| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.093 | -0.927 |
|
Retracted Output
|
0.568 | 0.279 |
|
Institutional Self-Citation
|
-1.170 | 0.520 |
|
Discontinued Journals Output
|
3.542 | 1.099 |
|
Hyperauthored Output
|
-1.347 | -1.024 |
|
Leadership Impact Gap
|
-0.185 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.790 | 0.720 |
Jawaharlal Nehru Technological University, Anantapur presents a dual profile in scientific integrity, demonstrating exceptional control in several key areas while facing critical challenges in others. With an overall score of 0.556, the institution exhibits robust governance in practices related to authorship and citation, including very low risk in Multiple Affiliations, Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These strengths provide a solid foundation for research integrity. However, this is contrasted by a significant-risk alert for publishing in Discontinued Journals and medium-risk flags for Retracted Output and Redundant Output. These vulnerabilities directly threaten the university's mission to provide "quality education" and "enhance knowledge," as they suggest that a portion of its research output may be channeled into low-quality venues or lack sufficient methodological rigor. The institution's notable research activity in areas such as Energy, Engineering, and Computer Science, as per SCImago Institutions Rankings data, could be undermined by these integrity risks, potentially compromising its goal of fostering "employability skills and entrepreneurship capabilities." To fully align its operational practices with its strategic vision, the university is advised to leverage its clear strengths in governance to implement targeted interventions that address the identified high-risk areas, thereby safeguarding its reputation and ensuring its contribution to societal needs is built on a foundation of unquestionable scientific quality.
The institution demonstrates an exemplary profile with a Z-score of -1.093, which is even lower than the country's already minimal average of -0.927. This indicates a complete absence of risk signals related to affiliation strategies. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this institution's data suggests total operational silence in this area, reflecting highly transparent and clear authorship and affiliation practices that surpass the national standard of integrity.
With a Z-score of 0.568, the institution shows a higher exposure to retractions compared to the national average of 0.279. Although both fall within a medium-risk context, the university's greater propensity for these events warrants attention. Retractions can result from honest error correction, but a rate notably above the national baseline suggests that pre-publication quality control mechanisms may be facing systemic stress. This heightened vulnerability indicates a potential weakness in the institution's integrity culture compared to its peers, signaling a need for qualitative review of its supervision and methodological rigor protocols.
The university exhibits a strong preventive isolation from national trends, with a Z-score of -1.170 in stark contrast to the country's medium-risk average of 0.520. This result indicates that the institution does not replicate the risk dynamics of academic endogamy observed elsewhere in the country. A certain level of self-citation is natural, but the university’s extremely low rate confirms that its research is validated by the broader scientific community, avoiding 'echo chambers' and ensuring its academic influence is built on external recognition rather than internal dynamics.
The institution faces a critical alert with a Z-score of 3.542, a value that significantly amplifies the medium-risk vulnerability present in the national system (Z-score of 1.099). This finding constitutes a severe red flag regarding due diligence in selecting publication channels. A high proportion of output in discontinued journals indicates that a significant volume of research is being directed to media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent and systemic need to improve information literacy among its researchers to prevent the waste of resources on 'predatory' or low-impact publishing.
The institution maintains a profile of low-profile consistency, with a Z-score of -1.347, which aligns perfectly with the low-risk environment of the country (Z-score of -1.024). This absence of risk signals indicates that authorship practices at the university are well-managed and transparent. The data confirms that, unlike institutions where author lists might be inflated, this center adheres to standards that ensure individual accountability, distinguishing its legitimate collaborative work from questionable authorship practices.
An incipient vulnerability is noted with the institution's Z-score of -0.185, which, while low, is slightly higher than the national average of -0.292. This subtle signal warrants review before it potentially escalates. While it is common for institutions to rely on external partners for impact, this small gap suggests that the university's scientific prestige may be slightly more dependent on collaborations where it does not hold intellectual leadership compared to its national peers. This invites a strategic reflection on strengthening internal capacity to ensure that its high-impact research is structurally sustainable and driven by its own leadership.
The university's Z-score of -1.413 reflects a very low-risk environment, consistent with the low-risk national standard (Z-score of -0.067). This absence of risk signals is a positive indicator of a healthy balance between research quantity and quality. The data suggests that the institution is effectively avoiding the potential pitfalls of hyper-productivity, such as coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby upholding the integrity of its scientific record.
A state of integrity synchrony is observed, as the institution's Z-score of -0.268 is in total alignment with the country's very low-risk average of -0.250. This demonstrates a shared commitment to avoiding academic endogamy and potential conflicts of interest. By not relying on in-house journals, the university ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms that its research is validated through standard competitive channels rather than internal 'fast tracks'.
The institution shows high exposure to this risk, with a Z-score of 1.790 that is considerably higher than the national medium-risk average of 0.720. This indicates that the university is more prone than its peers to practices of data fragmentation or 'salami slicing.' Such a pattern, characterized by massive bibliographic overlap between publications, suggests a tendency to divide coherent studies into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the review system but also distorts the scientific evidence, prioritizing volume over the generation of significant new knowledge.
