| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.905 | -0.927 |
|
Retracted Output
|
-0.475 | 0.279 |
|
Institutional Self-Citation
|
-0.690 | 0.520 |
|
Discontinued Journals Output
|
0.773 | 1.099 |
|
Hyperauthored Output
|
-1.095 | -1.024 |
|
Leadership Impact Gap
|
0.863 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.072 | 0.720 |
Acharya Institutes presents a robust integrity profile, with an overall score of -0.239 that reflects a solid foundation in ethical research practices, particularly concerning authorship and publication oversight. The institution demonstrates significant strengths in maintaining very low rates of retracted output, hyperprolific authorship, and output in institutional journals, often outperforming national averages and showcasing effective internal governance. These strengths are foundational to its mission of "Nurturing Aspirations Supporting Growth." However, this analysis identifies three areas of medium risk that require strategic attention: a tendency to publish in discontinued journals, a significant gap between overall impact and the impact of institution-led research, and a rate of redundant output higher than the national average. These vulnerabilities could undermine sustainable growth by fostering dependency and prioritizing publication volume over substantive contribution. By leveraging its strong performance in the SCImago Institutions Rankings, particularly in Chemistry and Pharmacology, Toxicology and Pharmaceutics, the institution has an opportunity to align its publication strategy with its areas of excellence. A proactive approach to mitigating these identified risks will ensure that the growth it nurtures is not only quantitative but also qualitatively excellent, fully aligned with its core mission of fostering genuine and lasting scientific impact.
The institution's Z-score of -0.905 is exceptionally low, indicating a near-total absence of risk signals. This value is slightly higher than the national average of -0.927, which is also in the very low-risk category. This minimal difference suggests that while the environment is largely inert regarding this indicator, the institution is the first to show any residual signal, however insignificant. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's current profile confirms that there are no signs of strategic "affiliation shopping" to artificially inflate institutional credit, reflecting a transparent and straightforward approach to academic collaboration.
With a Z-score of -0.475, the institution demonstrates a very low rate of retractions, which stands in stark contrast to the medium-risk national average of 0.279. This positive divergence indicates a successful preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. Retractions can be complex, but a rate significantly below the norm suggests that the institution's quality control and supervision mechanisms prior to publication are robust and effective. This performance points to a strong integrity culture that successfully prevents the kind of recurring malpractice or lack of methodological rigor that may be affecting other parts of the national system.
The institution's low-risk Z-score of -0.690 contrasts favorably with the country's medium-risk score of 0.520, showcasing notable institutional resilience. This suggests that internal control mechanisms are effectively mitigating the systemic risks prevalent at the national level. While a certain level of self-citation is natural, the institution avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' By maintaining a low rate, the institution demonstrates a commitment to external validation and mitigates the risk of endogamous impact inflation, ensuring its academic influence is recognized by the global community rather than being oversized by internal dynamics.
The institution's Z-score of 0.773 places it in the medium-risk category, similar to the national average of 1.099. However, the institution's score is considerably lower, indicating a more differentiated management that moderates a risk common throughout the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. Although this remains an area of vulnerability, the institution's better-than-average performance suggests some measures are in place to avoid channeling scientific production through media that fail to meet international standards, thereby reducing exposure to severe reputational risks.
With a Z-score of -1.095, the institution exhibits a low-risk profile that is even more rigorous than the national standard of -1.024. This prudent approach to authorship suggests that the institution's collaborative processes are well-managed and transparent. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The institution's score indicates that it effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, managing its processes with more rigor than its national peers.
The institution's Z-score of 0.863 indicates a medium-risk gap, representing a moderate deviation from the low-risk national average of -0.292. This suggests the institution is more sensitive to this particular risk factor than its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This value suggests that the institution's scientific prestige may be dependent and exogenous, stemming from collaborations where it does not exercise intellectual leadership. This pattern warrants a strategic review to build genuine internal capacity and ensure long-term scientific autonomy.
The institution's Z-score of -1.413 is in the very low-risk category, a finding consistent with the low-risk national environment (Z-score of -0.067). This low-profile consistency demonstrates that the absence of risk signals in this area aligns perfectly with the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. By maintaining such a low rate, the institution effectively avoids potential imbalances between quantity and quality, steering clear of risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and virtually identical to the national average of -0.250. This reflects a state of integrity synchrony, indicating total alignment with a national environment of maximum scientific security on this front. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The institution's commitment to publishing in external venues demonstrates that its scientific production consistently undergoes independent peer review, ensuring global visibility and avoiding the use of internal channels to bypass standard competitive validation.
The institution's Z-score of 1.072 places it in the medium-risk category, a level of exposure notably higher than the national average of 0.720, which is also at medium risk. This indicates that the institution is more prone to showing alert signals for this practice than its environment. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing,' where a study is divided into minimal units to artificially inflate productivity. This heightened tendency at the institution warns that publication incentives may be prioritizing volume over significant new knowledge, a practice that can distort the scientific evidence base and requires immediate review.
