| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.681 | -0.062 |
|
Retracted Output
|
0.164 | -0.050 |
|
Institutional Self-Citation
|
0.553 | 0.045 |
|
Discontinued Journals Output
|
0.113 | -0.024 |
|
Hyperauthored Output
|
-1.028 | -0.721 |
|
Leadership Impact Gap
|
-1.186 | -0.809 |
|
Hyperprolific Authors
|
-0.591 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.150 | -0.515 |
Chengdu University of Technology presents a balanced scientific integrity profile, with an overall risk score of -0.037 that aligns closely with the global average. The institution demonstrates significant strengths in maintaining intellectual leadership and authorship integrity, reflected in very low to low risk levels for the Gap in Leadership Impact, Rate of Hyperprolific Authors, and Rate of Output in Institutional Journals. However, areas requiring strategic attention emerge in four medium-risk indicators: Rate of Multiple Affiliations, Rate of Retracted Output, Rate of Institutional Self-Citation, and Rate of Output in Discontinued Journals. These vulnerabilities suggest potential challenges in quality control, affiliation strategy, and dissemination practices. According to SCImago Institutions Rankings data, the university's global reputation is anchored in its world-class performance in Earth and Planetary Sciences (ranked 41st globally), complemented by strong positions in Energy and Environmental Science. While a specific mission statement was not available for analysis, the identified risks, particularly those related to retractions and publication in low-quality journals, could potentially conflict with core academic values of excellence and social responsibility. Addressing these medium-risk areas proactively will be crucial to protect and enhance the institution's outstanding reputation in its key research fields and ensure its operational practices fully support its scientific ambitions.
The institution's Z-score of 0.681 indicates a moderate deviation from the national standard, which registers a low-risk score of -0.062. This suggests that the university shows a greater sensitivity to risk factors associated with affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review. A disproportionately high value can signal strategic attempts to inflate institutional credit or “affiliation shopping,” and it is advisable to ensure that all declared affiliations correspond to substantive and transparent collaborations.
With a Z-score of 0.164, the institution shows a moderate deviation from the national average of -0.050. This indicates a greater institutional sensitivity to the factors that can lead to retractions compared to the rest of the country. A rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing more frequently than expected, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard academic credibility.
Both the institution (Z-score: 0.553) and the country (Z-score: 0.045) operate at a medium-risk level, but the university's score is notably higher, indicating a high exposure to this risk. This suggests the institution is more prone to showing alert signals related to citation endogamy than its environment average. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny, warning of a risk that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's Z-score of 0.113 represents a moderate deviation from the low-risk national standard of -0.024, suggesting a greater sensitivity to this risk factor. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates 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 suggests an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution exhibits a prudent profile in this area, with a Z-score of -1.028 that is lower than the national average of -0.721. Although both scores fall within a low-risk range, this comparison suggests the university manages its authorship processes with more rigor than the national standard. This is a positive signal, indicating a healthy ability to distinguish between necessary massive collaboration in "Big Science" and potentially problematic 'honorary' or political authorship practices that can dilute individual accountability.
In this indicator, the institution demonstrates total operational silence, with a Z-score of -1.186 that signals an absence of risk even below the very low national average of -0.809. A low score is a powerful indicator of intellectual autonomy and sustainable scientific capacity. It confirms that the institution's scientific prestige is structural and results from real internal capabilities, rather than being dependent on strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution demonstrates notable resilience, maintaining a low-risk Z-score of -0.591 in a national context that presents a medium-risk environment (Z-score: 0.425). This contrast suggests that the university's internal control mechanisms are effectively mitigating systemic risks prevalent in the country. By keeping extreme individual publication volumes in check, the institution successfully avoids potential imbalances between quantity and quality, thereby protecting its scientific record from risks such as coercive authorship or the assignment of authorship without real participation.
With a very low Z-score of -0.268, the institution shows low-profile consistency, improving upon the already low-risk national standard (-0.010). This near-total absence of risk signals is a strong positive indicator. It demonstrates that the university's scientific production consistently undergoes independent external peer review, which mitigates the risk of academic endogamy and conflicts of interest. This practice enhances global visibility and ensures that research is validated through standard competitive channels rather than internal 'fast tracks'.
A slight divergence is observed in this indicator, as the institution's low-risk Z-score of -0.150 contrasts with the country's very low-risk score of -0.515. This suggests the center shows minor signals of risk activity that are largely absent in the national environment. While not a major alert, this value points to a potential, albeit minimal, presence of data fragmentation or 'salami slicing'—the practice of dividing a study into minimal publishable units to artificially inflate productivity. It is a signal that warrants monitoring to ensure research prioritizes the generation of significant new knowledge over publication volume.
