| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.690 | -0.062 |
|
Retracted Output
|
0.624 | -0.050 |
|
Institutional Self-Citation
|
-0.898 | 0.045 |
|
Discontinued Journals Output
|
0.588 | -0.024 |
|
Hyperauthored Output
|
-1.181 | -0.721 |
|
Leadership Impact Gap
|
-1.206 | -0.809 |
|
Hyperprolific Authors
|
-0.773 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Pingxiang University presents a robust scientific integrity profile, reflected in its overall score of 0.246. The institution demonstrates significant strengths in maintaining ethical standards related to citation practices, authorship transparency, and intellectual leadership, with exceptionally low-risk indicators for Institutional Self-Citation, Hyper-Authored Output, and Redundant Output. However, this solid foundation is contrasted by medium-risk vulnerabilities in the Rate of Multiple Affiliations, Rate of Retracted Output, and Rate of Output in Discontinued Journals, which deviate from national trends and require strategic attention. These findings are particularly relevant given the university's strong positioning in key thematic areas, such as Environmental Science and Chemistry, as evidenced by SCImago Institutions Rankings data. While a specific mission statement was not available for analysis, the identified risks—particularly those concerning publication quality and affiliation strategies—could challenge the universal academic goals of achieving excellence and upholding social responsibility. To build upon its considerable strengths, it is recommended that the university focuses on developing targeted policies and training to mitigate these specific vulnerabilities, thereby ensuring its research practices fully align with its demonstrated areas of scientific leadership.
The institution's Z-score of 2.690 moderately deviates from the national average of -0.062. This suggests that the university shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the notable difference compared to the low-risk national context indicates that the institution's rate is unusually high. This pattern warrants a review to ensure that these affiliations are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," a risk to which the university appears more exposed.
With a Z-score of 0.624, the institution shows a moderate deviation from the country's low-risk average of -0.050. This discrepancy suggests that the university's pre-publication quality control mechanisms may be facing more systemic challenges than is typical for the nation. Retractions are complex events, but a rate significantly higher than the national average serves as an alert to a potential vulnerability in the institution's integrity culture. This may indicate recurring methodological issues or a lack of rigorous supervision that requires immediate qualitative verification by management to prevent further incidents.
The institution demonstrates a preventive isolation from national trends, with an exceptionally low Z-score of -0.898 compared to the country's medium-risk average of 0.045. This result indicates that the university does not replicate the risk dynamics of academic endogamy observed in its environment. By avoiding disproportionately high rates of self-citation, the institution successfully sidesteps the creation of 'echo chambers' and ensures its work is validated by the broader scientific community. This practice confirms that its academic influence is driven by global recognition rather than being inflated by internal dynamics.
The university's Z-score of 0.588 represents a moderate deviation from the national average of -0.024, indicating a greater institutional sensitivity to this risk factor. This higher-than-average rate constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. It suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality publication practices.
With a Z-score of -1.181, the institution shows low-profile consistency, as its absence of risk signals aligns with the national standard (Z-score of -0.721). This indicates that the university maintains healthy and transparent authorship practices, which is consistent with the low-risk context of the country. The data suggests that the institution effectively distinguishes between necessary massive collaboration and problematic 'honorary' or political authorship, thereby upholding individual accountability within its research activities.
The institution exhibits total operational silence in this area, with a Z-score of -1.206 that is even lower than the nation's already minimal-risk average of -0.809. This outstanding result signals that the university's scientific prestige is structural and derived from its own internal capacity. By demonstrating that the impact of its research is not dependent on external intellectual leadership, the institution confirms its sustainability and avoids the risk of cultivating a reputation based on collaborations where it does not play a leading role, a standard it upholds more rigorously than its national peers.
The university demonstrates institutional resilience, with a low-risk Z-score of -0.773 that contrasts sharply with the country's medium-risk average of 0.425. This suggests that the institution's control mechanisms are effectively mitigating a systemic risk present at the national level. By preventing the emergence of extreme individual publication volumes, the university maintains a healthy balance between quantity and quality. This proactive stance helps avert risks such as coercive authorship or the assignment of credit without real participation, dynamics that may be more prevalent in the broader national environment.
The institution's Z-score of -0.268 reflects a low-profile consistency with the national average of -0.010. This alignment shows that the university, in line with the national standard, avoids excessive dependence on its own journals for dissemination. This practice mitigates potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. By favoring external channels, the institution reinforces its commitment to competitive validation and enhances the global visibility of its research.
In this indicator, the institution shows total operational silence, with a Z-score of -1.186 that is significantly below the country's already very low-risk average of -0.515. This exceptional result highlights a strong commitment to publishing impactful and coherent studies. The near-total absence of bibliographic overlap between publications indicates that the university actively discourages the practice of dividing research into minimal publishable units. This focus on generating significant new knowledge, rather than artificially inflating productivity metrics, sets a standard of integrity that surpasses the national benchmark.
