| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.334 | -0.927 |
|
Retracted Output
|
-0.343 | 0.279 |
|
Institutional Self-Citation
|
-0.087 | 0.520 |
|
Discontinued Journals Output
|
2.116 | 1.099 |
|
Hyperauthored Output
|
-1.207 | -1.024 |
|
Leadership Impact Gap
|
-0.504 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.667 | 0.720 |
Andhra University presents a balanced scientific integrity profile, with an overall risk score of -0.038 that indicates performance slightly above the baseline. The institution demonstrates significant strengths in maintaining very low-risk levels for multiple affiliations, hyper-authorship, hyperprolific authors, and publication in institutional journals. Furthermore, it shows notable resilience by effectively mitigating national trends toward higher rates of retracted output and institutional self-citation. The primary areas for strategic focus are the medium-risk indicators for output in discontinued journals, which is higher than the national average, and redundant publications. According to SCImago Institutions Rankings data, the university's research strengths are most prominent in Social Sciences, Environmental Science, and Earth and Planetary Sciences. To fully align with its mission to "promote quality of teaching, learning and research" and its "Quest for Excellence," it is crucial to address the identified vulnerabilities. A focus on quantity, suggested by the risks in publication channel selection and redundant output, can undermine this commitment to quality. A proactive strategy to enhance researcher guidance on publication ethics and channel selection will fortify the institution's reputation and ensure its research contributions are both impactful and unimpeachable.
The institution's Z-score of -1.334 for the Rate of Multiple Affiliations is significantly lower than the national average of -0.927. This result indicates a complete absence of risk signals in this area, positioning the university as a benchmark of good practice even within a low-risk national context. While disproportionately high rates can signal strategic attempts to inflate institutional credit, Andhra University's profile shows no evidence of such practices, reflecting clear and transparent affiliation policies.
With a Z-score of -0.343, the university maintains a low-risk profile for retracted output, in stark contrast to the medium-risk national average of 0.279. This demonstrates effective institutional resilience, suggesting that internal quality control mechanisms are successfully mitigating the systemic risks prevalent in the country. A rate significantly higher than the global average alerts to a vulnerability in an institution's integrity culture. The university's low score, however, indicates a robust pre-publication review process and strong methodological rigor, preventing the kind of recurring malpractice that a higher score would suggest.
The institution's Z-score for the Rate of Institutional Self-Citation is -0.087 (low risk), which is substantially better than the national medium-risk average of 0.520. This gap highlights the university's capacity to resist the broader national trend towards insular citation patterns. A high rate of self-citation can create 'echo chambers' and artificially inflate impact. By maintaining a low level, Andhra University demonstrates that its academic influence is validated by the broader scientific community, avoiding the risk of endogamous impact inflation and ensuring its work is subject to sufficient external scrutiny.
The university shows a Z-score of 2.116 for its Rate of Output in Discontinued Journals, a medium-risk value that is notably higher than the national average of 1.099. This indicates a high exposure to this particular risk, suggesting the institution is more prone than its national peers to publishing in questionable venues. This constitutes a critical alert regarding due diligence in selecting dissemination channels. The high Z-score indicates that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
For the Rate of Hyper-Authored Output, the institution has a Z-score of -1.207 (very low risk), compared to the country's low-risk score of -1.024. This demonstrates a consistent and low-risk profile that aligns with the national standard, confirming the absence of problematic authorship practices. A high Z-score in this area can indicate author list inflation and a dilution of individual accountability. The university's excellent result suggests that its authorship attributions are transparent and reflect genuine contributions, distinguishing its work from 'honorary' or political authorship.
The university's Z-score for the Gap between the impact of total output and the impact of output with leadership is -0.504, a low-risk value that is more favorable than the national average of -0.292. This prudent profile suggests that the institution manages its collaborative processes with more rigor than the national standard. A wide positive gap can signal that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. The university's negative score is a positive sign, indicating that the impact of its research is driven by strong internal capacity and intellectual leadership, ensuring its scientific prestige is structural and sustainable.
With a Z-score of -1.413, the institution exhibits a very low risk for the Rate of Hyperprolific Authors, standing in contrast to the country's low-risk score of -0.067. This demonstrates a healthy and consistent research environment, free from the risk signals that are beginning to appear at the national level. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The university's very low score indicates a balanced and sustainable approach to productivity, reinforcing the integrity of its scientific record.
The institution's Z-score for Rate of Output in Institutional Journals is -0.268, which is almost identical to the national average of -0.250, both in the very low-risk category. This reflects a complete integrity synchrony, aligning the university with a national environment of maximum scientific security in this regard. Excessive dependence on in-house journals can raise conflicts of interest and bypass independent peer review. The university's negligible rate demonstrates a commitment to global dissemination and competitive validation, avoiding the risks of academic endogamy.
For the Rate of Redundant Output, the university has a Z-score of 0.667, a medium-risk value that is slightly better than the national average of 0.720. This indicates a differentiated management approach, where the institution is successfully moderating a risk that appears to be common practice across the country. A high value in this indicator alerts to 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. While the risk is present, the university's relative control suggests an awareness of the issue, though continued vigilance is needed to ensure that research prioritizes significant new knowledge over sheer volume.