| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.805 | -0.927 |
|
Retracted Output
|
0.173 | 0.279 |
|
Institutional Self-Citation
|
-0.388 | 0.520 |
|
Discontinued Journals Output
|
0.842 | 1.099 |
|
Hyperauthored Output
|
-0.893 | -1.024 |
|
Leadership Impact Gap
|
0.725 | -0.292 |
|
Hyperprolific Authors
|
-0.374 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.354 | 0.720 |
Manipal Academy of Higher Education demonstrates a robust overall performance in scientific integrity, characterized by a low global risk score (0.066) and notable strengths in maintaining external validation and responsible authorship practices. The institution excels in areas such as its minimal reliance on institutional journals and a prudent approach to author productivity, which are foundational to credible research. However, areas of medium risk, including the rate of retracted output, publication in discontinued journals, and a dependency on external collaboration for impact, require strategic attention. This profile is juxtaposed with outstanding academic achievements, as evidenced by SCImago Institutions Rankings data, which place the Academy in the top tier nationally in critical disciplines such as Arts and Humanities (2nd), Dentistry (3rd), Medicine (3rd), and Environmental Science (4th). This success directly reflects the institution's mission to "be in the top 10 in every discipline." To fully align its operational integrity with its academic excellence, the Academy should focus on mitigating the identified medium-level risks. Strengthening internal quality controls and fostering independent research leadership will ensure that its reputation as a "preferred choice" is built on a sustainable and unimpeachable foundation of scientific integrity.
The institution's Z-score of -0.805 indicates a low-risk profile, though it presents a slight divergence from the national Z-score of -0.927, which is in the very low-risk category. This suggests that while the institution's practices are sound, it shows minor signals of activity not prevalent in the rest of the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this small deviation warrants passive monitoring to ensure that all affiliations are a product of genuine collaboration rather than early signs of strategic attempts to inflate institutional credit.
With a Z-score of 0.173, the institution operates at a medium-risk level that is notably lower than the national average of 0.279. This indicates a capacity for differentiated management, where the Academy successfully moderates a risk that is more pronounced across the country. Retractions are complex events, but a rate below the national standard suggests that the institution's quality control mechanisms prior to publication are more effective than those of its peers. This proactive stance helps protect its integrity culture from the systemic vulnerabilities observed elsewhere, though the medium level still calls for continued vigilance.
The institution demonstrates exceptional institutional resilience with a Z-score of -0.388 (low risk), contrasting sharply with the national Z-score of 0.520 (medium risk). This performance indicates that the Academy's control mechanisms effectively mitigate a systemic national tendency towards self-validation. A certain level of self-citation is natural, but the institution's low rate signals a strong commitment to external scrutiny and global engagement, avoiding the 'echo chambers' that can lead to endogamous impact inflation. This result confirms that the institution's academic influence is validated by the international community, not just internal dynamics.
The institution's Z-score of 0.842 places it in the medium-risk category, yet it reflects better performance than the national average of 1.099. This suggests a differentiated management approach, where the Academy is more discerning in its choice of publication venues than many of its national counterparts. A high proportion of output in such journals constitutes a critical alert regarding due diligence, as it exposes the institution to severe reputational risks. While the institution shows better control, the medium-risk signal underscores the need to reinforce information literacy and guidance for researchers to avoid channeling work through media that lack international ethical or quality standards.
With a Z-score of -0.893, the institution's risk level is low but slightly higher than the national average of -1.024. This subtle difference points to an incipient vulnerability. While the overall risk is minimal, the institution shows signals that warrant review before they escalate. In fields outside of 'Big Science,' a pattern of extensive author lists can indicate inflation or a dilution of individual accountability. This indicator serves as a signal to ensure that authorship practices remain transparent and continue to reflect genuine intellectual contribution rather than 'honorary' attributions.
The institution exhibits a moderate deviation from the national trend, with a Z-score of 0.725 (medium risk) compared to the country's low-risk score of -0.292. This gap suggests the institution is more sensitive to this risk factor than its peers, indicating that its scientific prestige may be significantly dependent on external partners rather than its own structural capacity. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This finding invites strategic reflection on whether the Academy's excellence metrics result from its own intellectual leadership or from a supporting role in collaborations, a crucial consideration for its long-term autonomy and reputation.
The institution maintains a prudent profile with a Z-score of -0.374, which is well below the national average of -0.067, although both fall within the low-risk category. This demonstrates that the Academy manages its research processes with more rigor than the national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks like coercive authorship. The institution's lower rate suggests a healthy balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of productivity metrics.
The institution's Z-score of -0.268 is in the very low-risk category and is almost perfectly aligned with the national Z-score of -0.250. This integrity synchrony reflects a total alignment with an environment of maximum scientific security in this domain. By avoiding excessive dependence on in-house journals, the Academy circumvents potential conflicts of interest and academic endogamy. This commitment to independent, external peer review ensures its scientific production achieves global visibility and is validated through standard competitive channels, reinforcing its credibility.
With a Z-score of 0.354, the institution is at a medium-risk level but demonstrates differentiated management by maintaining a rate significantly lower than the national average of 0.720. This indicates that the Academy effectively moderates a practice that appears more common systemically. Massive bibliographic overlap between publications often points to 'salami slicing'—artificially inflating productivity by dividing a single study into minimal units. While the institution shows more control than its peers, the medium-risk signal suggests that policies promoting the publication of complete, significant studies over fragmented outputs could be further strengthened to enhance the integrity of its research contribution.
