| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.457 | -0.927 |
|
Retracted Output
|
-0.212 | 0.279 |
|
Institutional Self-Citation
|
-1.053 | 0.520 |
|
Discontinued Journals Output
|
0.026 | 1.099 |
|
Hyperauthored Output
|
-1.135 | -1.024 |
|
Leadership Impact Gap
|
0.885 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.406 | 0.720 |
Anand Agricultural University demonstrates a robust scientific integrity profile, with an overall risk score of -0.417 indicating performance that is stronger than the global average. The institution's primary strengths lie in its exceptionally low rates of multiple affiliations, institutional self-citation, hyper-authored output, and hyperprolific authors, signaling a culture of clear accountability and a commitment to external validation. However, areas requiring strategic attention emerge in the medium-risk indicators related to publication in discontinued journals, a dependency on external collaborations for impact, and patterns of redundant publication. These vulnerabilities, while moderate, could potentially undermine the university's mission to "search for new frontiers" and deliver "innovative technological services." The institution's significant research capacity, evidenced by its SCImago Institutions Rankings within the top 70 in India for Agricultural and Biological Sciences and top 45 for Environmental Science, provides a solid foundation. To fully align its operational practices with its mission of excellence and social responsibility, the university is encouraged to implement targeted policies and training that address these specific risks, thereby ensuring its valuable research achieves maximum visibility, credibility, and impact for the farming community it serves.
The institution's Z-score is -1.457, significantly lower than the national average of -0.927. This result indicates a state of total operational silence regarding this risk, with the university showing an even cleaner profile than the already low-risk national context. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's extremely low score confirms that its researchers' affiliations are declared with exceptional clarity and transparency, avoiding any ambiguity or strategic "affiliation shopping" and setting a standard of integrity that surpasses the national norm.
The institution registers a Z-score of -0.212, a low-risk value that contrasts favorably with the medium-risk national average of 0.279. This demonstrates institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks present in the broader national environment. While some retractions result from honest error correction, a high rate can indicate systemic failures in quality control. The university's low score suggests that its pre-publication review and supervision processes are robust, protecting its scientific record from the vulnerabilities affecting its peers and reinforcing its commitment to a culture of integrity and methodological rigor.
With a Z-score of -1.053, the institution operates in preventive isolation from the national trend, which shows a medium-risk average of 0.520. A certain level of self-citation is natural, but high rates can signal 'echo chambers' that inflate impact without external scrutiny. The university's exceptionally low score indicates that it does not replicate these risk dynamics, instead fostering a culture of broad scholarly engagement. This commitment to external validation ensures that the institution's academic influence is built on genuine recognition by the global community, not on endogamous or self-referential dynamics.
The institution's Z-score is 0.026, a medium-risk value that, however, indicates differentiated management compared to the much higher national average of 1.099. This suggests the university is successfully moderating a risk that appears to be more common across the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. While the university's score is in the medium-risk band, its ability to remain significantly below the national average points to a more discerning approach, though it also highlights an opportunity to further strengthen information literacy and selection criteria to completely avoid channeling research into low-quality or 'predatory' outlets.
The institution presents a Z-score of -1.135, a very low-risk signal that aligns well with the low-risk national standard of -1.024. This low-profile consistency demonstrates that the university's authorship practices are in line with national norms and do not raise concerns. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes accountability. The university's very low score confirms that its collaborative practices are transparent and that authorship is likely assigned appropriately, reflecting genuine contributions and avoiding the risk of 'honorary' authorship.
The institution shows a Z-score of 0.885, a moderate deviation from the national average of -0.292. This indicates a greater sensitivity to this risk factor compared to its national peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The university's score suggests that its scientific prestige may be significantly dependent on external partners rather than being fully structural. This invites a strategic reflection on whether its excellence metrics stem from genuine internal capacity for intellectual leadership or from a supporting role in collaborations, a crucial consideration for its mission to "breakthrough newer areas of knowledge."
With a Z-score of -1.413, the institution shows an absence of risk signals that is consistent with, and even stronger than, the low-risk national standard of -0.067. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship or a focus on quantity over quality. The university's very low score provides strong evidence that its research environment fosters a healthy balance between productivity and scientific rigor, avoiding the pressures that can lead to questionable authorship practices and ensuring the integrity of its scientific record.
The institution's Z-score of -0.268 demonstrates integrity synchrony with the national average of -0.250. This total alignment reflects a shared environment of maximum scientific security in this area. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns and risks academic endogamy by bypassing external peer review. The university's very low score confirms that its researchers prioritize dissemination in independent, external channels, ensuring their work is validated competitively and achieves global visibility, fully in line with national best practices.
The institution has a Z-score of 0.406, which, while in the medium-risk category, reflects differentiated management compared to the higher national average of 0.720. This indicates the university is actively moderating a practice that is more prevalent in the national system. Massive bibliographic overlap between publications can indicate 'salami slicing'—artificially inflating productivity by fragmenting a single study. The university's score, being notably lower than the country's average, suggests better control over this practice. However, its presence as a medium-risk signal warrants attention to ensure that the institutional focus remains on producing significant new knowledge rather than prioritizing publication volume.