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics, ensuring its impact is based on external scrutiny and recognition.
The institution's Z-score of 1.173 is slightly higher than the national average of 1.099, placing both in the medium-risk category but indicating a higher exposure for the university. This is a critical alert regarding due diligence in selecting publication venues. This score indicates that a significant portion of the university's scientific output is being channeled through media that do not meet international ethical or quality standards. This 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 practices.
With a Z-score of -1.384, the institution shows a near-zero risk of hyper-authorship, a figure that aligns with and improves upon the country's low-risk average of -1.024. This low-profile consistency demonstrates a robust and transparent approach to authorship. The data confirms that the university successfully distinguishes between necessary massive collaboration and questionable practices like 'honorary' or political authorship, thereby upholding individual accountability and the integrity of its research contributions.
The institution's Z-score of -0.804 is exceptionally low, far below the national average of -0.292. This result indicates that the university's scientific prestige is structurally sound and not dependent on external collaborations for its impact. A wide gap can signal that excellence is exogenous, but this very low score confirms that the institution's high-impact research is a result of its own internal capacity and intellectual leadership. This reflects a sustainable and self-sufficient model for generating influential science.
The university's Z-score of -1.413 signals a virtual absence of hyperprolific authors, a result consistent with the low-risk national environment (Z-score of -0.067). This indicates a healthy balance between quantity and quality in research output. By avoiding extreme individual publication volumes, the institution mitigates risks such as coercive authorship or 'salami slicing,' ensuring that authorship is tied to meaningful intellectual contribution and that the integrity of the scientific record is prioritized over the inflation of metrics.
With a Z-score of -0.268, the institution's practices are in perfect synchrony with the country's secure average of -0.250. This total alignment reflects an environment of maximum scientific security regarding publication channels. By not depending on its own journals, the university avoids potential conflicts of interest and academic endogamy. This ensures its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as potential 'fast tracks' to inflate publication counts.
The institution's Z-score of 0.702 is nearly identical to the national average of 0.720, indicating that its medium-risk level reflects a systemic, country-wide pattern. This suggests that the practice of dividing a single study into 'minimal publishable units' to artificially inflate productivity is a shared challenge. This high value alerts to the risk of data fragmentation, a practice that distorts the scientific evidence base and overburdens the peer-review system by prioritizing publication volume over the generation of significant new knowledge.
