| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.325 | -0.927 |
|
Retracted Output
|
-0.184 | 0.279 |
|
Institutional Self-Citation
|
0.275 | 0.520 |
|
Discontinued Journals Output
|
0.615 | 1.099 |
|
Hyperauthored Output
|
-1.333 | -1.024 |
|
Leadership Impact Gap
|
-1.062 | -0.292 |
|
Hyperprolific Authors
|
-1.276 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
2.050 | 0.720 |
The National Institute of Technology Hamirpur demonstrates a commendable overall scientific integrity profile, with a low aggregate risk score of -0.223. The institution exhibits exceptional strength in governance related to authorship and collaboration, showing very low-risk signals in the Rate of Multiple Affiliations, Hyper-Authored Output, Hyperprolific Authors, and the Gap between institutional and collaborative impact. These results indicate robust internal policies that foster transparency and genuine intellectual leadership. However, this strong foundation is contrasted by medium-risk vulnerabilities, most notably a high exposure to Redundant Output (Salami Slicing), alongside moderate signals in Institutional Self-Citation and publication in Discontinued Journals. These weaknesses, particularly the tendency toward data fragmentation, could undermine the institution's mission to achieve "academic excellence" with "high ethical values." While the institution holds strong national rankings in key areas such as Economics, Econometrics and Finance (64th), Business, Management and Accounting (68th), and Computer Science (104th), according to SCImago Institutions Rankings data, the identified integrity risks could compromise the perceived quality and impact of this output. To fully align its practices with its mission, it is recommended that the institution reinforces its publication strategy, emphasizing novel, high-impact contributions over sheer volume, thereby ensuring its pursuit of excellence is built on a foundation of unquestionable scientific integrity.
The institution presents a Z-score of -1.325, significantly lower than the national average of -0.927. This result indicates a total operational silence regarding this risk, with an absence of questionable signals that is even more pronounced than the already secure national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The institution's exceptionally low score suggests that its collaboration and affiliation policies are clear, transparent, and not susceptible to such strategic manipulation, reflecting a very healthy and well-governed research ecosystem.
With a Z-score of -0.184, the institution maintains a low-risk profile, in stark contrast to the national average of 0.279, which falls into the medium-risk category. This demonstrates strong institutional resilience, suggesting that internal control mechanisms are effectively mitigating the systemic risks observed across the country. A high rate of retractions can indicate that quality control mechanisms are failing prior to publication. In this case, the institution's ability to keep this indicator low suggests that its pre-publication review and supervision processes are robust, successfully preventing methodological flaws or potential malpractice from entering the scientific record and safeguarding its academic reputation.
The institution's Z-score for this indicator is 0.275, while the national average is 0.520. This reflects a differentiated management approach, where the institution successfully moderates a risk that appears more common at the national level. Although a certain level of self-citation is natural, high rates can signal 'echo chambers' that inflate impact through internal validation rather than external scrutiny. By maintaining a lower score than its peers, the institution shows a greater orientation toward the global scientific community, though the medium-risk signal warrants continued monitoring to ensure its academic influence is built on broad recognition.
The institution records a Z-score of 0.615, which is notably lower than the national average of 1.099. This indicates a more effective management of publication channels compared to the national trend. Publishing in discontinued journals is a critical alert regarding due diligence, as it exposes research to low-quality or predatory media. The institution's ability to keep this rate below the country's average suggests better-than-average information literacy and selection processes. However, the medium-risk signal still indicates that a portion of its output is channeled through these problematic venues, highlighting an ongoing need to strengthen researcher guidance to fully mitigate reputational risks.
The institution's Z-score of -1.333 is well within the very low-risk category and compares favorably to the country's low-risk score of -1.024. This low-profile consistency demonstrates a strong alignment with national standards of good practice. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation and dilute individual accountability. The complete absence of this risk signal at the institution confirms that its authorship practices are transparent and merit-based, effectively distinguishing between necessary collaboration and questionable honorary attributions.
With a Z-score of -1.062, the institution shows a very low-risk profile, far below the country's low-risk score of -0.292. This excellent result indicates a healthy and sustainable research model. A wide positive gap in this indicator suggests that an institution's prestige is dependent on external partners rather than its own structural capacity. The institution's low score demonstrates the opposite: its scientific impact is strongly linked to research where it exercises direct intellectual leadership, proving that its excellence metrics are the result of genuine internal capabilities and not merely strategic positioning in collaborations.
The institution has a Z-score of -1.276, placing it in the very low-risk category, in contrast to the national low-risk average of -0.067. This demonstrates a clear absence of risk signals related to extreme individual productivity. While high productivity can be legitimate, hyperprolificacy often challenges the limits of meaningful intellectual contribution and can point to risks like coercive authorship or a focus on quantity over quality. The institution's very low score indicates a well-balanced research environment where productivity expectations are reasonable and the integrity of the scientific record is prioritized.
The institution's Z-score of -0.268 is nearly identical to the national average of -0.250, both of which are in the very low-risk range. This reflects a perfect integrity synchrony and total alignment with a secure national environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous external peer review. The institution's minimal use of such channels demonstrates a commitment to global standards of validation and visibility, ensuring its scientific production is vetted by the international community.
The institution's Z-score of 2.050 is a significant concern, indicating high exposure to this risk, especially when compared to the national medium-risk average of 0.720. This value suggests the institution is considerably more prone to this practice than its peers. A high rate of redundant output, or 'salami slicing,' alerts to the potential fragmentation of coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the review system but also distorts the scientific evidence base, prioritizing volume over significant new knowledge. This finding requires urgent attention, as it directly challenges the institution's stated mission of achieving "academic excellence" and upholding "high ethical values."
