| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.205 | -0.927 |
|
Retracted Output
|
0.577 | 0.279 |
|
Institutional Self-Citation
|
0.803 | 0.520 |
|
Discontinued Journals Output
|
1.311 | 1.099 |
|
Hyperauthored Output
|
-1.230 | -1.024 |
|
Leadership Impact Gap
|
0.283 | -0.292 |
|
Hyperprolific Authors
|
1.376 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
1.501 | 0.720 |
Chandigarh University presents a dynamic profile, marked by a moderate overall integrity score of 0.634, reflecting a combination of significant strengths and areas requiring strategic attention. The institution demonstrates exemplary governance in key areas, with very low risk signals for hyper-authorship and publication in institutional journals, indicating robust policies on authorship and a commitment to external validation. However, a pattern of medium-level risk is observed across multiple indicators, often exceeding national averages, particularly in rates of multiple affiliations, hyperprolific authors, and a notable gap in research impact leadership. These vulnerabilities could challenge the university's mission to uphold "international standards" and "Human and Ethical values." The institution's strong academic positioning, evidenced by its high national rankings in disciplines such as Mathematics (19th), Physics and Astronomy (20th), and Computer Science (21st) according to SCImago Institutions Rankings data, provides a solid foundation for growth. To fully align its operational practices with its ambitious mission, it is recommended that the university leverage its thematic strengths and sound governance policies to develop targeted interventions that mitigate the identified risks, thereby reinforcing its commitment to transparent, high-impact research and genuine academic excellence.
The university's Z-score for this indicator is 0.205, which contrasts sharply with the national average of -0.927. This discrepancy generates a monitoring alert, as the institution displays a risk level that is highly unusual for the national context. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate, especially in an environment where it is not the norm, can signal strategic attempts to inflate institutional credit or "affiliation shopping." A review of the underlying causes is necessary to ensure that affiliation practices are driven by genuine scientific partnership rather than metric-oriented strategies.
With a Z-score of 0.577, the institution shows a higher rate of retractions compared to the national average of 0.279. This suggests a high exposure to integrity risks, indicating that the university is more prone to encountering these events than its peers. Retractions are complex; while some reflect responsible error correction, 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 points to a potential for recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The university's Z-score of 0.803 is notably higher than the national average of 0.520, indicating a greater exposure to the risks associated with this practice. While a certain level of self-citation is natural, this elevated rate could signal the formation of scientific 'echo chambers' where work is validated internally without sufficient external scrutiny. This trend warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community, a risk that should be monitored closely.
The institution's Z-score of 1.311 is higher than the national average of 1.099, revealing a greater institutional exposure to publishing in questionable outlets. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high score indicates that a significant portion of scientific output is being channeled through media that fail to meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
Chandigarh University demonstrates an exceptionally strong profile in this area, with a Z-score of -1.230, which is even lower than the national average of -1.024. This low-profile consistency shows that the absence of risk signals is in full alignment with, and even exceeds, the national standard. It indicates that authorship practices at the institution are well-governed, transparent, and effectively distinguish between necessary massive collaboration in "Big Science" and inappropriate 'honorary' authorship, thereby upholding individual accountability.
The university's Z-score of 0.283 marks a moderate deviation from the national average of -0.292. This suggests the institution is more sensitive than its peers to a dependency on external partners for achieving high-impact research. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This score invites reflection on whether the university's excellence metrics stem from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, highlighting a need to foster more homegrown, high-impact projects.
With a Z-score of 1.376, the institution shows a moderate deviation from the national average of -0.067. This indicates a greater sensitivity to risk factors associated with extreme individual productivity. While high output can reflect leadership, publication volumes that challenge the limits of meaningful intellectual contribution can signal imbalances between quantity and quality. This alert points to potential risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant a closer review of productivity patterns.
The university's Z-score of -0.268 is in near-perfect alignment with the national average of -0.250, demonstrating integrity synchrony with its environment. This total alignment in a low-risk area signifies a strong commitment to external and independent peer review. By avoiding excessive dependence on its own journals, the institution effectively mitigates conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution's Z-score of 1.501 is significantly higher than the national average of 0.720, indicating high exposure to this particular risk. This elevated rate of bibliographic overlap between publications alerts to a potential tendency toward 'salami slicing'—the practice of fragmenting a coherent study 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.
