| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.328 | -0.062 |
|
Retracted Output
|
0.192 | -0.050 |
|
Institutional Self-Citation
|
0.433 | 0.045 |
|
Discontinued Journals Output
|
-0.279 | -0.024 |
|
Hyperauthored Output
|
-1.082 | -0.721 |
|
Leadership Impact Gap
|
-0.148 | -0.809 |
|
Hyperprolific Authors
|
0.010 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.605 | -0.515 |
Southwest University of Science and Technology demonstrates a solid scientific integrity profile, with an overall risk score of -0.061 indicating performance that is slightly better than the global average. The institution exhibits significant strengths in maintaining very low rates of redundant output and publication in its own journals, suggesting a culture that prioritizes external validation and substantive research contributions. However, areas requiring strategic attention include a moderate deviation from national norms in the rates of multiple affiliations and retracted publications, alongside a notable level of institutional self-citation. These factors warrant a review of internal policies to ensure they align with best practices. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Veterinary, Engineering, Environmental Science, and Agricultural and Biological Sciences. While the institution's specific mission was not available for this analysis, the identified medium-risk indicators could challenge common academic goals of excellence and social responsibility, as practices that suggest endogamy or insufficient quality control can undermine public trust and global standing. Overall, the university has a robust integrity framework with clear operational strengths; by proactively addressing the identified vulnerabilities, it can further enhance its research quality and solidify its reputation as a leader in its key disciplines.
The institution presents a Z-score of 0.328, while the national average is -0.062. This reflects a moderate deviation from the national standard, indicating that the university shows a greater sensitivity to risk factors than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate suggests a need to review authorship and affiliation policies. This elevated signal could point to strategic attempts to inflate institutional credit or instances of “affiliation shopping,” a practice that, if unmonitored, can distort the university's collaborative footprint and create ambiguity in institutional accountability.
The institution's Z-score for retracted output is 0.192, compared to a national average of -0.050. This value represents a moderate deviation, suggesting the center is more susceptible to this risk factor than the national benchmark. Retractions can be complex, sometimes reflecting responsible error correction. However, a rate notably higher than the country average serves as an alert that pre-publication quality control mechanisms may be failing more frequently than at peer institutions. This vulnerability in the integrity culture could indicate recurring methodological issues or a lack of rigorous supervision, warranting immediate qualitative verification by management to safeguard research quality.
The institution records a Z-score of 0.433, significantly higher than the national average of 0.045. Although both the university and the country operate within a medium-risk context for this indicator, the institution's score reveals a high exposure, making it more prone to showing alert signals than its environment. A certain level of self-citation is natural, reflecting deep expertise in specific research lines. Nevertheless, this disproportionately high rate signals a potential for concerning scientific isolation or 'echo chambers.' It warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than validated by broad recognition from the global scientific community.
The institution has a Z-score of -0.279, which is lower than the national average of -0.024. This demonstrates a prudent profile, as the university manages its publication processes with more rigor than the national standard. This low rate indicates that the institution exercises effective due diligence in selecting dissemination channels for its research. By avoiding journals that fail to meet international ethical or quality standards, the university successfully mitigates severe reputational risks and ensures its scientific resources are not wasted on predatory or low-impact practices.
The institution's Z-score is -1.082, a figure well below the national average of -0.721. This reflects a prudent and rigorous approach to authorship attribution compared to the national standard. The university's low incidence of hyper-authorship suggests a clear distinction between necessary, large-scale scientific collaboration and questionable practices like honorary or political authorship. This commitment to meaningful contribution helps maintain individual accountability and transparency in its research output, reinforcing the integrity of its scholarly record.
The institution shows a Z-score of -0.148, whereas the national context presents a score of -0.809. This constitutes a slight divergence, as the university shows low-level signals of a risk that is virtually non-existent across the rest of the country. This gap suggests a minor but noteworthy dependency on external partners for achieving impact. While collaborations are vital, this signal invites reflection on whether the institution's scientific prestige is fully derived from its own internal capacity and intellectual leadership or if it is partially reliant on a strategic positioning in partnerships where it does not lead the research agenda.
The institution's Z-score for hyperprolific authors is 0.010, substantially lower than the national average of 0.425. This indicates a pattern of differentiated management, where the university effectively moderates a risk that appears more common at the national level. While high productivity can signify leadership, extreme publication volumes often challenge the feasibility of meaningful intellectual contribution. The institution's controlled rate suggests a healthy balance between quantity and quality, successfully mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over sheer metrics.
The institution has a Z-score of -0.268, while the national average stands at -0.010. This demonstrates low-profile consistency, as the complete absence of risk signals at the university aligns with and improves upon the low-risk national standard. This practice underscores a strong commitment to independent, external peer review and global visibility. By avoiding over-reliance on its own publication channels, the institution effectively sidesteps potential conflicts of interest and academic endogamy, ensuring its research is validated through standard competitive processes rather than internal 'fast tracks'.
The institution presents a Z-score of -0.605, indicating a lower risk level than the national average of -0.515. This score signifies a state of total operational silence on this indicator, with an absence of risk signals that is even more pronounced than the already secure national benchmark. This result points to a robust research culture that discourages data fragmentation or 'salami slicing.' It suggests a clear institutional priority of producing significant, coherent studies over artificially inflating publication counts, thereby strengthening the scientific evidence base and respecting the academic review system.
