| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.172 | -0.062 |
|
Retracted Output
|
-0.475 | -0.050 |
|
Institutional Self-Citation
|
0.404 | 0.045 |
|
Discontinued Journals Output
|
3.889 | -0.024 |
|
Hyperauthored Output
|
-0.999 | -0.721 |
|
Leadership Impact Gap
|
1.256 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.369 | -0.515 |
Handan College's overall performance, with a score of 0.636, reveals a profile of significant strengths in research integrity alongside critical strategic vulnerabilities. The institution demonstrates robust internal controls, evidenced by very low risk in retracted output, hyperprolific authorship, and publication in institutional journals. These positive indicators are complemented by strong thematic positioning according to SCImago Institutions Rankings data, particularly in Physics and Astronomy, Energy, Engineering, and Chemistry. However, these strengths are counterbalanced by significant risks, most notably an exceptionally high rate of publication in discontinued journals, and medium-risk signals in institutional self-citation, multiple affiliations, and a dependency on external partners for research impact. While the institution's specific mission was not available for this analysis, these identified risks could undermine core academic values of excellence and social responsibility, potentially devaluing the strong research conducted in its key thematic areas. By leveraging its clear strengths in research integrity and quality control, Handan College is well-positioned to address these strategic vulnerabilities through a focused effort on improving publication channel selection and fostering independent research leadership, thereby securing its long-term academic reputation.
Handan College presents a Z-score of 1.172, while the national average for China is -0.062. This result indicates a moderate deviation from the national trend, suggesting the institution is more sensitive to risk factors related to affiliation practices than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate could signal strategic attempts to inflate institutional credit or “affiliation shopping,” a practice that warrants a review of its collaboration and affiliation policies to ensure transparency and proper credit attribution.
The institution shows a Z-score of -0.475 in this area, compared to a national average of -0.050. This demonstrates a low-profile consistency, where the near-total absence of risk signals aligns with the national standard for research integrity. This very low rate of retracted output suggests that the quality control and supervision mechanisms prior to publication are robust and effective, reflecting a strong culture of methodological rigor and responsible scientific conduct.
With a Z-score of 0.404, significantly above the national average of 0.045, Handan College shows a higher exposure to risks associated with institutional self-citation. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's Z-score of 3.889 represents a severe discrepancy from China's national average of -0.024, indicating atypical risk activity that requires a deep integrity assessment. This high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for information literacy and policy implementation to avoid wasting resources on 'predatory' or low-quality practices.
Handan College's Z-score of -0.999 is below the national average of -0.721, reflecting a prudent profile in authorship practices. This suggests the institution manages its collaborative processes with more rigor than the national standard. The data indicates that the institution is effectively maintaining a high standard of individual accountability and transparency in its research output, avoiding the risks of author list inflation that can dilute responsibility.
The institution's Z-score of 1.256 marks an unusual risk level when compared to the national standard of -0.809, creating a monitoring alert that requires a review of its causes. This wide positive gap—where global impact is higher than the impact of research led by the institution itself—signals a sustainability risk. The high value suggests that a significant portion of its scientific prestige is dependent and exogenous, not structural. This invites reflection on whether the institution's excellence metrics result from real internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -1.413, in stark contrast to the national average of 0.425, the institution demonstrates a preventive isolation from national trends. This indicates that Handan College does not replicate the risk dynamics related to hyperprolific authorship observed elsewhere in its environment. The very low incidence of authors with extreme publication volumes suggests a healthy balance between quantity and quality, reinforcing a culture where meaningful intellectual contribution is prioritized over the inflation of publication metrics.
The institution's Z-score of -0.268, compared to the national average of -0.010, shows a low-profile consistency in its publication practices. The absence of risk signals in this area aligns with the national standard, indicating that the institution is not overly reliant on its own journals for dissemination. This practice avoids potential conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent external peer review and achieves broader global visibility.
The Z-score of 0.369 for Handan College is an unusual risk level for the national standard, which stands at -0.515, and therefore constitutes a monitoring alert. This score suggests a potential tendency toward data fragmentation. While citing previous work is necessary, a higher rate of bibliographic overlap can indicate 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This dynamic, if unaddressed, can distort the scientific evidence and overburden the review system by prioritizing volume over significant new knowledge.
