| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.122 | -0.549 |
|
Retracted Output
|
-0.353 | -0.060 |
|
Institutional Self-Citation
|
-1.477 | 0.615 |
|
Discontinued Journals Output
|
6.128 | 0.511 |
|
Hyperauthored Output
|
-1.240 | -0.625 |
|
Leadership Impact Gap
|
-0.020 | -0.335 |
|
Hyperprolific Authors
|
-0.604 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
-0.083 | -0.027 |
Dhurakij Pundit University demonstrates a robust scientific integrity profile, reflected in an overall score of 0.879. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyper-authored output, and publication in its own journals, indicating a strong commitment to external validation and transparent authorship practices. However, this commendable performance is critically undermined by a significant-risk score in the Rate of Output in Discontinued Journals, which represents a major vulnerability. Thematically, the university shows notable strength in Psychology, where it ranks in the Top 5 nationally according to SCImago Institutions Rankings data, complemented by solid positioning in Business, Management and Accounting, Environmental Science, and Social Sciences. While a specific mission statement was not available for this analysis, the identified risk of publishing in low-quality channels directly conflicts with any institutional goal centered on academic excellence and societal contribution. To fully align its operational reality with its clear research strengths, it is imperative that the university addresses this isolated but severe issue, thereby safeguarding its reputation and ensuring its scholarly impact is both credible and sustainable.
The institution presents a Z-score of -0.122, a low-risk value that is slightly higher than the national average of -0.549. This indicates that while the university's practices are well within the expected norms for its context, there is an incipient vulnerability that warrants observation. Multiple affiliations are often a legitimate result of researcher mobility or partnerships, but a gradual increase can signal strategic attempts to inflate institutional credit. The minor deviation from the national trend suggests a need for proactive monitoring to ensure that all affiliations remain transparent and substantively justified, preventing this from escalating into a more significant risk.
With a Z-score of -0.353, the university demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.060. This superior performance suggests that the institution manages its research processes with greater rigor than the national standard. While retractions can sometimes signify responsible supervision and the correction of honest errors, a consistently lower rate points towards the effectiveness of its pre-publication quality control mechanisms. This result is indicative of a strong integrity culture where methodological rigor is prioritized, minimizing the incidence of systemic failures that could lead to retractions.
The institution exhibits a Z-score of -1.477, a very low-risk value that starkly contrasts with the medium-risk national average of 0.615. This demonstrates a case of preventive isolation, where the university successfully avoids the risk dynamics prevalent in its national environment. A certain level of self-citation is natural, but the institution's exceptionally low rate signals a strong reliance on external validation rather than internal 'echo chambers'. This practice confirms that the university's academic influence is built on recognition from the global scientific community, effectively mitigating the risk of endogamous impact inflation and showcasing a healthy, outward-looking research culture.
The university's Z-score of 6.128 represents a significant risk and a critical alert, dramatically amplifying the medium-risk vulnerability observed at the national level (Z-score: 0.511). This high proportion of publications in discontinued journals constitutes a severe issue regarding due diligence in selecting dissemination channels. It indicates that a substantial portion of the institution's scientific production is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent and systemic need to implement information literacy and training programs to prevent the waste of research resources on 'predatory' or low-quality venues.
With a Z-score of -1.240, the institution maintains a very low-risk profile, performing even better than the low-risk national standard of -0.625. This absence of risk signals is consistent with a national environment that already shows good control in this area. The extremely low rate of hyper-authored publications suggests that the university's authorship practices are transparent and well-governed. This serves as a positive signal that the institution effectively distinguishes between necessary large-scale collaboration and 'honorary' authorship, thereby upholding individual accountability and the integrity of its research contributions.
The institution's Z-score of -0.020 is a low-risk value, but it indicates a slightly wider gap than the national average of -0.335. This suggests an incipient vulnerability where the institution's overall impact may be becoming more reliant on external collaborations. While partnering is essential, a growing gap can signal a sustainability risk, where scientific prestige is more exogenous than structural. This finding invites a strategic reflection on strengthening internal research capacity to ensure that excellence metrics result from the institution's own intellectual leadership, rather than a dependency on partnerships where it does not lead.
The university shows a Z-score of -0.604, indicating a more prudent and rigorous profile than the national average of -0.266. This lower incidence of authors with extreme publication volumes is a positive sign. It suggests the institution fosters a research environment that prioritizes quality and meaningful intellectual contribution over sheer quantity. By effectively managing this indicator, the university mitigates risks associated with hyper-prolificacy, such as coercive authorship or data fragmentation, and reinforces a culture where the integrity of the scientific record is paramount.
With a Z-score of -0.268, the institution operates at a very low-risk level, successfully isolating itself from the medium-risk trend observed nationally (Z-score: 0.595). This demonstrates a clear institutional policy of seeking external, independent validation for its research. By avoiding over-reliance on its own journals, the university circumvents potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is vetted through standard competitive peer review, which enhances its global visibility and reinforces the credibility of its scholarly output.
The institution's Z-score of -0.083 reflects a prudent profile, indicating more rigorous control over publication redundancy than the national average of -0.027. This suggests a commendable focus on publishing complete and significant studies rather than artificially inflating productivity by fragmenting a single body of work into 'minimal publishable units'. This approach not only strengthens the integrity of the scientific evidence produced but also shows respect for the academic review system by prioritizing the dissemination of substantial new knowledge.
