| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.342 | -0.062 |
|
Retracted Output
|
0.530 | -0.050 |
|
Institutional Self-Citation
|
0.402 | 0.045 |
|
Discontinued Journals Output
|
-0.134 | -0.024 |
|
Hyperauthored Output
|
-1.318 | -0.721 |
|
Leadership Impact Gap
|
-1.278 | -0.809 |
|
Hyperprolific Authors
|
-0.665 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.793 | -0.515 |
Changchun University of Technology demonstrates a solid overall integrity profile, reflected in a global risk score of -0.145. The institution exhibits significant strengths in maintaining scientific autonomy and structural quality, with exceptionally low risk signals in the impact gap from leadership, redundant output, hyper-authored publications, and output in institutional journals. These areas of excellence suggest robust internal governance and a culture that prioritizes substantive research. However, areas requiring strategic attention have been identified, particularly a moderate deviation from the national norm in the rate of retracted output and a high exposure to institutional self-citation. According to SCImago Institutions Rankings data, the institution's scientific prowess is most prominent in Agricultural and Biological Sciences and Earth and Planetary Sciences, supported by a strong presence in Chemistry and Computer Science. While a specific institutional mission was not provided for this analysis, these identified risks in retractions and self-citation could challenge the principles of excellence and external validation that are fundamental to any leading academic institution. Overall, Changchun University of Technology is well-positioned, and a focused effort to enhance pre-publication quality assurance and broaden its citation impact beyond institutional boundaries will be crucial for cementing its growing international reputation.
Institution's Z-score: -0.342, Country's Z-score: -0.062. The institution demonstrates a prudent approach to academic collaboration, with a rate of multiple affiliations that is notably lower than the national standard. This suggests that its collaborative practices are well-managed and reflect legitimate partnerships rather than strategic attempts to inflate institutional credit through “affiliation shopping.” The data indicates that the university’s affiliations are likely driven by genuine research needs, reinforcing a transparent and focused academic identity.
Institution's Z-score: 0.530, Country's Z-score: -0.050. The institution's rate of retractions shows a moderate deviation from the national context, indicating a greater sensitivity to this risk factor compared to its peers. A rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, pointing to possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to protect its scientific reputation.
Institution's Z-score: 0.402, Country's Z-score: 0.045. The institution displays a high exposure to institutional self-citation, a tendency more pronounced than the national average. While a certain level of self-citation is natural, disproportionately high rates can signal the formation of scientific 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of a significant risk of endogamous impact inflation, suggesting that the institution's perceived academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
Institution's Z-score: -0.134, Country's Z-score: -0.024. The institution exhibits a prudent profile in its selection of publication venues, with a lower rate of output in discontinued journals than the national standard. This indicates effective due diligence and a commitment to disseminating research through reputable channels. By avoiding media that fail to meet international ethical or quality standards, the university successfully mitigates severe reputational risks and demonstrates strong information literacy, preventing the misallocation of resources to 'predatory' or low-quality practices.
Institution's Z-score: -1.318, Country's Z-score: -0.721. The institution shows a commendable absence of risk signals related to hyper-authorship, performing significantly better than the already low-risk national context. This very low score indicates that, outside of legitimate 'Big Science' contexts, the university's research culture promotes transparency and clear accountability in authorship. This effectively prevents practices like author list inflation or 'honorary' authorships, ensuring that credit is assigned appropriately and individual contributions remain transparent.
Institution's Z-score: -1.278, Country's Z-score: -0.809. The institution demonstrates total operational silence in this indicator, with an exceptionally low gap that is even more favorable than the national average. This outstanding result signals that the university's scientific prestige is structural and generated from within, not dependent on external partners for impact. It reflects a high degree of intellectual leadership and sustainable internal capacity, confirming that its excellence metrics are a direct result of its own research capabilities.
Institution's Z-score: -0.665, Country's Z-score: 0.425. The data reveals a strong display of institutional resilience, as the university effectively mitigates the systemic national risk of hyperprolific authorship. While extreme individual publication volumes are a notable trend in the country, the institution maintains a very low rate, suggesting that its internal control mechanisms successfully promote a balance between quantity and quality. This helps prevent risks such as coercive authorship or the assignment of credit without real participation, thereby safeguarding the integrity of its scientific record.
Institution's Z-score: -0.268, Country's Z-score: -0.010. The institution's practices align with a low-risk national standard, showing a near-total absence of output in its own journals. This demonstrates a strong commitment to independent, external peer review and global visibility. By avoiding reliance on in-house journals, the university effectively sidesteps potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive processes rather than internal 'fast tracks'.
Institution's Z-score: -0.793, Country's Z-score: -0.515. In the area of redundant publications, the institution shows a complete absence of risk signals, performing even better than the low-risk national average. This extremely low score indicates a research culture that values the publication of coherent, significant studies over artificially inflating productivity metrics. It strongly suggests that the practice of 'salami slicing'—dividing a study into minimal publishable units—is not prevalent, reinforcing a commitment to generating meaningful new knowledge rather than simply maximizing output volume.
