| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.691 | -0.927 |
|
Retracted Output
|
-0.155 | 0.279 |
|
Institutional Self-Citation
|
-1.290 | 0.520 |
|
Discontinued Journals Output
|
1.100 | 1.099 |
|
Hyperauthored Output
|
-0.483 | -1.024 |
|
Leadership Impact Gap
|
2.499 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
Acharya NG Ranga Agricultural University demonstrates a robust scientific integrity profile, marked by an overall score of -0.187 that reflects a solid foundation with specific areas for strategic enhancement. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Redundant Output (Salami Slicing), and Multiple Affiliations, indicating a strong culture of external validation and focused research. Furthermore, its resilience against the national trend of retracted publications showcases effective internal quality controls. These positive indicators are anchored in the University's recognized leadership in key thematic areas, including Agricultural and Biological Sciences, Environmental Science, and Biochemistry, Genetics and Molecular Biology, as evidenced by SCImago Institutions Rankings data. However, two medium-risk indicators—a reliance on external partners for impact and a pattern of publishing in discontinued journals—present a potential conflict with its mission to "generate technologies for increasing production, productivity and profitability." This dependency and a vulnerability to low-quality publication channels could undermine the long-term sustainability and credibility of its research, challenging the core values of excellence and social responsibility implicit in its mandate. To fully align its operational integrity with its strategic mission, the University is advised to leverage its considerable strengths to develop internal research leadership and implement stricter due diligence protocols for publication, thereby ensuring its contributions to Andhra Pradesh are both impactful and built on an unshakeable foundation of scientific rigor.
The institution exhibits a Z-score of -1.691, significantly lower than the national average of -0.927. This represents a state of total operational silence regarding this risk indicator. The University’s rate is so minimal, even when compared to an already low-risk national context, that it effectively eliminates any concern about the strategic use of affiliations to inflate institutional credit. This suggests a clear and focused affiliation policy, where researcher collaborations are transparent and not leveraged for "affiliation shopping," reinforcing a culture of straightforward academic practice.
With a Z-score of -0.155, the institution maintains a low-risk profile, contrasting sharply with the national average of 0.279, which falls into the medium-risk category. This disparity highlights the University's institutional resilience, suggesting its internal control mechanisms are successfully mitigating systemic risks prevalent in the wider national environment. While retractions can sometimes signify responsible error correction, a high rate often points to systemic failures in pre-publication quality control. The University's ability to keep this indicator low suggests that its supervisory and methodological rigor is robust, protecting its integrity culture from the vulnerabilities affecting its peers.
The institution's Z-score of -1.290 indicates a very low risk, a figure that stands in stark contrast to the national average of 0.520 (medium risk). This demonstrates a pattern of preventive isolation, where the University does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' The University's low score indicates a healthy integration with the global scientific community, where its work is validated through broad external scrutiny rather than through internal dynamics that could lead to endogamous impact inflation.
The institution's Z-score of 1.100 is nearly identical to the national average of 1.099, placing both in the medium-risk category. This alignment points to a systemic pattern, where the risk level likely reflects shared practices or challenges at a national level. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This indicator suggests that a significant portion of the University's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need for improved information literacy to avoid 'predatory' or low-quality practices.
With a Z-score of -0.483, the institution's risk level is low but notably higher than the national average of -1.024. This difference signals an incipient vulnerability that warrants review before it escalates. While extensive author lists are legitimate in 'Big Science,' their appearance in other contexts can indicate author list inflation, which dilutes individual accountability. The University's score, while not alarming, suggests a need to proactively ensure that its authorship practices remain transparent and distinguish clearly between necessary massive collaboration and potentially 'honorary' attributions.
The institution presents a Z-score of 2.499 (medium risk), a moderate deviation that shows greater sensitivity to this risk factor compared to the national average of -0.292 (low risk). A wide positive gap, where global impact is high but the impact of institution-led research is low, signals a sustainability risk. This score suggests that the University's scientific prestige may be overly dependent on external partners and not yet fully structural. It invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk category, consistent with the low-risk national standard of -0.067. This low-profile consistency demonstrates an absence of risk signals in this area. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or 'salami slicing.' The University's very low score indicates a healthy balance between quantity and quality, reinforcing the integrity of its scientific record by avoiding practices that prioritize metrics over substance.
With a Z-score of -0.268, which is slightly below the national average of -0.250, the institution shows a complete absence of risk signals in this area. This state of total operational silence is highly positive. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, as the institution acts as both judge and party. The University's minimal use of such channels demonstrates a strong commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research.
The institution has a Z-score of -1.186 (very low risk), effectively isolating itself from the medium-risk trend seen at the national level (0.720). This preventive isolation is a sign of strong editorial and ethical oversight. A high rate of bibliographic overlap often indicates 'salami slicing,' where a study is fragmented into minimal units to inflate productivity, a practice that distorts scientific evidence. The University's excellent performance on this indicator shows a commitment to publishing coherent, significant new knowledge, thereby protecting the integrity of its research output and respecting the scientific review system.