| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.349 | -0.927 |
|
Retracted Output
|
0.596 | 0.279 |
|
Institutional Self-Citation
|
6.849 | 0.520 |
|
Discontinued Journals Output
|
3.899 | 1.099 |
|
Hyperauthored Output
|
-1.335 | -1.024 |
|
Leadership Impact Gap
|
-1.159 | -0.292 |
|
Hyperprolific Authors
|
1.830 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
6.272 | 0.720 |
SR University presents a complex scientific integrity profile, with an overall risk score of 1.511 indicating a higher-than-average exposure to certain vulnerabilities. The institution demonstrates exceptional strengths and robust governance in several key areas, including a near-total absence of risk signals related to the Rate of Multiple Affiliations, Hyper-Authored Output, Output in Institutional Journals, and the Gap between global and led impact. However, these strengths are contrasted by significant alerts in the Rate of Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, which require immediate strategic attention. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally are Physics and Astronomy, Chemistry, and Engineering. The identified high-risk practices, which prioritize publication volume and internal validation over external scrutiny and quality, directly challenge the university's mission "to create an innovative learning educational ecosystem whose graduates significantly contribute to the growth of Telangana and India." To fully realize this mission, it is crucial to align research practices with the principles of integrity and genuine innovation. By leveraging its clear areas of governance strength, SR University has a solid foundation upon which to build a comprehensive integrity framework that addresses these vulnerabilities and secures its long-term reputation and impact.
The institution presents a Z-score of -1.349, which is even lower than the national average of -0.927. This result signifies a complete absence of risk signals in this area, placing the university in a better-than-average position nationally. This demonstrates exceptionally robust and transparent management of affiliation declarations, ensuring that institutional credit is claimed appropriately and avoiding any suggestion of strategic "affiliation shopping."
With a Z-score of 0.596, the institution's rate of retractions is notably higher than the national average of 0.279. This suggests that the university is more exposed to the factors leading to retractions than its national peers. While some retractions are the result of honest correction and responsible supervision, a rate significantly higher than the average alerts to a potential vulnerability in the institution's pre-publication quality control mechanisms. This pattern indicates that these controls may be failing more frequently than at peer institutions, warranting a qualitative review by management to understand the root causes.
The institution's Z-score of 6.849 is critically high and drastically exceeds the national average of 0.520. This indicates that the university is not merely reflecting a national trend but is significantly amplifying a vulnerability present in the wider system. While a certain level of self-citation is natural, this disproportionately high rate signals a concerning scientific isolation or an "echo chamber." It warns of a severe risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community, a situation that requires urgent strategic review.
The university's Z-score of 3.899 is significantly higher than the national average of 1.099, indicating that it amplifies the national tendency to publish in such venues. This high proportion constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. The score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for information literacy and policy implementation to avoid wasting resources on "predatory" or low-quality publications.
The institution shows a Z-score of -1.335, which is well below the national average of -1.024. This excellent result demonstrates a consistent and low-risk profile that aligns with national standards for authorship. The absence of risk signals indicates that the university maintains strong governance and transparency in authorship attribution, effectively distinguishing between necessary large-scale collaboration and questionable practices like honorary authorship.
With a Z-score of -1.159, the institution shows a healthier profile than the national average of -0.292. This low-profile consistency indicates the absence of risk signals in this area. The result suggests that the university's scientific prestige is structurally sound and built upon genuine internal capacity. Unlike institutions that may be dependent on external partners for impact, SR University demonstrates that its excellence metrics are a direct result of its own intellectual leadership.
The institution's Z-score of 1.830 marks a moderate deviation from the national average of -0.067, showing a greater sensitivity to this risk factor than its peers. While high productivity can be legitimate, this indicator warrants a review. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to underlying risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is in almost perfect alignment with the national average of -0.250. This integrity synchrony demonstrates a shared commitment to maximum scientific security in this domain. By avoiding dependence on in-house journals, the university effectively mitigates potential conflicts of interest and academic endogamy, ensuring its research undergoes independent external peer review and thereby enhancing its global visibility and credibility.
The university's Z-score of 6.272 is critically high, drastically amplifying a risk that is only moderately present at the national level (0.720). This value serves as a major red flag for the practice of data fragmentation or "salami slicing." Such a high score strongly suggests a pattern of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
