| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.169 | -0.927 |
|
Retracted Output
|
0.032 | 0.279 |
|
Institutional Self-Citation
|
-0.343 | 0.520 |
|
Discontinued Journals Output
|
-0.017 | 1.099 |
|
Hyperauthored Output
|
-1.081 | -1.024 |
|
Leadership Impact Gap
|
1.899 | -0.292 |
|
Hyperprolific Authors
|
-0.461 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.289 | 0.720 |
Govind Ballabh Pant University of Agriculture and Technology demonstrates a generally robust scientific integrity profile, reflected in an overall risk score of -0.174. The institution's primary strengths are evident in its rigorous control over authorship practices and publication channels, with very low to low risk levels in Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals, often performing significantly better than the national average. However, two key areas present moderate risk and warrant strategic attention: the Rate of Retracted Output, and more critically, a significant Gap between the impact of its total output and that of its internally-led research. This suggests a potential dependency on external collaborations for achieving high-impact results, a vulnerability that could challenge the institution's long-term scientific autonomy and its mission-driven objectives.
According to SCImago Institutions Rankings data, the University demonstrates significant national standing in key areas such as Veterinary (ranked 13th in India), Computer Science (32nd), Environmental Science (32nd), and Engineering (58th). These thematic strengths are central to its mission of fostering the "socio-economic up-liftment of the rural masses of Uttarakhand." However, the identified risk of impact dependency (Ni_difference) directly challenges this mission. If the institution's most prestigious research is not led internally, it may not be fully aligned with local needs or contribute to building sustainable, local scientific capacity. This reliance on external leadership could undermine the goal of serving as a self-reliant engine for regional development. The University is well-positioned to leverage its strong foundational integrity. A strategic focus on enhancing internal research leadership and reinforcing pre-publication quality controls will not only mitigate the identified risks but also more powerfully align its scientific output with its commendable mission.
The institution's Z-score for this indicator is -1.169, demonstrating a complete absence of risk signals and falling even below the already low national average of -0.927. This reflects a state of total operational silence regarding this risk. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The University's exceptionally low score indicates that its researchers' affiliations are clear and transparent, showing no signs of "affiliation shopping" and reinforcing a culture of straightforward academic attribution.
The institution presents a Z-score of 0.032 for its Rate of Retracted Output, a figure that, while indicating a medium risk level, is notably lower than the national average of 0.279. This suggests a differentiated management approach, where the University successfully moderates a risk that appears more common across the country. Retractions are complex events, and a rate significantly higher than the global average can alert to a vulnerability in an institution's integrity culture. In this context, the University's ability to maintain a lower rate than its national peers indicates that its pre-publication quality control mechanisms, while requiring continued vigilance, are more effective at preventing the systemic failures that can lead to recurring malpractice or a lack of methodological rigor.
With a Z-score of -0.343, the institution shows a low risk level for institutional self-citation, contrasting with the medium risk level observed nationally (0.520). This demonstrates institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' The University's low score suggests its research is validated through sufficient external scrutiny, avoiding the risk of endogamous impact inflation and confirming that its academic influence is driven by global community recognition rather than purely internal dynamics.
The institution's Z-score of -0.017 places it at a low risk level, showcasing significant institutional resilience when compared to the medium risk national average of 1.099. This performance indicates that the University's policies or researcher training effectively mitigate a systemic national trend. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The University's low score demonstrates a strong commitment to channeling its scientific production through reputable media that meet international standards, thereby protecting it from the severe reputational risks associated with 'predatory' or low-quality practices.
The University exhibits a prudent profile in this area, with a Z-score of -1.081, which is slightly more rigorous than the national standard of -1.024. Both scores are in the low-risk category, but the institution's lower value suggests it manages its authorship processes with greater control. Outside of "Big Science" contexts, a high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. The University's score confirms that its collaborative practices are well-managed, showing no signs of 'honorary' or political authorship and maintaining transparency in research contributions.
With a Z-score of 1.899, the University's gap between the impact of its total output and that of its internally-led output shows a moderate deviation from the national context, where the average is -0.292. This indicates a greater sensitivity to this specific risk factor compared to its peers. A wide positive gap signals a potential sustainability risk, suggesting that a significant portion of the institution's scientific prestige may be dependent and exogenous rather than structural. The score invites reflection on whether the University's high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, a dynamic that could challenge long-term scientific autonomy.
The institution demonstrates a prudent profile regarding hyperprolific authors, with a Z-score of -0.461, which is considerably lower than the national average of -0.067. This indicates that the University manages its research environment with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The University's low score suggests a healthy balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of productivity metrics.
The University's Z-score of -0.268 is almost perfectly aligned with the national average of -0.250, with both values in the very low-risk category. This reflects an integrity synchrony with its national environment, indicating a shared standard of maximum scientific security in this area. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The institution's negligible rate of publication in its own journals confirms its commitment to global visibility and competitive validation, avoiding the use of internal channels as 'fast tracks' to inflate publication counts.
The institution shows strong institutional resilience in this indicator, with a low-risk Z-score of -0.289, in stark contrast to the medium-risk national average of 0.720. This suggests that its internal control mechanisms are effectively mitigating a risk that is more prevalent at the country level. Massive bibliographic overlap between publications can indicate 'salami slicing,' where a study is fragmented into minimal units to artificially inflate productivity. The University's low score demonstrates a culture that prioritizes the generation of significant new knowledge over the distortion of the scientific evidence base for metric-driven gains.