| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.845 | -0.927 |
|
Retracted Output
|
0.455 | 0.279 |
|
Institutional Self-Citation
|
0.882 | 0.520 |
|
Discontinued Journals Output
|
1.458 | 1.099 |
|
Hyperauthored Output
|
-1.229 | -1.024 |
|
Leadership Impact Gap
|
0.180 | -0.292 |
|
Hyperprolific Authors
|
2.360 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.135 | 0.720 |
JECRC University presents a profile of notable strengths in research governance alongside specific, high-impact vulnerabilities that require strategic attention. With an overall integrity score of 0.538, the institution demonstrates a commendable performance in areas such as the management of hyper-authorship, publication in institutional journals, and control of redundant publications, indicating robust internal policies in these domains. However, this is contrasted by a significant risk signal in the rate of hyperprolific authors, which is a critical anomaly compared to the national context, and medium-level risks in retractions, self-citation, and publication in discontinued journals, all of which are more pronounced than the national average. These challenges must be addressed to protect the university's strong thematic standing, particularly in its leading fields as per SCImago Institutions Rankings data, including Mathematics (ranked 87th in India), Earth and Planetary Sciences (137th), and Engineering (166th). The identified risks, especially those related to publication volume and quality control, directly challenge the university's mission to foster a "spirit of innovation" and develop "intellectually capable and imaginatively gifted leaders." An overemphasis on quantitative metrics can undermine the very excellence and integrity the mission espouses. Therefore, a proactive strategy focused on reinforcing authorship guidelines and quality assurance mechanisms is recommended to ensure that the university's research practices fully align with its ambitious vision for academic and social leadership.
The institution presents a Z-score of -0.845, while the national average is -0.927. This result indicates a slight divergence from the national trend. While the risk level is low, the university shows nascent signals of this activity that are largely absent across the rest of the country's academic landscape. Multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, but this minor deviation suggests that it is an area to monitor to ensure that all affiliations are substantive and not merely strategic attempts to inflate institutional credit.
With a Z-score of 0.455, the institution's rate of retractions is notably higher than the national average of 0.279. This indicates a high exposure to this risk factor, suggesting the university is more prone to encountering retractions than its peers. Retractions are complex events, but a rate significantly above the norm suggests that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture could point to recurring methodological issues or a lack of rigorous supervision, warranting immediate qualitative verification by management to prevent reputational damage.
The university's Z-score for institutional self-citation is 0.882, which is considerably above the national average of 0.520. This demonstrates a high exposure to this risk, suggesting that the institution is more susceptible to insular citation patterns than its national counterparts. While a certain level of self-citation is natural, this disproportionately high rate signals a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, where the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of 1.458 is significantly higher than the national average of 1.099, indicating a high exposure to this risk. This suggests the university is more prone than its peers to channel research into questionable publication venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a notable portion of scientific production is being directed to media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for enhanced information literacy to avoid predatory practices.
With a Z-score of -1.229, the institution demonstrates an exceptionally low rate of hyper-authored publications, which is consistent with and even slightly better than the low-risk national average of -1.024. This low-profile consistency reflects sound authorship practices. The absence of risk signals in this area aligns perfectly with the national standard, indicating that the university effectively distinguishes between necessary large-scale collaboration and inappropriate practices like honorary or political authorship, thereby upholding individual accountability and transparency in its research output.
The institution registers a Z-score of 0.180, a moderate deviation from the national average of -0.292. This contrast indicates that the university shows a greater sensitivity to this risk factor than its peers. A positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a potential sustainability risk. This score suggests that a portion of the university's scientific prestige may be dependent and exogenous, stemming from collaborations where it does not exercise intellectual leadership. This invites reflection on whether its excellence metrics are derived from genuine internal capacity or from strategic positioning in external partnerships.
The institution's Z-score of 2.360 represents a severe discrepancy from the national average of -0.067. This atypical and significant risk activity requires a deep integrity assessment. Such an extreme volume of individual publications challenges the limits of meaningful intellectual contribution and alerts to potential imbalances between quantity and quality. This critical indicator points to severe risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record and demand urgent review.
The university's Z-score of -0.268 signifies a total operational silence in this area, falling even below the already minimal national average of -0.250. This exceptional result demonstrates a strong commitment to external validation and global visibility. By avoiding dependence on in-house journals, the institution effectively mitigates conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent, external peer review, reinforcing the credibility and competitive validation of its research.
With a Z-score of -0.135, the institution shows a low rate of redundant output, demonstrating institutional resilience against a practice that is more common nationally, where the average score is 0.720. This indicates that the university's control mechanisms are effectively mitigating the systemic risk of 'salami slicing.' By maintaining a low bibliographic overlap between publications, the institution promotes the dissemination of significant, coherent studies over artificially inflated publication counts, thereby contributing positively to the scientific record and respecting the academic review system.