| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.387 | -0.015 |
|
Retracted Output
|
0.155 | 0.548 |
|
Institutional Self-Citation
|
2.775 | 1.618 |
|
Discontinued Journals Output
|
3.318 | 2.749 |
|
Hyperauthored Output
|
-0.340 | -0.649 |
|
Leadership Impact Gap
|
-2.491 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.980 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.486 | 0.793 |
Toraighyrov Pavlodar State University presents a profile of pronounced contrasts, with an overall integrity score of 0.424 reflecting both areas of exceptional governance and significant vulnerabilities. The institution demonstrates robust control over authorship practices, evidenced by very low-risk indicators for Multiple Affiliations, Hyperprolific Authors, and Output in Institutional Journals. A standout strength is the minimal gap between its overall research impact and the impact of work under its direct leadership, signaling a high degree of intellectual autonomy and sustainable internal capacity. However, these strengths are counterbalanced by critical risks in publication strategy, specifically a significant rate of output in discontinued journals and a high level of institutional self-citation. These weaknesses, if unaddressed, could undermine the credibility of its notable thematic achievements. According to SCImago Institutions Rankings data, the university holds a leadership position within Kazakhstan, ranking 1st in Earth and Planetary Sciences and 2nd in Energy. While the institution's specific mission was not available for this analysis, these high-risk indicators directly challenge the principles of excellence, transparency, and global impact that are fundamental to any leading academic institution. A strategic focus on improving publication and citation ethics is essential to safeguard its reputation and fully leverage its clear scientific strengths.
The institution's Z-score of -1.387 is significantly lower than the national average of -0.015, indicating an exemplary and transparent approach to academic collaboration. This absence of risk signals, even when compared to the low-risk national context, suggests that the university's policies effectively prevent the strategic use of affiliations to inflate institutional credit. The data confirms that affiliations are managed with a high degree of integrity, aligning with legitimate research partnerships rather than "affiliation shopping."
With a Z-score of 0.155, the institution demonstrates more effective management of publication quality than the national average (Z-score: 0.548), despite both falling within a medium-risk context. This suggests that the university's internal control mechanisms are better at mitigating the factors that can lead to retractions. Retractions are complex events, and while some reflect responsible error correction, a persistent signal in this range indicates that pre-publication quality controls and methodological rigor should be continually reinforced to prevent any potential systemic vulnerabilities in the institution's integrity culture.
The institution's Z-score of 2.775 for self-citation is at a significant level and notably amplifies the medium-risk vulnerability already present in the national system (Z-score: 1.618). A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a concerning scientific isolation or an "echo chamber" where the institution's work may lack sufficient external scrutiny. This practice creates a serious risk of endogamous impact inflation, suggesting that the institution's perceived academic influence could be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The university's Z-score of 3.318 is a global red flag, indicating that it leads the risk metrics in a country already critically compromised in this area (Country Z-score: 2.749). This extremely high proportion of publications in discontinued journals constitutes a critical alert regarding the due diligence applied to selecting dissemination channels. This practice exposes the institution to severe reputational risks, as it indicates that a significant portion of its scientific production is channeled through media that do not meet international ethical or quality standards. There is an urgent need for information literacy and policy reform to avoid wasting resources on "predatory" or low-quality practices.
The institution's Z-score of -0.340 is in the low-risk category but is slightly higher than the national average of -0.649, pointing to an incipient vulnerability that warrants observation. While extensive author lists are legitimate in "Big Science" disciplines, an upward trend outside these contexts can be an early signal of author list inflation, which dilutes individual accountability and transparency. It is advisable to monitor this trend to ensure authorship practices remain merit-based and to distinguish between necessary massive collaboration and potentially "honorary" authorship.
The institution shows a profound and positive disconnection from the national risk dynamics in this area, with a Z-score of -2.491 against a medium-risk country average of 0.199. This demonstrates that the university does not replicate the dependency on external partners for impact seen elsewhere in the country. A very low gap indicates that the institution's scientific prestige is structural and sustainable, resulting from real internal capacity and intellectual leadership rather than a strategic positioning in collaborations where it does not lead.
With a Z-score of -1.413, the institution demonstrates a complete absence of risk signals related to hyperprolific authorship, performing even better than the very low-risk national average (Z-score: -0.980). This total operational silence indicates a healthy academic environment where productivity is balanced with quality. The data suggests there are no signs of imbalances that could point to coercive authorship, "salami slicing," or the assignment of authorship without real participation, reinforcing the integrity of the individual scientific record.
The institution's Z-score of -0.268 is perfectly aligned with the national average, reflecting a shared environment of maximum scientific security in this indicator. This integrity synchrony shows that, like its national peers, the university avoids excessive dependence on its in-house journals. This practice mitigates potential conflicts of interest where the institution would act as both judge and party, ensuring that its scientific production primarily undergoes independent, external peer review and is not channeled through internal "fast tracks" that bypass standard competitive validation.
The institution's Z-score of 0.486, while in the medium-risk category, is notably lower than the national average of 0.793, indicating a differentiated and more effective management of this issue. This suggests better oversight to prevent the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. While the risk is not entirely absent, the university appears to moderate this tendency more successfully than its peers, thereby promoting the publication of more significant new knowledge and reducing the burden on the scientific review system.
