| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.146 | -0.567 |
|
Retracted Output
|
-0.447 | -0.207 |
|
Institutional Self-Citation
|
-1.034 | -0.676 |
|
Discontinued Journals Output
|
1.239 | 1.400 |
|
Hyperauthored Output
|
-0.118 | -0.348 |
|
Leadership Impact Gap
|
1.932 | 2.037 |
|
Hyperprolific Authors
|
-1.413 | -0.801 |
|
Institutional Journal Output
|
4.235 | 0.409 |
|
Redundant Output
|
-1.186 | -0.756 |
Kathmandu University demonstrates a robust scientific integrity profile, reflected in an overall score of 0.361. The institution's primary strengths lie in its exceptional control over research quality, with very low risk signals in retracted output, institutional self-citation, hyperprolific authorship, and redundant publications. These indicators point to a culture that prioritizes substantive, externally validated contributions over mere volume. This strong performance aligns with its leadership in key thematic areas within Nepal, as evidenced by its #1 national ranking in fields such as Engineering, Environmental Science, Mathematics, and Physics and Astronomy according to SCImago Institutions Rankings data. However, this solid foundation is contrasted by vulnerabilities in publication strategy, notably a high dependence on institutional journals and a significant gap in the impact of its self-led research. These practices could undermine the university's mission "To provide quality education for leadership," as true leadership requires demonstrating intellectual autonomy and achieving recognition within the global scientific community, not just within internal or dependent frameworks. To fully realize its mission, Kathmandu University is encouraged to leverage its strong integrity culture to foster greater international engagement and strategic publication choices, thereby transforming its national leadership into global influence.
The institution presents a Z-score of -0.146, which, while within a low-risk range, is slightly higher than the national average of -0.567. This subtle difference suggests an incipient vulnerability that warrants review. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator shows that the university's authors declare multiple institutional links more frequently than their national peers. It is advisable to monitor this trend to ensure that all affiliations are substantive and not strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.
With a Z-score of -0.447, the institution demonstrates an exceptionally low rate of retracted publications, performing better than the already low-risk national average of -0.207. This result indicates a strong and consistent alignment with national standards for research integrity. Retractions can be complex, but such a low rate suggests that the university's quality control mechanisms prior to publication are functioning effectively. This absence of risk signals points to a robust integrity culture and responsible supervision, minimizing the occurrence of both unintentional errors and potential malpractice, and reinforcing the reliability of its scientific output.
The university's Z-score for institutional self-citation is -1.034, a very low value that is significantly below the national average of -0.676. This excellent result demonstrates a low-profile consistency with the national context, indicating a healthy pattern of external engagement. A certain level of self-citation is natural, but the institution's minimal reliance on it suggests its work is validated by the broader scientific community, avoiding the "echo chambers" that can arise from excessive internal referencing. This strong external validation is a clear sign that the institution's academic influence is driven by global recognition rather than being inflated by endogamous dynamics.
The institution's Z-score of 1.239 for publications in discontinued journals, while indicating a medium risk, is notably lower than the national average of 1.400. This suggests a differentiated management approach, where the university is exercising more control over a risk that appears to be a common challenge within the country. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. The university's relative success in moderating this risk indicates a greater awareness of the reputational damage and wasted resources associated with 'predatory' or low-quality practices, though continued vigilance and researcher training are essential.
With a Z-score of -0.118, the institution's rate of hyper-authored output is in the low-risk category but is slightly elevated compared to the national average of -0.348. This finding points to an incipient vulnerability, as it shows the university's research exhibits a greater tendency toward extensive author lists than its national peers. While some disciplines legitimately require massive collaboration, this signal warrants a review of authorship practices across all fields. It is crucial to ensure that these patterns reflect necessary large-scale teamwork and not author list inflation or 'honorary' authorships, which can dilute individual accountability and transparency.
The institution registers a Z-score of 1.932 in this indicator, which, although in the medium-risk range, is slightly better than the national average of 2.037. This suggests the university is managing its research autonomy more effectively than its national counterparts, though a significant gap remains. This wide positive gap signals a sustainability risk, where a substantial portion of the institution's measured impact is dependent on collaborations where it does not exercise intellectual leadership. This invites a strategic reflection on whether its prestige is derived from genuine internal capacity or from a supporting role in external partnerships, a crucial consideration for building a truly autonomous and leading research institution.
The university shows a Z-score of -1.413, indicating a very low incidence of hyperprolific authors, a figure that is considerably better than the national average of -0.801. This demonstrates a strong, low-profile consistency with national integrity standards and points to a healthy research environment. Extreme individual publication volumes can challenge the credibility of meaningful intellectual contribution. The institution's very low score in this area is a positive sign that it fosters a balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, and prioritizing the integrity of the scientific record.
With a Z-score of 4.235, the university shows a high exposure to risks associated with publishing in its own journals, a rate significantly above the national average of 0.409. This pronounced tendency suggests that the institution is more prone than its peers to practices of academic endogamy. While in-house journals can be useful for local dissemination, this level of dependence raises serious conflict-of-interest concerns, as the institution acts as both judge and party. This practice risks bypassing rigorous, independent peer review, potentially limiting the global visibility and competitive validation of its research and creating 'fast tracks' to inflate publication counts.
The institution's Z-score of -1.186 for redundant output is exceptionally low, falling even below the national average of -0.756. This result signifies a state of total operational silence regarding this particular risk. It strongly indicates that the university's researchers are not engaging in 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to artificially inflate productivity. This commitment to publishing coherent, substantive work demonstrates a high level of scientific integrity, contributing meaningful knowledge rather than overburdening the review system with fragmented data.