| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.878 | -0.062 |
|
Retracted Output
|
-0.625 | -0.050 |
|
Institutional Self-Citation
|
-0.765 | 0.045 |
|
Discontinued Journals Output
|
0.315 | -0.024 |
|
Hyperauthored Output
|
-1.070 | -0.721 |
|
Leadership Impact Gap
|
0.090 | -0.809 |
|
Hyperprolific Authors
|
-0.716 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.950 | -0.515 |
Ningbo University of Technology presents a balanced scientific integrity profile, with an overall score of -0.170 that indicates general alignment with its national context, complemented by notable strengths and specific areas requiring strategic attention. The institution demonstrates exemplary performance in preventing retracted output, redundant publications, and excessive reliance on institutional journals, signaling robust internal quality controls and a commitment to ethical dissemination. However, vulnerabilities are evident in the moderate risk levels associated with the rate of multiple affiliations, publication in discontinued journals, and a significant gap between its overall research impact and the impact of work under its direct leadership. According to SCImago Institutions Rankings data, the university's primary research strengths lie in Earth and Planetary Sciences, Medicine, and Agricultural and Biological Sciences. While the institution's formal mission was not available for this analysis, the identified risks—particularly those related to publication channels and dependency on external leadership for impact—could challenge any mission centered on achieving sustainable, self-driven academic excellence and social responsibility. To build on its solid foundation, it is recommended that the university leverages this report to develop targeted policies that mitigate its specific vulnerabilities, thereby reinforcing its research integrity and enhancing its global reputation.
The institution's Z-score for this indicator is 1.878, which represents a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to risk factors related to affiliation practices than its peers across the country. This pattern warrants a strategic review, as disproportionately high rates of multiple affiliations can sometimes signal attempts to inflate institutional credit or "affiliation shopping," where researchers leverage multiple institutional names for prestige. Clarifying institutional policies on authorship and affiliation could ensure that all collaborations are transparent and reflect genuine, substantial contributions, thereby safeguarding the university's academic reputation.
With a Z-score of -0.625, the institution demonstrates a very low risk of retracted publications, a profile that is consistent with the low-risk national standard (-0.050). This absence of significant risk signals indicates that the university's pre-publication quality control mechanisms are functioning effectively. Retractions can be complex events, and this exceptionally low rate suggests a strong culture of methodological rigor and responsible supervision, minimizing the likelihood of both unintentional errors and potential malpractice, which reinforces the credibility of its scientific output.
The university exhibits institutional resilience in its citation practices, with a Z-score of -0.765, which is significantly lower than the national average of 0.045. This indicates that its internal control mechanisms are effectively mitigating the systemic risks of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural, but the institution's low rate demonstrates a healthy integration with the global scientific community, avoiding the "echo chambers" that can arise from validating its own work without sufficient external scrutiny. This profile suggests that the institution's academic influence is driven by broad recognition rather than being inflated by internal dynamics.
A moderate deviation from the national norm is observed in this area, with the institution's Z-score at 0.315 compared to the country's average of -0.024. This suggests a greater institutional sensitivity to the risk of publishing in questionable outlets than its peers. This indicator is a critical alert regarding due diligence in selecting dissemination channels. A higher-than-average score indicates that a portion of the university's research 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 to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution maintains a prudent profile regarding hyper-authorship, with a Z-score of -1.070, which is more rigorous than the national standard of -0.721. This demonstrates effective management of authorship practices. While extensive author lists are legitimate in 'Big Science' fields, this low score indicates that the institution is successfully avoiding the risk of author list inflation outside of those contexts. This helps ensure that authorship reflects meaningful contributions, thereby maintaining individual accountability and transparency in its collaborative research projects.
This indicator presents a monitoring alert, as the institution's Z-score of 0.090 is an unusual risk level when compared to the national standard of -0.809. This wide positive gap—where overall impact is higher than the impact of research led by the institution—signals a potential risk to sustainability. It suggests that a significant portion of the university's scientific prestige may be dependent and exogenous, rather than structural. This finding invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership, which could hinder long-term, self-sufficient growth.
The university demonstrates institutional resilience against the risks of hyperprolific authorship, with a Z-score of -0.716, in contrast to the medium-risk national average of 0.425. This suggests that its control mechanisms are effectively mitigating a vulnerability present in the national system. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's low score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a practice consistent with the low-risk national environment (-0.010). This absence of risk signals is a positive indicator of its commitment to external validation. Over-reliance on in-house journals can create conflicts of interest and academic endogamy by bypassing independent peer review. The university's low score demonstrates that its research is overwhelmingly submitted to the global academic community for scrutiny, enhancing its visibility and ensuring its scientific output is validated through standard competitive processes.
The institution's performance in this area is exemplary, showing total operational silence with a Z-score of -0.950, which is even stronger than the very low-risk national average of -0.515. This complete absence of risk signals indicates a firm commitment to producing substantive and original research. The data shows no evidence of 'salami slicing,' the practice of fragmenting a single study into multiple minimal publications to artificially inflate productivity. This reflects a culture that prioritizes the generation of significant new knowledge over the pursuit of volume, strengthening the quality and reliability of its scientific contributions.