| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.085 | -0.062 |
|
Retracted Output
|
-0.465 | -0.050 |
|
Institutional Self-Citation
|
1.951 | 0.045 |
|
Discontinued Journals Output
|
-0.167 | -0.024 |
|
Hyperauthored Output
|
-1.074 | -0.721 |
|
Leadership Impact Gap
|
-1.459 | -0.809 |
|
Hyperprolific Authors
|
0.649 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.895 | -0.515 |
Southwest Petroleum University presents a robust and specialized research profile, marked by an overall integrity score of -0.111 that indicates a balanced performance with significant areas of excellence. The institution demonstrates world-class leadership in specific fields, achieving top-tier global rankings in Earth and Planetary Sciences (Top 50), Energy (Top 50), Environmental Science (Top 200), and Mathematics (Top 250), according to SCImago Institutions Rankings data. This thematic specialization is underpinned by commendable strengths in scientific integrity, particularly a very low dependency on external collaborators for impact, minimal publication in discontinued journals, and an exceptionally low rate of retracted output, suggesting strong internal quality controls and research autonomy. However, this profile is contrasted by medium-risk indicators in publication practices, including institutional self-citation, hyperprolific authorship, and a notably high rate of redundant publications compared to the national average. While the institution's specific mission was not available for this analysis, these vulnerabilities could potentially undermine universal academic values of excellence and transparency. To secure its prestigious standing, the university is advised to leverage its clear operational strengths to implement targeted policies that moderate these publication-related risks, ensuring its quantitative output is fully aligned with its qualitative excellence.
The institution registers a Z-score of 0.085, while the national average for China is -0.062. This moderate deviation from the national standard suggests the university is more sensitive than its peers to factors that encourage multiple affiliations. While this practice is often a legitimate result of researcher mobility or partnerships, the higher rate observed here warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that, if unmonitored, could dilute the institution's distinct academic identity and misrepresent its collaborative contributions.
With a Z-score of -0.465, the institution demonstrates an exceptionally low rate of retractions, significantly below the already low national average of -0.050. This low-profile consistency indicates that the university's quality control mechanisms are not only effective but exemplary within its national context. The absence of risk signals in this critical area suggests that processes for ensuring methodological rigor and ethical oversight prior to publication are robust, reflecting a strong culture of scientific integrity and responsible supervision that aligns with the highest standards.
The university's Z-score for institutional self-citation is 1.951, substantially higher than the national average of 0.045, even though both fall within the medium-risk category. This indicates a high exposure to this risk factor, suggesting the institution is more prone to this behavior than its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential "echo chamber" where the institution's work may lack sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, where academic influence could be oversized by internal dynamics rather than validated by the broader global scientific community.
The institution shows a Z-score of -0.167, which is lower than the national average of -0.024. This prudent profile indicates that the university manages its publication processes with more rigor than the national standard. By effectively avoiding discontinued journals, the institution demonstrates strong due diligence in selecting dissemination channels. This practice protects its research from being associated with media that fail to meet international ethical or quality standards, thereby safeguarding its reputation and ensuring its scientific output contributes to credible scholarly discourse.
With a Z-score of -1.074, the institution's rate of hyper-authored output is notably lower than the national average of -0.721. This prudent profile suggests that the university's authorship practices are more rigorous than the national standard. The data indicates a reduced tendency towards author list inflation, which reinforces individual accountability and transparency. This responsible approach helps distinguish legitimate large-scale collaboration from "honorary" or political authorship, strengthening the credibility of the institution's research contributions.
The institution exhibits a Z-score of -1.459, a figure that signals an exceptionally strong performance, even when compared to the country's very low-risk average of -0.809. This total operational silence on risk indicates an absence of dependency on external partners for impact. The data strongly suggests that the university's scientific prestige is structural and generated by its own internal capacity. This reflects a high degree of intellectual leadership and sustainability, confirming that its excellence metrics are the result of genuine, home-grown research prowess rather than strategic positioning in collaborations led by others.
The university's Z-score in this indicator is 0.649, which is higher than the national average of 0.425, placing it in a position of high exposure to this risk despite both being in the medium-risk tier. This suggests the institution is more prone to hosting authors with extreme publication volumes than its peers. Such a high rate challenges the perceived limits of meaningful intellectual contribution and alerts to potential imbalances between quantity and quality. It points to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution's Z-score of -0.268 is well within the very low-risk category, contrasting with the country's low-risk score of -0.010. This low-profile consistency demonstrates a clear commitment to seeking external validation for its research. By minimizing its reliance on in-house journals, the university avoids potential conflicts of interest and academic endogamy. This practice ensures its scientific production undergoes independent peer review, thereby enhancing its global visibility and reinforcing its adherence to competitive, international standards of scholarly communication.
A significant monitoring alert is raised by the institution's Z-score of 0.895, which indicates a medium risk in a national environment where this practice is almost non-existent (country Z-score of -0.515). This unusual risk level for the national standard requires an immediate review of its causes. The data strongly suggests a potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This "salami slicing" not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
