| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.186 | -0.062 |
|
Retracted Output
|
0.277 | -0.050 |
|
Institutional Self-Citation
|
-0.338 | 0.045 |
|
Discontinued Journals Output
|
0.024 | -0.024 |
|
Hyperauthored Output
|
0.084 | -0.721 |
|
Leadership Impact Gap
|
-0.613 | -0.809 |
|
Hyperprolific Authors
|
-0.438 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.903 | -0.515 |
Hangzhou Normal University presents a solid scientific integrity profile, with an overall score of -0.053 indicating performance aligned with global standards. The institution demonstrates significant strengths in maintaining low rates of institutional self-citation, hyperprolific authorship, and redundant output, suggesting a culture that prioritizes external validation and substantive research over mere volume. However, areas requiring strategic attention include moderately elevated rates of multiple affiliations, retracted output, hyper-authorship, and publication in discontinued journals, which are higher than the national average. These vulnerabilities contrast with the university's strong research positioning, particularly in high-performing areas identified by the SCImago Institutions Rankings, such as Dentistry (ranked 52nd in China), Psychology (59th), Energy (98th), and Pharmacology, Toxicology and Pharmaceutics (100th). While a specific institutional mission was not available for this analysis, these medium-risk signals could potentially undermine the universal academic values of excellence and social responsibility. By proactively addressing these specific integrity challenges, the university can better safeguard its reputation, ensure the quality of its notable research contributions, and fully align its operational practices with its evident scientific strengths.
The institution's Z-score of 0.186 shows a moderate deviation from the national average of -0.062. This suggests that the university exhibits a greater sensitivity to risk factors related to author affiliations than its national peers. While multiple affiliations are often a legitimate result of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This divergence from the national trend warrants a review of institutional policies to ensure that all declared affiliations reflect substantive contributions and transparent partnerships, rather than functioning as a mechanism for "affiliation shopping."
With a Z-score of 0.277, the institution's rate of retractions is notably higher than the country's average of -0.050. This indicates a moderate deviation, suggesting the university is more exposed to the factors that lead to retractions than its counterparts. A rate significantly higher than the national average alerts to a potential vulnerability in the institution's integrity culture. It suggests that pre-publication quality control mechanisms may be failing more frequently than elsewhere, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
The institution demonstrates notable resilience in this area, with a Z-score of -0.338 that is significantly lower than the national average of 0.045. While the national context shows a tendency towards moderate self-citation, the university's control mechanisms appear to effectively mitigate this systemic risk. This low rate indicates that the institution's work is validated by the broader scientific community, avoiding the "echo chambers" that can arise from endogamous practices. This commitment to external scrutiny strengthens the credibility of its academic influence, ensuring it is based on global recognition rather than inflated by internal dynamics.
The institution's Z-score of 0.024 contrasts with the national average of -0.024, signaling a moderate deviation and a greater institutional sensitivity to this risk factor. This pattern constitutes a critical alert regarding the due diligence exercised in selecting dissemination channels. A higher-than-average tendency to publish in journals that do not meet international ethical or quality standards exposes the institution to severe reputational risks. This suggests an urgent need to reinforce information literacy and guidance for researchers to avoid channeling valuable scientific work into predatory or low-quality outlets.
The university's Z-score of 0.084 represents a moderate deviation from the low national average of -0.721. This indicates that institutional research is more frequently published with extensive author lists compared to the national norm. Outside of "Big Science" contexts where large teams are standard, this pattern can signal author list inflation, which dilutes individual accountability and transparency. This serves as a signal to review authorship practices and distinguish between necessary massive collaboration and the potential for "honorary" or political authorship, which can undermine the integrity of the research record.
The institution's Z-score of -0.613 marks a slight divergence from the national profile of -0.809, where this risk signal is almost non-existent. This indicates the emergence of a minor but observable gap, suggesting that the institution's scientific prestige may be more dependent on its role within external collaborations than on the impact of research where it exercises direct intellectual leadership. While this is a low-level signal, it invites a strategic reflection on building structural, internal capacity to ensure that its high-impact reputation is sustainable and driven by its own core research strengths.
With a Z-score of -0.438, the institution shows strong resilience against a risk that is more prevalent at the national level (Z-score of 0.425). This suggests that effective institutional control mechanisms are in place, mitigating the country's systemic tendency towards hyper-productivity. This low rate indicates a healthy balance between quantity and quality, successfully avoiding the risks associated with extreme publication volumes, such as coercive authorship or the prioritization of metrics over the integrity of the scientific record. This reflects a culture that values meaningful intellectual contribution.
The institution's Z-score of -0.268, compared to the country's score of -0.010, demonstrates a consistent and robust commitment to external, independent peer review. The near-total absence of this risk signal aligns with and even strengthens the low-risk national standard. By avoiding dependence on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production is validated through competitive global channels, thereby enhancing its international visibility and credibility.
The institution's Z-score of -0.903 is exceptionally low, indicating a state of total operational silence in this area, even when compared to the very low national average of -0.515. This absence of risk signals, which is well below the national baseline, points to a robust institutional culture that prioritizes the publication of coherent, significant studies. The data strongly suggests that the practice of fragmenting research into "minimal publishable units" to artificially inflate productivity is not a feature of the university's research environment, reflecting a deep commitment to generating meaningful new knowledge.