| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.429 | -0.062 |
|
Retracted Output
|
-0.202 | -0.050 |
|
Institutional Self-Citation
|
-1.670 | 0.045 |
|
Discontinued Journals Output
|
1.614 | -0.024 |
|
Hyperauthored Output
|
-1.401 | -0.721 |
|
Leadership Impact Gap
|
0.421 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Shanghai Lixin University of Accounting and Finance presents a robust integrity profile, with an overall score of -0.055 indicating a performance aligned with global standards. The institution demonstrates exceptional strengths in areas of internal scientific conduct, showing very low risk in institutional self-citation, hyper-authorship, hyperprolific authors, and redundant output. These results point to a strong internal culture of responsible research. However, this is contrasted by medium-risk indicators related to external strategy, including a high rate of multiple affiliations, a dependency on collaborations for impact, and a notable presence in discontinued journals. The university's academic strengths, as reflected in the SCImago Institutions Rankings, are concentrated in Economics, Econometrics and Finance, Business, Management and Accounting, and Social Sciences. While a specific mission statement was not available, the identified risks—particularly those concerning reputational exposure and impact sustainability—could challenge the universal academic goals of excellence and social responsibility. To secure its leadership in its core thematic areas, the institution is advised to leverage its solid internal integrity framework to develop more resilient and autonomous strategies for publication and international collaboration.
The institution's Z-score of 0.429 marks a moderate deviation from the national standard (Z-score: -0.062), suggesting the university is more sensitive to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of partnerships, the disproportionately high rate here could signal strategic attempts to inflate institutional credit or “affiliation shopping,” a practice that warrants a review of institutional policies on author affiliation.
With a Z-score of -0.202, the institution demonstrates a prudent profile, managing its processes with more rigor than the national standard (Z-score: -0.050). Retractions are complex events, but this comparatively lower rate suggests that the university's quality control mechanisms prior to publication are effective and potentially more robust than the national average, reflecting a responsible approach to research supervision and error correction.
The university's Z-score of -1.670 is exceptionally low, indicating a state of preventive isolation from the risk dynamics observed nationally (Z-score: 0.045). A certain level of self-citation is natural, but the country's medium-risk profile suggests a tendency towards 'echo chambers'. In contrast, this institution's very low rate signals a strong reliance on external scrutiny and validation, confirming that its academic influence is driven by global community recognition rather than internal dynamics.
A Z-score of 1.614 represents a moderate deviation and a point of concern, as the institution shows greater sensitivity to this risk factor than its peers across the country (Z-score: -0.024). This high proportion of output in journals that do not meet international standards constitutes a critical alert regarding due diligence in selecting dissemination channels. It exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable work into predatory or low-quality outlets.
The institution maintains a very low Z-score of -1.401, demonstrating low-profile consistency and an absence of risk signals that aligns well with the national standard (Z-score: -0.721). This result indicates that, even in a context of large-scale collaboration, the university's authorship practices are transparent and avoid the risk of author list inflation, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship.
This indicator presents a monitoring alert, with the institution's Z-score of 0.421 being unusually high for the national standard, where the risk is very low (Z-score: -0.809). A wide positive gap suggests that the university's scientific prestige is highly dependent on external partners and may not be structural. This invites critical reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, posing a long-term sustainability risk.
The institution shows a Z-score of -1.413, a very low value that signals preventive isolation from a vulnerability more present at the national level (Z-score: 0.425). While high productivity can be legitimate, the country's medium-risk score points to a systemic tendency that can challenge the limits of meaningful intellectual contribution. This university's excellent result indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the prioritization of metrics over scientific integrity.
With a Z-score of -0.268, the institution demonstrates a very low-risk profile that is consistent with, and even improves upon, the national standard (Z-score: -0.010). This near-absence of risk signals indicates a strong commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production is validated through competitive global channels.
The institution's Z-score of -1.186 signifies total operational silence in this area, with an absence of risk signals that is even more pronounced than the already low national average (Z-score: -0.515). This exceptional result indicates a robust policy against data fragmentation or 'salami slicing.' It reflects a culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity, thereby strengthening the integrity of the scientific record.